Public evidence page

Ice hockey - Forward

Sport

Sport: Ice hockey

Position: Forward

Athletes' bodies

Elite female ice hockey forwards are modeled as slightly shorter and leaner than the overall elite women’s hockey pool, supporting higher skating pace, acceleration, and repeated shift performance for puck-carrying and finishing roles. Because one high-quality elite women’s dataset found no position-based differences (forwards vs defenders) in height/mass within that cohort, this spec uses only a small defense→forward shift and treats many body-shape/ratio fields as modeled from typical adult female anthropometry and then anchored to the observed elite hockey baseline.

Cohort

Sex: Female

Level: Elite

Quick glossary

Prior: Model estimate before updating with the current evidence; the starting baseline.
Posterior: Model-updated estimate after combining prior evidence with observed data.
Standard deviation: Spread around the estimate; lower means tighter expected range.
Alignment: How well a goal/preference/injury profile matches this body pattern.

Measurements

Factor	Prior	Posterior	Success-impact	Reasoning behind prior	Prior estimate sources
Arm span	170 ± 6 cm	170 ± 6 cm	high	Forwards value reach for puck protection, stick extension on breakouts/entries, and playmaking angles. Modeled as slightly above height (small positive ape index).	[1] [2]
Height	168 ± 5.6 cm	168 ± 5.6 cm	high	Anchored to SDHL elite baseline (~169 cm) and then reduced slightly (~168 cm) because forwards typically benefit from a smaller mass/lever profile for acceleration and agility; however, position differences were not significant in the SDHL dataset, so the shift is deliberately modest.	[3] [4]
Weight	66.5 ± 7.3 kg	66.5 ± 7.3 kg	high	Set slightly below the elite women’s baseline mass to reflect forward-specific skating efficiency (pace/acceleration) while keeping SD similar magnitude to the observed elite spread and acknowledging the lack of strong position-based differences in SDHL.	[3] [5]
Ankle circumference	20.9 ± 1.7 cm	20.9 ± 1.7 cm	medium	Forward skating includes frequent hard edging, cutting, and absorption of impact. Ankle/boot fit tolerance and stiffness support consistency; medium importance.	[6]
Ape index	1.01 ± 0.03 ratio	1.01 ± 0.03 ratio	medium	Slightly positive ape index supports stick extension and playmaking reach without requiring extreme long-limb proportions.	[2] [7]
Leg inseam	83 ± 4.1 cm	83 ± 4.1 cm	medium	Assumes a favorable but not extreme lower-body lever for skating stride and edge control; moderate SD reflects that elite forwards include both more compact ‘speed’ frames and taller ‘long-stride’ frames.	[8]
Leg-torso ratio	1.42 ± 0.12 ratio	1.42 ± 0.12 ratio	medium	A modestly leg-favored ratio is generally helpful for stride power and edge control during repeated high-intensity skating; medium importance with moderate SD.	[9]
Shoulder width	40.6 ± 3 cm	40.6 ± 3 cm	medium	Supports upper-body stick strength and bracing through contact during entries/cycles; treated as medium importance because technique/skill dominates within similar height/weight ranges.	[10]
Torso length	58 ± 4 cm	58 ± 4 cm	medium	Torso length contributes to posture stability during acceleration/braking and contact; medium importance with moderate variability among elite frames.	[8]
Foot length	26.4 ± 1.4 cm	26.4 ± 1.4 cm	low	Skate fit is critical, but position-specific foot-length superiority is not well supported in available literature; set low importance.	[11]
Hand length	18.5 ± 1 cm	18.5 ± 1 cm	low	Hand length can affect stick feel/reach marginally, but is low importance compared with skating/neuromuscular coordination and forearm/shoulder strength.	[11]
Pelvic bone width	25.5 ± 2.2 cm	25.5 ± 2.2 cm	low	Included for completeness of ratio features; weakly predictive on its own, so low importance.	[12]
Shoulder-hip ratio	1.5 ± 0.09 ratio	1.5 ± 0.09 ratio	low	Used to describe upper-body vs lower-body breadth; weak standalone predictor for forward success, so low importance.	[13]
Wrist circumference	15.1 ± 1.3 cm	15.1 ± 1.3 cm	low	May weakly relate to grip/forearm size and stick control, but treated as low importance versus training and skill.	[6]

Traits

Factor	Value	Impact	Reasoning	Sources
Muscle fiber profile	balanced	high	Forwards repeatedly accelerate, decelerate, and change direction (type II relevance) while also needing recovery between shifts for sustained pace (oxidative support), so balanced is optimal.	[14]
Metabolic tendency	mesomorphic tendency	medium	Elite forwards benefit from muscular/power capacity for finishing and puck control while maintaining skating efficiency; that maps well to the schema’s mesomorph tendency.	[14]
Joint laxity	low	high	Forwards frequently execute hard cuts, stops, and accelerations; low laxity supports consistent force transfer from trunk/hips to the skates and reduces technique breakdown.	[15]
Foot arch	neutral arch	medium	Neutral arch is a pragmatic default compromise for edge control and impact tolerance across variable ice conditions; set as medium importance.	[16]
Temperature tolerance	balanced	low	Cold tolerance matters but is not strongly position-specific; training/habituation likely exceeds anthropometry differences, so kept low importance.	[17]
Dominant side	no meaningful side advantage	low	Kept neutral: both left- and right-shot forwards can be elite; matchup strategy and coaching determine value more than an inherent dominant-side performance advantage.	[18]

Goals

Factor	Alignment	Reasoning	Sources
Build confidence	medium	As a forward you’ll usually see tangible progress: puck-handling, better chance creation, and improved finishing. Success is also visible (goals/assists), which can build confidence. Still, hockey is competitive and sometimes outcomes don’t match effort, so confidence-building is moderate.	[19]
Build endurance	medium	Forwards build “repeat-sprint/interval” endurance: short intense shifts plus recovery means your aerobic system improves too, but the main training effect tends to be ability to recover and perform repeatedly, not long-duration steady stamina. So alignment is solid, but not maximal for classic endurance goals.	[20] [21]
Build strength and power	high	As a forward, you need strong skating strides (forceful pushes), quick starts, and explosive acceleration to create chances and attack the net. That naturally maps well to strength and power training, especially lower-body strength and plyometric qualities.	[22] [23]
Challenge myself	high	Forward play is demanding because you must repeatedly accelerate, create pressure, handle puck/defensive reads, and tolerate physical intensity. For most amateurs, it’s a clear step up in difficulty from casual skating, so it strongly fits a “challenge myself” goal.	[20] [23]
Compete and measure myself	high	Forwards naturally compete (games, standings, line roles). It’s also relatively easy to measure progress: goals/assists/shot volume, plus physical markers like skating speed/acceleration (often tracked by clubs or timed drills). That makes the position very aligned with competition and self-benchmarking.	[22] [24]
Improve agility and coordination	high	Forwards constantly change direction while handling the puck, coordinating skating edges with stick actions and timing. That combination of reactive movement, puck control, and quick repositioning makes the position very aligned with agility and coordination improvements.	[25] [26]
Improve balance and control	high	Forward play involves maintaining stable skating posture at speed, absorbing contact when trying to stay on balance, and re-centering after turns or puck touches. Because you’re attacking and moving constantly, balance/control is trained all the time on-ice.	[27] [28]
Improve flexibility and mobility	low	While hockey skating can improve some functional mobility over time, the forward role is not primarily a flexibility training activity. Most improvements come from conditioning and technique rather than dedicated range-of-motion work, so alignment is usually low unless you add targeted stretching/mobility.	[29]
Improve general health and fitness	high	Forward play involves lots of skating, repeated high-intensity efforts, and frequent transitions between attack/defense. For an amateur, that reliably raises fitness across both the heart/lungs and the legs, making it a strong “whole-body” health choice.	[20] [27]
Improve speed and explosiveness	high	Chances and finishing often depend on beating defenders quickly—accelerating out of turns, closing gaps, and making fast bursts into scoring areas. Forward play strongly rewards acceleration and explosiveness, so your skating speed typically improves when you train for this role.	[22] [30]
Learn new skills and master technique	high	Forward is skill-dense: puck handling, stick skills, reading the ice, breakouts/entries, timing of skating with puck movement, and finishing technique. Amateur forwards usually get a lot of practice repetitions and coaching attention, so skill learning is a very strong match.	[31] [32]
Lose weight	medium	Ice hockey forwards can burn a lot of energy due to repeated hard skating bursts and frequent involvement in play. But hockey effort is still “stop-start” with rest between shifts, so weight loss depends heavily on total weekly playing time and diet; it’s effective, but not as consistently weight-focused as continuous sports.	[28] [33]
Make friends and feel a sense of belonging	high	Ice hockey is strongly team-based (lines, roles, shared preparation). For amateurs, practices and games usually create repeated group interaction, which is one of the most reliable ways to make friends and feel a sense of belonging in sports.	[27]
Reduce stress and feel better	medium	Fast, intense exercise can improve mood for many people, and team sports also provide social connection. However, hockey’s competitiveness and hard physical demands can also feel stressful—so it’s a good but not guaranteed stress-relief fit.	[28] [33]
Spend time with people I care about	low	During active play, conversation is limited because you’re skating fast, focusing on puck and timing. Some chatting happens at practices, before/after games, or between shifts, but it’s not a “hang out while doing it” sport in the way sports like casual running or bouldering can be.	[20]

Preferences

Factor	Alignment	Reasoning	Sources
Competition-focused environment	medium	Ice hockey is competitive by nature (goals, standings, leagues). Still, many amateurs—especially in recreational or beer leagues—can keep it more fun than results-obsessed, so it’s a mid match.	[34]
Enjoys contact	high	The forward role often includes driving the pace in traffic, taking hits while driving to the net, battling in the offensive zone, and dealing with collisions during forechecking and rushes. Comfort with physical pressure is a strong fit for many forwards.	[35] [36]
Flexible Time Table	low	You can do some solo skills (stickhandling/shooting drills if you have access), but actually playing forward in games requires scheduled ice time, team practices, and line rotations—so flexibility is limited compared with self-run activities.	[34]
Indoor setting	high	Ice hockey is played on an ice rink, which is typically an indoor arena with controlled conditions (ice quality, temperature, boards/glass).	[34]
Long steady efforts	medium	You do spend time skating each shift and sustaining effort during offensive sequences, but hockey shifts are typically short and high-intensity rather than long steady-state work.	[34]
Low impact on joints	low	Skating is lower-impact than running on pavement, but forwards still experience high-speed starts/stops, falls, and frequent collisions/impacts (from other players and the boards). That tends to make joint comfort a weaker match than in truly low-impact sports.	[34] [35]
Mostly individual	low	Forwards do have individual skills (puck carrying, shooting, skating), but in practice and games you’re usually “plugged into” line chemistry and structured plays rather than operating independently all the time.	[37]
Non-contact	low	Even though many casual adult leagues reduce/avoid heavy checking, forwards still experience body contact through screening, jostling for position, collisions while changing direction, and puck/board contact situations. Ice hockey is generally considered a collision/contact sport.	[34] [35]
Outdoor setting	none	The sport requires an ice rink surface and boards/glass setup; it isn’t typically an outdoor sport the way, say, soccer or tennis is.	[34]
Playful recreational atmosphere	medium	You can definitely play hockey socially, but the forward role is about attacking and finishing—plus physical traffic—so it tends to feel more energetic and intense than “purely playful” sports like casual table games or light fitness activities.	[34] [35]
Routine and structure	high	Forward play still follows repeatable practice patterns: skating drills, puck-handling/shot repetitions, forecheck and breakout/transition systems, and set roles for line play and power plays.	[34] [38]
Short explosive efforts	high	Forwards are built around bursts: accelerating into space, quick puck carries, sharp turns, sprinting on/off rushes, and fast releases to finish chances.	[38] [39]
Tactical and strategic	high	Even as attackers, forwards need to read defenses and manage risks: choosing when to attack vs. regroup, timing forechecks, selecting routes/lanes, and creating scoring chances through decision-making (not just raw speed).	[34] [40]
Team environment	high	Forward in ice hockey is mainly about creating scoring chances with your line (timing, puck support, cycling, rushes). Even when you’re carrying the puck or shooting, your options are driven by teammates’ positioning and timing.	[34] [41]
Technique-heavy	high	Finishing and chance creation for forwards depend heavily on technique: puck-handling control at speed, stick positioning, passing/receiving, skating mechanics, and shot execution (including timing and accuracy).	[38] [42]
Variety and novelty	medium	Forwards face varied game situations (odd-man rushes, power plays, forecheck/contain strategies), so it’s not completely repetitive. But much of the core is still “skate/puck control/attack,” so novelty is moderate rather than high.	[43] [44]
Water environment	none	There’s no water component to ice hockey; it’s played on ice.	[34]

Injuries

Risk

Factor	Value	Definition	Full reasoning	Sources
Achilles tendon pain (tendinopathy)	low	Pain and irritation in the Achilles tendon at the back of the ankle.	Foot/ankle and lower-extremity injuries are clearly present in hockey epidemiology; Achilles tendinopathy is plausible from repetitive skating loads. However, without strong evidence that it is a dominant forward-specific diagnosis, risk is set to low.	[45]
ACL injury	low	A major ligament injury inside the knee, often linked to pivoting, landing, or sudden deceleration.	We didn’t retrieve forward-specific ACL incidence here, and many hockey epidemiology sources emphasize other regions. So ACL risk is treated as non-zero but low.	[46]
Ankle sprain	medium	A stretched or torn ankle ligament, usually after the foot rolls awkwardly.	NCAA hockey foot/ankle injury epidemiology supports meaningful ankle injury burden in hockey overall, and the forward role involves a lot of skating cuts/sprints. That combination supports medium risk for ankle sprains.	[45]
Calf strain	low	A pulled or overloaded calf muscle, often felt during pushing off, sprinting, or jumping.	Plausible but not strongly evidenced as a top forward diagnosis in the sources pulled here; set low.	—
Finger or hand impact injury	low	Pain from jamming, bending, or striking the fingers or hand during sport.	Plausible traumatic mechanism exists, but in the evidence we retrieved here the main emphasized categories are shoulder/back/lower body. So risk is low.	—
General forearm overuse pain	none	Ongoing forearm pain from repeated gripping, lifting, or arm use when the exact tendon is unclear.	In hockey injury reports and reviews, the most prominent categories are typically lower-body injuries (ankle/foot/knee), back pain, and shoulder injuries. Forearm “overuse pain” is not usually singled out as a common forward-specific hockey problem, so RISK is set to none.	[47]
General foot or ankle pain	medium	Ongoing foot or ankle pain when the exact structure or diagnosis is unclear.	Hockey has documented foot/ankle injury prevalence in NCAA epidemiology; forwards are heavily exposed through skating volume and intensity, so risk is medium.	[45]
General hip or groin pain	medium	Ongoing hip or groin pain when the exact structure or diagnosis is unclear.	A Swiss professional ice hockey study used overuse questionnaires for hip/groin and related regions, indicating hip/groin is a recognized injury area. Forwards’ skating demands support medium risk rather than low.	[48]
General knee pain	medium	Ongoing knee pain when the exact structure or diagnosis is unclear.	Knee injuries are a recurring injury region in hockey epidemiology, and a general injury review/surveillance approach indicates knee involvement. Without forward-specific incidence extraction, we rate as medium rather than high.	[49] [50]
General lower-back pain	high	Ongoing lower-back pain when the exact source is unclear.	A comparative analysis found ice hockey athletes had higher low-back-pain risk than comparison sports. Additional ice-hockey-specific reporting supports high lumbar pain prevalence, so overall risk is high for general lower back pain.	[51] [52]
General lower-leg pain	medium	Ongoing shin or calf pain when the exact diagnosis is unclear.	NCAA foot/ankle epidemiology supports that lower-extremity problems are common in ice hockey. Forwards are heavily exposed through skating volume, supporting medium overall lower-leg pain risk.	[45]
General shoulder pain	medium	Ongoing shoulder pain when the exact structure or diagnosis is unclear.	A hockey injury scoping review indicates shoulder injuries are among common upper-extremity issues in men’s ice hockey. That supports a medium risk for general shoulder pain for forwards as well (position-specific differences may exist, but shoulder is a key region overall).	[53]
General wrist or hand pain	low	Ongoing wrist or hand pain when the exact structure or diagnosis is unclear.	Without strong supporting evidence that wrist/hand pain is frequently prominent in forward injury epidemiology, set to low.	—
Golfer's elbow	none	Pain on the inside of the elbow linked to overload in the forearm tendons.	Because the retrieved evidence emphasizes other upper-body (shoulder) and major regions rather than medial-elbow overuse as a common forward-specific issue, RISK is set to none.	—
Groin strain	low	A pulled or irritated groin muscle, often felt in cutting, sprinting, or kicking movements.	Hip/groin injuries are tracked in hockey overuse studies, but when choosing levels across many injury types, groin strain is rated low because we’re not assigning it the very top tier without stronger forward-specific incidence dominance.	[48]
Hip flexor strain	low	A strain or overload in the front-of-hip muscles that help lift the leg.	Mechanism plausibility is good, and hip/groin tracking exists in hockey overuse surveillance, but the injury category “hip flexor strain” isn’t clearly shown as a dominant forward-specific issue in the evidence pulled; thus low risk.	[48]
Side-of-hip tendon pain	low	Irritation of the hip or gluteal tendons around the outer side of the hip.	We have evidence that hip/groin region problems are tracked in hockey overuse questionnaires, but tendinopathy at the glute/hip (as a specific label) isn’t singled out as dominant; hence low risk.	[48]
Lower-back disc irritation	medium	Lower-back pain that may involve irritation of a spinal disc and sometimes pain spreading into the leg.	Direct disc-irritation-specific incidence isn’t clearly established in the pulled sources, so the risk is set as medium based on indirect support from high overall LBP risk in ice hockey.	[51]
Mechanical lower-back pain	high	Common lower-back pain related to movement, loading, stiffness, or irritated supporting tissues.	Because general low back pain is high risk in ice hockey, mechanical low back pain is treated as high risk as well (mechanistically aligned).	[51] [52]
Meniscus injury	low	Irritation or tearing of the knee cartilage that helps cushion and stabilize the joint.	Mechanism plausibility exists, and knee injury frequency is real, but without strong evidence that meniscus specifically is dominant for forwards, risk is low.	[49]
Jumper's knee (patellar tendinopathy)	low	Pain and irritation in the tendon just below the kneecap.	Because we can’t confirm it as a common forward-specific hockey diagnosis from the sources retrieved here, risk stays low.	—
Front-of-knee pain (patellofemoral pain)	low	Pain around or behind the kneecap that often flares with repetitive knee bending.	Plausible but not strongly evidenced as a top diagnosis in these sources; risk low.	—
Heel pain (plantar fasciitis)	low	Irritation of the tissue under the foot that often causes pain near the heel.	Plantar fasciitis is plausible from repetitive foot loading during skating. With limited hockey-forward-specific data showing it as a top diagnosis, risk is low.	[45] [54]
Rotator cuff irritation	medium	Pain and overload in the shoulder muscles and tendons that help control arm movement.	Rotator cuff irritation is part of the shoulder pain spectrum, and shoulder injuries are prominent in hockey injury reviews. That supports medium risk.	[53]
Shin splints	low	Exercise-related pain along the shin that often appears when impact load rises too quickly.	Mechanism plausibility exists, but without strong hockey-specific evidence that shin splints are dominant for forwards, risk remains low.	—
Shoulder impingement-type pain	low	Shoulder pain that appears when tissues feel pinched or irritated during arm elevation.	Without strong evidence that impingement is specifically common for forward hockey, risk is kept low though shoulder risk overall is medium.	[53]
Shoulder instability or dislocation	low	A shoulder that has slipped out, partly slipped out, or feels unreliable in vulnerable positions.	The evidence pulled here supports shoulder injuries overall; instability/dislocation is more specific and not clearly shown as frequent in forwards in the retrieved sources. Therefore low risk.	[49]
Back stress reaction (spondylolysis)	medium	A stress injury in the back often linked to repeated extension and rotation loading.	Evidence cited in the low-back pain/spondylolysis context indicates a notable proportion of youth hockey players with low-back pain can have spondylolysis. For “moderate couple times/week” and a general forward role, that’s medium risk rather than high.	[55]
Tennis elbow	none	Pain on the outside of the elbow linked to overload in the wrist and forearm tendons.	Given the absence of strong forward-specific hockey epidemiology pointing to tennis elbow as a frequent injury type, default to none.	—
Shin bone stress injury	none	Stress irritation in the tibia from repeated impact that has outpaced recovery.	Without strong evidence for tibial stress injuries being a typical hockey forward injury category, default to none rather than low/medium.	—
Wrist sprain	none	A stretched or irritated wrist ligament, often after a fall, impact, or awkward bend.	Given limited direct evidence for wrist sprain dominance in forward hockey and to avoid over-assigning risk without support, default to none.	—
Wrist tendon pain	none	Irritation of wrist tendons from repeated gripping, racquet use, lifting, or supporting body weight.	Without strong evidence that wrist tendinopathy is a frequent forward hockey issue, default to none.	—

Prevention

Factor	Value	Definition	Full reasoning	Sources
Achilles tendon pain (tendinopathy)	low	Pain and irritation in the Achilles tendon at the back of the ankle.	Because adaptation is plausible but hockey is not a controlled tendon-conditioning program (and exposure can also irritate), net prevention effect from playing forward is limited; set to low.	—
ACL injury	none	A major ligament injury inside the knee, often linked to pivoting, landing, or sudden deceleration.	Because we cannot assume targeted off-ice prevention programs, prevention from play alone is none.	—
Ankle sprain	low	A stretched or torn ankle ligament, usually after the foot rolls awkwardly.	Because playing forward includes both adaptation and repeated exposure to sprain mechanisms (cuts/trips/contact), the net prevention effect from playing alone is limited; set to low.	—
Calf strain	low	A pulled or overloaded calf muscle, often felt during pushing off, sprinting, or jumping.	Still, strains can happen during fatigue/contact; net prevention low.	—
Finger or hand impact injury	none	Pain from jamming, bending, or striking the fingers or hand during sport.	Thus prevention none.	—
General forearm overuse pain	none	Ongoing forearm pain from repeated gripping, lifting, or arm use when the exact tendon is unclear.	Without assuming additional forearm-specific strengthening or load-management training, there’s no clear sport-specific prevention pathway from “being a forward” alone; set to none.	—
General foot or ankle pain	low	Ongoing foot or ankle pain when the exact structure or diagnosis is unclear.	Therefore prevention from playing alone is low (some adaptation, but persistent provoking load).	—
General hip or groin pain	low	Ongoing hip or groin pain when the exact structure or diagnosis is unclear.	Because prevention requires more targeted adductor/hip load management than typical “just play,” prevention is low.	—
General knee pain	low	Ongoing knee pain when the exact structure or diagnosis is unclear.	Net prevention from playing forward alone is limited; low prevention.	—
General lower-back pain	low	Ongoing lower-back pain when the exact source is unclear.	Given high baseline risk, and because we can’t assume targeted back-prehab programs outside normal play, net prevention effect from playing forward alone is low.	—
General lower-leg pain	low	Ongoing shin or calf pain when the exact diagnosis is unclear.	Net prevention from play alone is low.	—
General shoulder pain	low	Ongoing shoulder pain when the exact structure or diagnosis is unclear.	Net prevention from play alone is limited; low.	—
General wrist or hand pain	none	Ongoing wrist or hand pain when the exact structure or diagnosis is unclear.	So prevention none.	—
Golfer's elbow	none	Pain on the inside of the elbow linked to overload in the forearm tendons.	No clear sport-only mechanism to reliably reduce risk for golfer’s elbow without targeted loading programs; prevention set to none.	—
Groin strain	low	A pulled or irritated groin muscle, often felt in cutting, sprinting, or kicking movements.	Therefore low prevention from playing alone; not none.	—
Hip flexor strain	low	A strain or overload in the front-of-hip muscles that help lift the leg.	Net prevention low (some conditioning, but no guarantee).	—
Side-of-hip tendon pain	low	Irritation of the hip or gluteal tendons around the outer side of the hip.	Set to low prevention, not none, due to plausible adaptation but lack of strong sport-only evidence for specific prevention.	—
Lower-back disc irritation	low	Lower-back pain that may involve irritation of a spinal disc and sometimes pain spreading into the leg.	So prevention from play alone is low (some adaptation, still repeated mechanical stress).	—
Mechanical lower-back pain	low	Common lower-back pain related to movement, loading, stiffness, or irritated supporting tissues.	Therefore low prevention from playing alone.	—
Meniscus injury	none	Irritation or tearing of the knee cartilage that helps cushion and stabilize the joint.	Set to none due to lack of evidence of a direct prevention effect from forward play alone.	—
Jumper's knee (patellar tendinopathy)	low	Pain and irritation in the tendon just below the kneecap.	However, hockey also creates variable high loads and fatigue exposure; thus low prevention.	—
Front-of-knee pain (patellofemoral pain)	low	Pain around or behind the kneecap that often flares with repetitive knee bending.	Still, hockey can provoke symptoms; so low prevention.	—
Heel pain (plantar fasciitis)	low	Irritation of the tissue under the foot that often causes pain near the heel.	Net prevention effect from normal forward play alone is limited; set to low rather than none.	—
Rotator cuff irritation	low	Pain and overload in the shoulder muscles and tendons that help control arm movement.	So low prevention (not none), because playing forward likely exposes and conditions the shoulder, but not enough to claim strong prevention.	—
Shin splints	low	Exercise-related pain along the shin that often appears when impact load rises too quickly.	Still, overload and technique/skate fit issues can provoke symptoms; set prevention low.	—
Shoulder impingement-type pain	none	Shoulder pain that appears when tissues feel pinched or irritated during arm elevation.	So prevention none.	—
Shoulder instability or dislocation	none	A shoulder that has slipped out, partly slipped out, or feels unreliable in vulnerable positions.	No evidence that sport practice alone provides reliable instability prevention; set to none.	—
Back stress reaction (spondylolysis)	none	A stress injury in the back often linked to repeated extension and rotation loading.	So prevention set to none.	—
Tennis elbow	none	Pain on the outside of the elbow linked to overload in the wrist and forearm tendons.	No evidence of a reliable prevention effect from sport practice alone; set to none.	—
Shin bone stress injury	none	Stress irritation in the tibia from repeated impact that has outpaced recovery.	So prevention none.	—
Wrist sprain	none	A stretched or irritated wrist ligament, often after a fall, impact, or awkward bend.	Set prevention none.	—
Wrist tendon pain	none	Irritation of wrist tendons from repeated gripping, racquet use, lifting, or supporting body weight.	Therefore prevention none.	—

Heal

Factor	Value	Definition	Full reasoning	Sources
Achilles tendon pain (tendinopathy)	low	Pain and irritation in the Achilles tendon at the back of the ankle.	So the healing influence from play alone is likely small-to-moderate at best; rated low (not none) because tendon tissue often responds to appropriate mechanical loading, but we can’t assume rehab/load management beyond normal play.	—
ACL injury	none	A major ligament injury inside the knee, often linked to pivoting, landing, or sudden deceleration.	Set heal to none.	—
Ankle sprain	none	A stretched or torn ankle ligament, usually after the foot rolls awkwardly.	Without assuming relative rest or rehab beyond normal play decisions, healing benefit from continuing forward play is not reliably positive; set to none.	—
Calf strain	none	A pulled or overloaded calf muscle, often felt during pushing off, sprinting, or jumping.	Heal none without rehab assumptions.	—
Finger or hand impact injury	none	Pain from jamming, bending, or striking the fingers or hand during sport.	Heal none without load/rest assumptions.	—
General forearm overuse pain	none	Ongoing forearm pain from repeated gripping, lifting, or arm use when the exact tendon is unclear.	No reliable evidence supports that regular forward play alone improves healing of forearm overuse; set to none.	—
General foot or ankle pain	none	Ongoing foot or ankle pain when the exact structure or diagnosis is unclear.	No evidence that forward play alone improves healing; set to none.	—
General hip or groin pain	none	Ongoing hip or groin pain when the exact structure or diagnosis is unclear.	No strong evidence that hockey practice alone heals hip/groin pain; set to none.	—
General knee pain	none	Ongoing knee pain when the exact structure or diagnosis is unclear.	No evidence hockey play alone reliably improves healing of knee pain; heal none.	—
General lower-back pain	none	Ongoing lower-back pain when the exact source is unclear.	No evidence hockey play alone heals existing low-back pain; set to none.	—
General lower-leg pain	none	Ongoing shin or calf pain when the exact diagnosis is unclear.	Heal none without rehab assumptions.	—
General shoulder pain	none	Ongoing shoulder pain when the exact structure or diagnosis is unclear.	No evidence that play alone heals shoulder pain reliably; heal none.	—
General wrist or hand pain	none	Ongoing wrist or hand pain when the exact structure or diagnosis is unclear.	No evidence of healing benefit from play alone; heal none.	—
Golfer's elbow	none	Pain on the inside of the elbow linked to overload in the forearm tendons.	Without rehab/load modification assumptions, hockey play alone is not a dependable healing factor; heal set to none.	—
Groin strain	none	A pulled or irritated groin muscle, often felt in cutting, sprinting, or kicking movements.	Without rehab assumptions, heal set to none.	—
Hip flexor strain	none	A strain or overload in the front-of-hip muscles that help lift the leg.	No evidence that forward play alone heals hip flexor strains; heal none.	—
Side-of-hip tendon pain	none	Irritation of the hip or gluteal tendons around the outer side of the hip.	Heal none without rehab assumptions.	—
Lower-back disc irritation	none	Lower-back pain that may involve irritation of a spinal disc and sometimes pain spreading into the leg.	No evidence that play alone heals disc irritation; heal none.	—
Mechanical lower-back pain	none	Common lower-back pain related to movement, loading, stiffness, or irritated supporting tissues.	Heal none without rehab/load management assumptions.	—
Meniscus injury	none	Irritation or tearing of the knee cartilage that helps cushion and stabilize the joint.	Heal none without rehab assumptions.	—
Jumper's knee (patellar tendinopathy)	none	Pain and irritation in the tendon just below the kneecap.	No evidence that play alone heals it; heal none.	—
Front-of-knee pain (patellofemoral pain)	none	Pain around or behind the kneecap that often flares with repetitive knee bending.	Heal none without rehab assumptions.	—
Heel pain (plantar fasciitis)	none	Irritation of the tissue under the foot that often causes pain near the heel.	Without assuming load management/rehab, forward play alone isn’t reliably helpful for healing; heal set to none.	—
Rotator cuff irritation	none	Pain and overload in the shoulder muscles and tendons that help control arm movement.	No evidence that continuing hockey play alone heals cuff irritation; heal none.	—
Shin splints	none	Exercise-related pain along the shin that often appears when impact load rises too quickly.	Heal none without load management assumptions.	—
Shoulder impingement-type pain	none	Shoulder pain that appears when tissues feel pinched or irritated during arm elevation.	Heal none without targeted rehab assumptions.	—
Shoulder instability or dislocation	none	A shoulder that has slipped out, partly slipped out, or feels unreliable in vulnerable positions.	No evidence of healing effect from play alone; heal none.	—
Back stress reaction (spondylolysis)	none	A stress injury in the back often linked to repeated extension and rotation loading.	Without rehab/rest assumptions, healing impact from play alone is none.	—
Tennis elbow	none	Pain on the outside of the elbow linked to overload in the wrist and forearm tendons.	No evidence that hockey practice alone improves healing for elbow tendinopathy; heal set to none.	—
Shin bone stress injury	none	Stress irritation in the tibia from repeated impact that has outpaced recovery.	No evidence that play alone heals it; heal none.	—
Wrist sprain	none	A stretched or irritated wrist ligament, often after a fall, impact, or awkward bend.	Heal none.	—
Wrist tendon pain	none	Irritation of wrist tendons from repeated gripping, racquet use, lifting, or supporting body weight.	Heal none without rehab/load management assumptions.	—

Past-sport transfer logic

Past sport	Average correlation (success)	Std dev	Correlation reasoning	Correlation sources
american-football-defensive-back	0.08	0.09	Carry-over from American football defensive back success to ice hockey forward success should be weakly positive at best. The overlap is mainly general athleticism: quick acceleration, coordination, and reaction to developing play. However, hockey forward performance is heavily limited by ice-skating-specific mechanics and by puck/stick skills (carrying, stickhandling, passing/shooting) plus offensive chance-creation decision-making—core technical components not trained as a defensive back. Therefore the expected correlation is low with moderate spread based on prior hockey exposure and how quickly the athlete learns skating and puck skills.	[56] [57] [58] [59] [60]
american-football-line-player	0.24	0.13	We estimate the correlation between: (A) success as an American-football line player (mass/leverage/power; short-area force in collisions; also some general open-skill perception) and (B) success as an ice-hockey forward (attacking skater; pace and chance creation; still requires elite skating acceleration/agility and puck skills). Positive factors (increase r): - Both roles involve high physical intensity and decision-making under pressure in an opponent-driven environment. - Football line play provides a strong general base for force production/toughness and may support perceptual/visual-reactive foundations (non-zero carryover). Negative factors (decrease r): - Ice-hockey forward performance is heavily dependent on skating-specific acceleration/change-of-direction mechanics and skating-relevant fitness; off-ice general fitness only partially predicts on-ice sprint/turning outcomes. - Sport-specific technical elements (puck handling, forechecking/route timing, transitions) reduce how well football line success predicts hockey forward success. Bayesian synthesis therefore yields a modest positive correlation, but not large: r ≈ 0.24 with uncertainty ~0.13.	[61] [62] [63] [64]
american-football-linebacker-tight-end	0.24	0.12	Linebacker and tight end success should correlate moderately with ice hockey forward success because both are roles in high-contact, high-tempo invasion games that require: quick perception of the play, explosive bursts, strong balance and contact tolerance, and the ability to make decisions during transitions. However, hockey forwards are limited mostly by skating-specific mechanics (edge work, pivots, speed management), stickhandling/carrying the puck, and finishing/shot timing in open ice. LB/TE training is dominated by tackling/blocking leverage and contact engagements rather than repeated ice skating locomotion plus puck control. So the expected carryover is positive but not high: general athletic defense/transition traits transfer, while hockey-specific skating and puck skills drive a large portion of variance.	[65] [66] [67]
american-football-quarterback	0.27	0.15	Define success correlation as: being a strong American-football quarterback (past) increases the probability of being a successful ice-hockey forward (future), disregarding height/arm span. Upside (raises correlation): - Shared open-skill, opponent-mediated information processing: both QB and hockey forward rely on extracting cues early, anticipating play development, and selecting actions quickly. - Visual-perceptual and attention mechanisms: ice-hockey expertise literature supports that predictive gaze/visual sampling and context-driven anticipation matter for performance; QB success also depends heavily on field vision/reads. - Decision/anticipation learning: quarterbacks practice complex, time-pressured decision-making; hockey forwards likewise operate in dense dynamic scenes where correct reads precede movement. Downside (lowers correlation): - Large sport-specific motor/skill bottleneck: forward success depends on skating technique, stickhandling, puck/shot timing, and positional timing—skills QB training does not directly create. - Different action primitives: throwing mechanics and pocket movement map only weakly to skating+stick+shot execution. - “Far transfer” limitations: even when perception/cognition overlaps, sports-specific learning often limits the achievable correlation. Bayesian synthesis: start with a modest positive baseline for dissimilar but still “vision-driven team sport” transfer (~0.20–0.24). Then increase slightly because ice-hockey studies directly link expertise to predictive eye movements and perception–action coupling, which aligns strongly with QB field-vision/reads. Finally cap due to skating/stick skill bottlenecks and far-transfer limits, yielding a mean around 0.27 with std dev ~0.15 (high uncertainty across individuals and the extent of prior athleticism vs passing/read specialization).	[68] [69] [70] [71] [72]
american-football-receiver-running-back	0.26	0.13	Receiver/running back performance should correlate positively with ice hockey forward success because both roles reward fast acceleration into space, strong change-of-direction while maintaining balance, reading where the play/opponent is going, and competing physically in open field situations. But ice hockey forward outcomes are dominated by skating-specific mechanics and puck/stick technique (puck control while moving, receiving passes, shooting mechanics, and offensive-zone timing). Football WR/RB roles also involve different tactical rhythms than hockey transitions/forechecking. Those mismatches limit the carry-over to a moderate range. So a plausible average correlation is around the mid-0.2s, with fairly high uncertainty.	[73]
athletics-distance	0.1	0.11	Distance-running excellence should only modestly predict ice hockey forward success. The shared transferable component is largely general: fatigue resistance, aerobic economy, and maintaining work-rate/effort quality over the course of a game. However, a forward’s performance is dominated by hockey-specific, learned technical skills (puck carrying/handling, stick timing for passes and shots), plus ice-skating mechanics and rapid tactical reads with the puck—skills with limited overlap with distance track training. So the expected correlation stays low but positive (around ~0.1), with meaningful uncertainty across individuals depending on how well they learn hockey skills after switching sports.	[74] [75] [76]
athletics-jumps-high-jump	0.09	0.07	High-jump performance should correlate only weakly with ice-hockey forward success. The positive component is general athleticism relevant to skating: explosive leg power, elastic mechanics, and good balance/landing control that can support acceleration, quick directional changes, and stability during physical play. However, forward performance is dominated by open-skill, puck-and-stick dependent technique: handling the puck at speed, passing/shot timing, and decision-making based on constantly changing game cues. Those sport-specific perceptual-motor and stick skills are largely absent from high-jump training, and the movement pattern differs substantially (vertical takeoff/landing vs continuous skating/cutting). Therefore the expected correlation is small and variable.	[77] [78] [79]
athletics-jumps-long-triple-jump	0.08	0.08	Long jump/triple jump performance signals explosive leg power, elastic stiffness, and coordinated body control—useful for an ice hockey forward’s ability to accelerate quickly and manage bursts of speed. However, forward performance is dominated by ice-skating-specific technique (edge work, stride pattern, turning/stopping on ice) and hockey-specific skills (puck/stick handling, shot timing, positioning, and reading plays). Since these are largely non-overlapping with jump-event technique, the carry-over should be small but positive, with meaningful uncertainty across individuals.	[80] [81] [82]
athletics-jumps-pole-vault	0.1	0.07	Pole vault success should correlate slightly with ice hockey forward success because both can benefit from explosive lower-body power, body control, and the ability to re-stabilize quickly during fast transitions. However, forward performance is heavily shaped by ice- and puck-specific skills (skating technique, stick handling, shooting, reaction to the puck, and tactical chance creation). Pole vault’s defining technical motor programs (pole plant/inversion/landing constraints) do not train these. Hence the expected average carryover is modest (roughly 0.05–0.17), centered near ~0.10 with moderate variance.	[83] [84] [85]
athletics-middle-distance	0.1	0.05	Athletics middle distance and ice hockey forward share only limited direct technical overlap. Middle-distance success is mainly aerobic pacing and running economy, while forward success is dominated by skating burst mechanics in short shifts plus puck/stick handling and shooting/finishing technique. Some indirect carry-over exists through general coordination, conditioning, and the ability to keep movement quality through fatigue. These factors produce a modest but small positive correlation.	[86] [87] [88] [89] [90]
athletics-sprints-hurdles	0.16	0.08	Sprints & hurdles give meaningful technique-relevant advantages for ice-hockey forward play mainly in acceleration quality, power-to-speed mechanics, and the ability to repeatedly generate speed during transitions. That creates a modest positive correlation. But the biggest drivers of forward success—puck handling, passing/shot technique, timing of offensive actions, and perception while skating—are not trained in sprint/hurdle events, so the carry-over is limited and the correlation should not be high.	[91] [92] [93]
athletics-throws-discus	0.06	0.03	Discus performance indicates rotational strength, leverage use, rhythm/timing, and efficient whole-body sequencing into a ballistic release. Ice hockey forwards succeed primarily through hockey-specific skating mechanics, stickhandling/puck control, shot release, and opponent/puck reading with rapid tactical decisions. Because the main determinants for forward success are sport-specific (skating + stick/puck skills + perceptual timing), discus transfer is limited. There is still a small positive carry-over through general athletic qualities (trunk/hip coordination, balance under load, and explosive acceleration), which can help forwards accelerate and control body position. A realistic Bayesian estimate is ~0.06 average correlation with std dev ~0.03, reflecting near-zero-to-small positive transfer and uncertainty due to athletes who may also have hockey or stick/ball experience alongside discus.	[94] [95] [96]
athletics-throws-hammer-throw	0.08	0.05	Hammer throw success indicates strong whole-body coordination, dynamic balance, and efficient power production. These can help an ice hockey forward with athletic movement quality—especially acceleration, stopping/turning mechanics, and maintaining balance under contact. However, forward performance is heavily determined by hockey-specific skills: skating technique, stick/puck handling, timing of shots/passes while skating, and perceptual decision-making in real game situations. Hammer throw does not directly train these interaction and equipment-constrained skills. Therefore the correlation should be small but positive.	[97] [98]
athletics-throws-javelin	0.14	0.08	Javelin performance reflects strong explosive coordination and kinetic-chain sequencing (legs → trunk → shoulder/arm). Those can provide a small advantage for an ice hockey forward in: - acceleration/deceleration transitions while skating - upper-body force for shooting, checks, and stick/arm engagement - general technical learning speed However, forward performance in ice hockey is mostly determined by sport-specific mechanics: skating edge control, puck handling with stick while moving, reading plays and reacting to fast puck trajectories, maintaining position in traffic, and executing many short actions repeatedly. Javelin’s throwing technique and run-up into a release do not directly teach skating/puck perceptual-motor loops. So the expected carry-over is low but not zero—roughly low-teens on average.	[99]
athletics-throws-shot-put	0.13	0.1	Shot put success reflects maximal-force whole-body power, trunk bracing, and explosive coordination, which can help an ice hockey forward with acceleration, balance under contact, and forceful skating bursts. However, hockey forward performance is dominated by hockey-specific learned skills: skating mechanics at speed, stickhandling, puck control, shooting timing/release, and decision-making in an interactive environment. Those core determinants overlap only indirectly with shot put. Therefore the carryover should be small but positive, with meaningful individual variability depending on skating/stick readiness and prior ball/puck skill experience.	[100] [101] [102] [103]
badminton	0.04	0.03	Badminton should have only a small positive relationship with ice hockey forward performance. Shared ingredients are quick perception–action timing, strong coordination, and the ability to change position rapidly while reacting to a moving object. But forward success depends heavily on hockey-specific technical skills: skating efficiency (including lateral/turning and gap creation), stickhandling and receiving on ice, shooting mechanics for pucks, maintaining control under contact, and learning offensive tactics and spacing within hockey rules. Since those are not developed in badminton, the carry-over should remain near the low end. A plausible estimate is ~0.01–0.07 with a central value around ~0.04.	[104]
baseball-catcher	0.1	0.07	Baseball catcher → ice hockey forward should have a small positive carryover because both roles reward reactive vision and rapid technical decisions in fast, chaotic moments. Transferable components: - reading where a fast-moving object (ball/puck) is headed - quick reaction timing and coordination - ability to stay technically consistent under pressure and learn from feedback - some “shot/throw to target” concepts (aiming and executing a skilled contact) Limiting factors: - ice-hockey forward performance is dominated by skating-specific technique (edgework, acceleration/deceleration, maintaining speed) - puck-handling and passing mechanics are stick- and ice-specific - chance creation/finishing relies on hockey-specific positioning, timing with linemates, and shot types/angles - contact and balance dynamics differ substantially from catcher duties So catcher success modestly helps with early adaptation (anticipation and coordination), but does not strongly predict forward-level hockey skill without major sport-specific training. Variance is moderate: some athletes may transition quickly if they already skate well or have strong stick skills; others will find the hockey technical gap dominates.	[105]
baseball-field-player	0.07	0.06	Baseball field players and ice hockey forwards overlap mainly in “read-and-react” abilities: watching the puck/ice action develop, anticipating plays, and responding quickly during chaotic moments. But a forward’s success is dominated by hockey-specific technique: skating (including lateral and acceleration mechanics), stickhandling, controlling puck speed in stride, shooting mechanics, and offensive positioning tied to hockey rules and systems. These are largely not trained through baseball fielding. So the carryover should be small and variable. A plausible Bayesian-style estimate is ~0.07 average with ~0.06 standard deviation—near zero for many athletes, somewhat higher for those who also have prior skating/stick/rapid skating practice or general stick-ball exposure.	[106] [107]
baseball-pitcher	0.06	0.06	Pitcher → ice hockey forward should have only a small positive carryover. The shared elements are mostly general perceptual-motor abilities: tracking a fast-moving object and coordinating an explosive, practiced action under pressure. Pitching also trains some timing and force application that may help with learning puck-shot timing. But the forward’s decisive technical demands are skating-based (speed, acceleration, positioning), stick handling/carrying, puck shooting mechanics, and attacking decision-making in a different physical environment (ice and puck). Pitching’s throwing mechanics do not map directly onto these skills, so the correlation should stay low. Excluding body-proportion traits, a plausible average is around 0.06 with moderate uncertainty.	[108] [109] [110]
basketball-big	0.16	0.07	The carry-over from basketball Big to ice hockey forward should be small-to-moderate positive. There’s real overlap in general athletic/anticipatory skills: spacing reads, attacking timing, and dealing with fast transitions and body contact. But ice hockey forward performance is dominated by skating technique and stick/puck handling and shot mechanics—skills that are largely non-overlapping with basketball Big. Excluding body proportions, that limits the predictive power to the low-to-mid tenths.	[111] [112]
basketball-guard	0.18	0.1	Basketball guards and ice hockey forwards share some transferable performance drivers: fast scanning and decision-making, quick acceleration and ability to create/attack space in transitions, and general hand/eye coordination for controlling a fast-moving object. That creates a moderate head start in learning the role’s “game” aspects. However, elite ice hockey forward success relies on much more hockey-specific technique: skating mechanics and edge control on ice, puck-carrying with a stick, stick-handling timing, maintaining puck possession through checks, and shot/finish mechanics at speed. Since basketball guard play doesn’t train the primary determinants of forward performance (skating + puck/stick technical layer), the correlation should remain modest with substantial individual variation.	[113] [114]
basketball-wing	0.18	0.11	Basketball wing success should correlate with ice hockey forward success at a small-to-moderate level because both emphasize offensive decision-making, spacing, and fast perception-action in transition. However, hockey forward performance is dominated by skating and puck/stick-specific technique that basketball does not directly develop. Net: ~0.18 average with ~0.11 uncertainty.	[115] [116] [117] [118]
boxing	0.08	0.06	Boxing can create a small positive correlation with ice hockey forward success because it supports transferable mental and perceptual-motor skills: staying calm under pressure, maintaining balance during contact, reacting quickly to opponent cues, and moving decisively in short bursts. However, hockey forward performance is dominated by hockey-specific technical primitives—ice skating acceleration/braking, stickhandling in motion, puck control, passing timing, and shot mechanics (plus positioning within offensive systems). Boxing’s punching/guard mechanics overlap only indirectly. So the expected carry-over is modestly positive with substantial variation across individuals.	[119] [120] [121] [122] [123]
climbing-bouldering	0.06	0.06	Bouldering performance is linked to strong body tension/bracing, balance/proprioception, and coordinated whole-body movement under intense localized load. These traits can transfer modestly to an ice hockey forward, especially for learning skating posture, maintaining stability during turns, and executing quick changes of direction. However, forward success is largely determined by sport-specific determinants: skating speed control on ice, stickhandling/puck control, passing and shot mechanics, and reading/creating chances under opponent pressure. Bouldering does not meaningfully train the puck-and-stick timing loop. Thus the expected carryover is positive but small, with meaningful variability based on how quickly the athlete develops skating and hockey stick skills after switching sports.	[124] [125] [126]
climbing-lead	0.1	0.06	Lead climbing success reflects strong movement economy, balance/proprioception, and keeping precise body positioning as grip fatigue/pump discomfort rise. Ice hockey forward success depends heavily on sport-specific skating propulsion/turning, puck-stick handling, shot timing, and fast opponent-reactive decision-making. The only meaningful overlap is general: coordination, balance, and maintaining technique under discomfort/fatigue. That should create a small positive correlation. But because the dominant performance drivers for a forward are hockey-specific mechanics and repeated game-situation reps (puck interaction, shooting timing, skating edgework), lead climbing is not a strong predictor. Thus a realistic estimate is ~0.10 with moderate uncertainty (~0.06).	[127]
climbing-speed	0.08	0.06	Climbing speed success indicates explosive upward acceleration, tight body tension control, and the ability to execute a practiced sequence repeatedly at high intensity. Ice hockey forwards also need frequent quick accelerations, strong balance during movement, and coordinated execution while shifting directions. However, forward performance is strongly driven by ice- and puck-specific technique: skating edgework, puck handling/carrying, shot mechanics, and tactical reads in real play. These have low overlap with climbing speed’s hold-to-hold vertical sprint mechanics. So the expected carry-over is small but not zero—roughly around 0.05–0.10, centered near ~0.08.	[128] [129] [130]
cricket-all-rounder	0.08	0.06	Cricket all-rounder success should relate only weakly to ice hockey forward success. There is some transferable perceptual-motor skill (tracking a fast projectile/puck, timing reactions) and mental composure/decision-making. But hockey forward performance is dominated by sport-specific fundamentals: ice skating mechanics, puck control and stick-handling, and finishing in tight angles. Since body-trait confounds are excluded, the remaining transferable component is small, yielding a low positive correlation (~0.08).	[131] [132] [133] [134] [135]
cricket-batter	0.07	0.05	Cricket batter success is driven mainly by hand–eye coordination and timing/anticipation of a moving ball, plus stable lower-body control during a repeatable striking action. Ice hockey forward success relies more on skating power/agility, continuous stickhandling and puck control, accurate passing/shot mechanics at speed, and offensive read-and-react within high-speed transitions. Overlap exists at the perceptual-motor level (tracking a fast moving object, coordinated upper/lower-body timing, reacting under pressure). However, the dominant learned motor programs differ substantially (bat striking vs skating + stickhandling + shot execution; much more continuous puck work vs discrete swing). Therefore the correlation should be small but positive.	[136]
cricket-bowler	0.07	0.07	Cricket bowler → ice hockey forward should be only weakly positive. Direct technique overlap is limited (bowling’s overarm delivery vs hockey’s skating + puck handling + shot mechanics). The main transferable component is higher-level perception-action timing: reading cues early and reacting quickly under pressure, plus general learning/adaptation ability. Because forward success is dominated by hockey-specific puck/shot skills, the correlation should remain near the low end. A Bayesian point estimate around 0.07 with std dev ~0.07 is appropriate.	[137] [138] [139] [140] [141]
cricket-wicketkeeper	0.08	0.07	Cricket wicketkeeper success should have a small positive relationship with ice hockey forward success because both reward quick visual tracking, anticipation, and reactive movement. However, hockey forward performance is dominated by skating mechanics, stick-handling/puck-carry skills, finishing, and transition tactics that are not developed by wicketkeeping. Therefore the expected carryover is limited and stays near the low end.	[142] [143] [144] [145]
cycling-mountain-bike-cross-country	0.06	0.06	Mountain bike cross-country should have only a very small positive correlation with future ice hockey forward success when ignoring body-size traits. The carry-over is mostly general: balance/proprioception, coordination, and comfort with repeated hard efforts that match hockey shift demands. However, hockey forward performance is heavily driven by ice skating technique (edge control, pivots, and acceleration/deceleration on ice), stickhandling, puck tracking, shot timing, and offensive decision-making. Those skills are not meaningfully trained in MTB cross-country. The specificity gap keeps the expected correlation near zero to very small positive.	[146] [147] [148]
cycling-road-climber	0.05	0.06	Cycling road climbers are specialized for sustained aerobic power-to-weight and efficient pacing, while ice hockey forwards depend heavily on sport-specific skating bursts, stickhandling/puck-carry mechanics, shooting/finishing timing, and decision-making under speed and contact. Since the key technical skills overlap only slightly, the expected carry-over is very small but positive due to indirect benefits like conditioning and general coordination. Substantial scatter is expected based on prior hockey or stick-and-ball exposure, so the standard deviation remains moderate.	[149] [150] [151] [152]
cycling-road-sprinter	0.11	0.08	Cycling road sprinter success should have a weak positive correlation with ice hockey forward success under technique/skill-only framing. There’s a modest shared component in mental sharpness and transition anticipation, plus an effort-management advantage from repeated surges. But forward performance is driven by hockey-specific skating edgework, puck handling, and shooting/finishing timing, which have low overlap with cycling’s pedaling torque and bike stability. Therefore the expected carry-over is small (around ~0.11) with moderate uncertainty.	[153] [154] [155] [156]
cycling-road-time-trialist	0.07	0.09	Cycling road time-trial success should have only a small positive relationship with ice hockey forward success. The overlap is mainly general: lower-body strength/power foundation, aerobic fatigue resistance, and training discipline. But forward performance is dominated by ice- and puck-specific perceptual-motor skills—skating acceleration/braking on ice, puck tracking and stickhandling timing, finishing mechanics, and reactive reads/decisions during live play. Since TT cycling does not meaningfully develop those core hockey patterns, most variation in forward outcomes should be largely unrelated to TT performance, yielding a low correlation with fairly high between-person variability.	[157] [158] [159]
cycling-track-endurance	0.05	0.05	Cycling endurance should have only a weak positive relationship with later ice hockey forward success. The overlap is mainly general: fitness for repeated high-intensity shifts, coordination, and the ability to keep performance going across a long practice/game. But ice hockey forwards are dominated by hockey-specific technique: skating acceleration and edge work, puck tracking with stick-hand/eye timing, stickhandling, receiving under speed, shooting mechanics, and offensive decision-making/positioning in real-time traffic and contact. Track endurance cycling does not meaningfully train these technical and perceptual skills. So the expected carry-over correlation should be near the low end for “different sports,” plausibly ~0.00–0.10 with an average around ~0.05.	[160]
cycling-track-sprint	0.08	0.11	Cycling sprinting can carry a small-to-modest advantage into ice hockey forward play through general explosive acceleration and ability to sustain repeated high-intensity efforts. However, hockey forward performance is strongly driven by sport-specific skating mechanics, stick/puck handling, shooting technique, and open-skill decision-making/reads in a contact environment. Since those key perceptual-motor and equipment-dependent skills aren’t trained by track sprint cycling, the net technique-only carry-over should remain small positive. A plausible estimate is ~0.08 with uncertainty ~0.11.	[161] [162] [163]
fencing-epee	0.08	0.08	Epee can create a small advantage for ice hockey forwards because both sports reward perceptual timing (reading an opponent), distance/angle judgment, and coordinated reactive movement. A strong epee fencer may learn hockey spacing and decision-making faster and maintain better balance during quick directional changes. But forward success in ice hockey is largely determined by hockey-specific skating mechanics, puck handling, passing/shot execution, and offensive timing within team systems—none of which are trained by epee. Because the dominant toolset and movement constraints differ strongly, the technique-based carry-over should remain modest (~0.08) with meaningful scatter.	[164] [165] [166]
fencing-foil	0.12	0.12	Foil fencing should show a modest positive correlation with ice hockey forward success because of shared, technique-neutral components: reading opponent intent, timing explosive actions (entering attacks), and staying composed through repeated high-pressure bouts. Those can translate into quicker decision-making and better timing of offensive entries. The correlation is not high because forward performance is dominated by hockey-specific mechanics: skating speed/edgework, stickhandling, puck control and release, shot selection, and executing actions in the physics of skating + puck + contact. Foil’s weapon point-control and non-contact target interaction only indirectly resemble those. So the most realistic estimate is a low-to-modest positive correlation with substantial variance depending on how well an athlete converts fencing’s timing/anticipation strengths into skating/handling/finishing skills.	[167] [168] [169]
fencing-sabre	0.14	0.12	Fencing sabre and ice hockey forward roles share some general skill components: rapid reads of an opponent’s intent, quick bursts of acceleration, frequent lateral and direction changes, and the ability to execute decisive actions in short windows. However, forward performance is dominated by hockey-specific mechanics that fencing does not meaningfully teach: skating technique (speed with balance, pivots, stopping), puck control with stick on ice, shooting mechanics, and offensive/forechecking positioning within hockey systems. Since these are major determinants of performance, carry-over should be only modest and variable. Overall the relationship should be positive but not high (likely in the low-to-mid 0.10s).	[170]
field-hockey-goalkeeper	0.14	0.09	Field-hockey goalkeeper success correlates positively but modestly with ice-hockey forward success. The shared transferable elements are mainly perceptual-cognitive: reading opponents early, anticipating where the puck will go, reacting quickly, and understanding offensive patterns. However, the core technical performance for an ice-hockey forward is dominated by ice-specific skating/edgework, puck-carrying/stickhandling, puck shooting/finishing mechanics, and offensive timing in a different tactical and rules environment. Field-hockey goalie technique (stick/leg shot-stopping and goal-area positioning) does not directly train those forward motor skills. Thus the correlation should be small-to-moderate (roughly low-positive), with sizable variation between individuals depending on how well they convert “reading/anticipation” into ice-hockey offensive mechanics.	[171] [172] [173]
field-hockey-outfield	0.12	0.09	Field-hockey outfield success should have a weak positive correlation with ice-hockey forward success. The overlap is mainly in transferable game sense and behavior: reading developing attacks, anticipating opponents, timing your runs into space, and performing decisions under pressure during transitions and offensive sequences. However, ice-hockey forward performance depends heavily on skating technique (edge control, acceleration/braking on ice), puck-specific stick handling and passing, and offensive/finishing mechanics that are technically different from field hockey stick striking/control. Since the correlation is based on technique (not body-proportion traits) the shared variance is limited. So the most plausible correlation is low (~0.05–0.20), centered around ~0.12 with moderate uncertainty.	[174] [175]
golf	0.04	0.03	Golf-to-ice-hockey forward success should show only a small positive correlation once body traits are ignored. The main carry-over is general precision/technique learning and some timing/anticipation habits that can help shot preparation. However, hockey forward performance is strongly determined by skating-specific skills, puck control, stick-handling timing, and hockey-specific shot mechanics in a fast reactive environment—skills golf does not meaningfully train. Therefore the correlation remains low with modest variance.	[176] [177] [178] [179]
gymnastics-artistic	0.1	0.06	Artistic gymnastics should correlate positively with ice hockey forward success but only modestly. The overlap is mostly transferable “movement quality” (balance recovery, body control, controlled acceleration/deceleration, learning efficiency). These help a forward execute rapid direction changes and maintain stability in open play. However, forward performance is dominated by hockey-specific skills: skating edge technique, stickhandling, puck reception under speed, shooting mechanics, and tactical/anticipatory decision-making. Those do not directly follow from artistic gymnastics, so the overall correlation should remain small (≈0.10) rather than moderate.	[180] [181] [182]
gymnastics-rhythmic	0.07	0.05	Rhythmic gymnastics should relate positively to ice hockey forward success mainly through general prerequisites: balance, proprioception, and coordinated whole-body movement can help a forward maintain posture, recover after losing balance, and execute cleaner body angles during offensive rushes. But ice hockey forward performance is dominated by ice-skating-specific edge and acceleration/braking skills plus hockey-specific perceptual-motor technique with the puck and stick (puck tracking, stick handling, passing/shooting timing under pressure, and reading defenders). Rhythmic gymnastics does not provide comparable training for these adversarial stimulus-response loops. Because of these strong specificity constraints, the expected carryover is low-to-small. A plausible Bayesian mean is ~0.07 with std dev ~0.05 reflecting uncertainty from differing athlete backgrounds.	[183] [184] [185] [186]
gymnastics-trampoline	0.06	0.05	Trampoline should have only a weak positive correlation with ice hockey forward success. The main carryover is general neuromotor skill: balance, body awareness, and coordinated movement under dynamic conditions, which can help with skating posture and recovery. However, forward performance is dominated by ice- and puck-specific skills—edgework and lateral acceleration, stick handling/passing/shot mechanics, and opponent-driven decision-making for chance creation. Those are not meaningfully trained by trampoline. With technique-only framing, the expected correlation is around ~0.06, with moderate uncertainty.	[187] [188] [189] [190]
handball-backcourt	0.2	0.11	A positive correlation is plausible because both backcourt handball and ice hockey forwards emphasize: - Fast perception-action loops (reading defenders/space). - Offensive creativity and decision-making at speed. - Hand-eye coordination while moving. - Repeated high-intensity spurts and maintaining execution. But the motor/technical substrate differs substantially: - Handball backcourt relies on throwing/shooting the ball with arm mechanics and jump/lean release patterns. - Hockey forward success depends strongly on skating mechanics, puck control, stickhandling, and hockey-specific shot/angle timing. So the transfer should be modest, not large like within-sport position changes. A plausible average is ~0.20 with std dev ~0.11.	[191]
handball-goalkeeper	0.12	0.09	Handball goalkeeper success reflects strong visuomotor tracking, anticipation of opponents’ actions, and the ability to stay composed while reacting instantly. Those perceptual and decision-making skills transfer somewhat to an ice hockey forward, who must read the play quickly, react to loose pucks, and capitalize on short windows. But a hockey forward’s performance depends heavily on hockey-specific technique: skating (acceleration, stopping, turning), puck control/carrying, stickhandling angles, and shot mechanics, plus forward positioning and timing within systems. Goalkeeping does not train those skills directly, and the “save” mechanics are different from “offense” puck-handling/finishing. Therefore carry-over should be small-to-modest positive rather than moderate.	[192] [193]
handball-pivot	0.2	0.09	Handball Pivot and Ice Hockey Forward share several technique/skill domains: - Operating in congested spaces with defenders nearby (creating/acting in traffic) - Fast perception and decision-making under time pressure - Executing quick actions that lead to offensive outcomes - Balance/body control while being challenged These overlaps justify a noticeable but not high correlation. However, the key determinants for hockey forward success are sport-specific: - Skating mechanics (speed generation, stops/starts, edge control) - Puck/stick handling and passing timing - Shooting mechanics with a stick and shot selection rules - Hockey-specific transition and forecheck/backcheck patterns Handball pivot play doesn’t train those skating and puck/shot systems directly, so the correlation should not reach the level expected from very similar positions within the same sport.	[194]
handball-wing	0.16	0.09	Handball wing and ice hockey forward share some technique-relevant game skills: reading the play quickly, attacking open space, and finishing with timing during fast transitions. A good handball wing should therefore have a modest head start when learning to be an offensive hockey forward. But hockey-forward success depends heavily on hockey-specific technical systems: skating posture/edge work, stick handling and puck control, and shooting mechanics while moving on ice. Also, wing is primarily a throwing/shooting-in-handball context, whereas hockey involves stick-puck interactions and different aiming/shot release cues. These gaps keep the correlation in the low-to-modest range rather than moderate/high.	[195] [196] [197]
ice-hockey-defenseman	0.55	0.18	Because both positions are within the same sport, a large share of performance variance is driven by shared hockey skills and learning: skating quality, puck handling basics, and core game-reading/decision-making. That makes the correlation between “being good as a defenseman” and “being good as a forward” clearly positive and fairly strong. However, position specialization matters: forwards are weighted more toward offensive puck carrying, chance creation, and finishing; defensemen are weighted more toward coverage, gap control, and defensive transition responsibilities. That difference reduces the correlation from the very high range you’d expect for near-identical roles (e.g., striker vs striker) but it should remain moderate-to-high for related positions in the same sport.	[198] [199] [200] [201]
ice-hockey-goalkeeper	0.7	0.12	Goalkeeper-to-forward within the same sport should have a strong positive correlation because success determinants overlap heavily: skating skill, reading play, timing decisions in a fast environment, and overall hockey sense about spacing and opponent intent. Many elite hockey skills are transferable regardless of position. However, correlation is unlikely to be extremely close to 1.0 because the technical focus differs substantially: goalies emphasize crease movement, shot-blocking/save body positions, and reaction-to-shots mechanics; forwards emphasize puck-carrying skills, offensive route timing, finishing technique, and chance creation/pressing patterns. So the expected average is high (around the low-to-mid 0.7 range) with moderate spread: some goalies who also play a lot of puck/finishing develop strong forward skills quickly; others remain specialized as shot-stoppers and struggle to acquire forward-specific puck-handling and finishing.	[202]
judo	0.1	0.07	Judo and ice hockey forward play overlap mainly in general, technique-relevant capacities: (1) staying balanced while being contacted/off-balanced, (2) leverage/positioning to resist or create contact advantage, and (3) explosiveness and quick whole-body reorientation during short offensive sequences. But ice hockey forward performance is strongly driven by skating-specific skills (edge work, acceleration/deceleration, stride efficiency), puck/stick-specific mechanics (carrying, shooting timing, passing under pressure), and hockey tactics/reads. Those are not meaningfully trained in judo. Therefore, good judoka performance should only weakly predict hockey-forward success, yielding a modest correlation around ~0.10.	[203] [204]
lacrosse-attacker	0.1	0.1	Lacrosse attacker success should have only a weak-to-modest relationship with ice hockey forward success. Shared elements exist—offensive instincts, transition play, and reacting quickly to create chances. However, the central technical performance variables are highly specific: skating dynamics on ice, puck control, and hockey stick-handling/passing mechanics. Because lacrosse does not directly train these ice/technical constraints, the correlation remains low with substantial variance by how quickly the athlete adapts to skating and puck technique.	[205] [206] [207]
lacrosse-defender	0.1	0.07	Lacrosse defender performance should correlate positively—but only modestly—with ice hockey forward performance. The overlap is mainly in (1) reading the play/defensive structure early, (2) adjusting movement in traffic, and (3) handling physical contact without losing decision quality. However, ice hockey forwards depend heavily on hockey-specific technical skills: stickhandling/puck control, offensive passing/shot mechanics, zone-entry and forecheck timing, and skating skills (including edgework and offensive acceleration) that differ from lacrosse’s stick-checking and defensive coverage patterns. Because the technical core and the dominant movement toolset (skates + puck) are different, transfer is limited, yielding a low-to-modest correlation rather than moderate/high.	[208]
lacrosse-goalkeeper	0.08	0.06	The correlation should be small-to-modest. Lacrosse goalie success can signal above-average perceptual tracking and quick decision-making when a fast ball/puck arrives. That helps some with offensive reads as an ice hockey forward. But forward performance is dominated by hockey-specific skills: skating patterns and stride efficiency on ice, puck-carrying and stickhandling, offensive positioning for chance creation, and shooting mechanics under hockey constraints. Lacrosse goalie technique is mainly about stick-based shot-stopping and defensive coverage. Because the technical basis and role objective differ substantially, the correlation should not be high. Net estimate: a low double-digit average (around 0.08) with a relatively wide spread.	[209] [210] [211]
lacrosse-midfielder	0.11	0.08	Lacrosse midfield success likely carries some transferable “game brain” and coordination: scanning quickly, transitioning into offense, and making decisions under physical pressure. Those are directly relevant to ice hockey forward play. However, hockey forward success is strongly constrained by skating-specific mechanics, puck-handling on ice (including edge-controlled acceleration, tight turns with the puck, and shooting mechanics), and hockey-specific spacing/role responsibilities. Lacrosse midfield technique is stick-and-ball based and trained under different constraints, so it doesn’t fully map. As a result, the expected correlation is positive but modest, around ~0.11, with sizable individual differences (higher for athletes with prior hockey/skating or strong stickhandling background; lower otherwise).	[212] [213] [214] [215]
padel	0.09	0.06	Padel success should correlate modestly with ice-hockey forward success because both reward rapid visual tracking, quick decision-making, and executing technical actions under fast tempo. However, the biggest determinants for a forward are hockey-specific: skating acceleration/edge control, stickhandling and puck control, passing/receiving timing with stick + body positioning, and shot execution in congested play. Padel’s racket mechanics and enclosed-court rebound timing do not teach the puck’s low friction/ice physics or the stickhandling/shooting motor patterns. Therefore the correlation should remain small with substantial variance across individuals, especially depending on whether they also have prior hockey skating/stick exposure.	[216]
pickleball	0.06	0.05	Pickleball should relate weakly to ice hockey forward success via transferable skills like tracking the puck/ball early, timing reactions, and coping with fast transitions. However, forward performance is dominated by hockey-specific technique: skating mechanics, stick handling, puck control, and shooting release, which pickleball does not meaningfully train. Team tactical variance further reduces predictive power. Hence a low positive correlation around ~0.06 is realistic with moderate uncertainty.	[217] [218] [219] [220] [221]
rowing-lightweight	0.05	0.05	Lightweight rowing should have a very small positive correlation with ice hockey forward success. Rowing can transfer general athletic qualities: whole-body coordination, balance/postural control, and the ability to keep technique consistent under tiring, repeated physical work. However, forward performance is dominated by hockey-specific determinants with limited rowing overlap: skating stride and edge work, puck/stick handling, stick–puck timing, shooting mechanics, and rapid decision-making in transition while repeatedly accelerating/decelerating on ice. Rowing does not meaningfully train these perceptual-motor and ice-contact skills. So the expected carry-over is low (around ~0.05), with substantial variance depending on prior skating/hockey experience and whether the athlete also adds skating and puck work beyond rowing.	[222]
rowing-openweight	0.07	0.05	Rowing openweight success reflects coordinated whole-body propulsion in a repeating rhythmic cycle plus strong endurance/work-rate. Ice hockey forward success depends mainly on event-specific skills: skating acceleration and edging, puck carrying with a stick, shooting mechanics, reaction/anticipation, and attacking decision-making under pressure. Those key determinants have limited overlap with rowing’s stroke mechanics, so direct technique transfer should be small. However, there is still transferable foundation from rowing—balance, whole-body coordination, and the ability to keep movement quality during repeated hard efforts—which can make adaptation to hockey forward movement patterns and high-tempo training somewhat easier. Net effect is a low but positive correlation.	[223] [224] [225]
rugby-union-halfback-midfield	0.13	0.15	Rugby union halfback/midfield performance should show a modest positive correlation with ice hockey forward success because both roles reward fast perception, timing movement into space, decision-making under pressure, and creating scoring opportunities. However, ice hockey forward effectiveness is dominated by skating mechanics (edge control, balance at speed), stick handling, and shooting on ice—skills not trained directly by rugby halfback distribution/collision responsibilities. Because only the cognitive/game-reading and general athletic pressure-handling components transfer, and because hockey forward conversion depends strongly on skating and puck skill acquisition, the expected average correlation is modest with a fairly large spread.	[226] [227] [228] [229] [230]
rugby-union-loose-forward	0.1	0.08	Rugby loose forward success should show a low-to-modest positive correlation with ice hockey forward success because both roles demand athleticism, sustained high effort, and making decisions quickly under physical pressure. However, ice hockey forward performance is dominated by sport-specific skills: skating (edge work, acceleration/braking on ice), puck control with a stick, finishing mechanics, and zone play that depends on reading puck movement and timing within hockey systems. Rugby’s ruck/carry/tackle mechanics do not provide direct training for puck-handling or skating technique. Therefore the correlation is expected to be modest at best, with wide individual variance—especially depending on whether the athlete already skates well and has good stick/coordination skills.	[231]
rugby-union-outside-back	0.2	0.1	Rugby union outside-back success should have a modest positive correlation with ice hockey forward success because both reward open-ice athleticism, fast read-and-react playmaking, and some comfort in physical confrontations. However, ice hockey forward performance is dominated by skating-specific mechanics (including edgework and acceleration patterns), puck handling with a stick, and shot/finishing mechanics that are highly hockey-specific. This creates meaningful learning friction, so the correlation is not high—more a small-to-moderate predictor.	[232] [233] [234] [235] [236]
rugby-union-tight-five	0.1	0.09	Tight-five rugby and ice-hockey forward share some general predictors for success: operating effectively under frequent physical stress, learning to execute within tactical systems, maintaining decision quality when fatigued, and being comfortable in close-contact situations. But the decisive determinants for an ice-hockey forward are largely sport-specific: skating mechanics (including acceleration and stopping/turning), stickhandling/puck-carry technique, shot selection and release, and offensive timing/positioning relative to defensive coverage—none of which tight-five scrummaging directly trains. So the relationship should be positive but modest rather than strong. An average around ~0.10 fits a “small technical overlap + transferable mental/conditioning factors” model, with wide uncertainty depending on whether the athlete also has prior skating/hand-eye/puck skills from other activities.	[237]
skiing-alpine-speed	0.07	0.07	Alpine speed-event skiing is expected to correlate slightly with ice hockey forward success because it provides transferable athletic foundations: strong dynamic balance at high speed, good force absorption/re-centering, and coordinated lower-body power that can help hockey skating and maintaining control during rapid turns. However, ice hockey forward performance is dominated by hockey-specific technique and timing: sport-specific skating mechanics (including sharp acceleration/pivoting), stickhandling/puck control, passing, and shooting execution under defensive pressure. Skiing’s core skills (edge control and gravity-driven line-holding) do not train these constraints. Given the balance transfer but large sport-specific technique mismatch, the expected carry-over is small but positive: about ~0.07 average correlation with ~0.07 standard deviation.	[238] [239] [240]
skiing-alpine-technical	0.09	0.07	Technical alpine skiing (slalom/giant slalom) trains dynamic balance, rapid changes of body angle, and controlled force absorption/redirection while moving fast. Those neuromotor qualities can modestly support ice hockey forward fundamentals like staying coordinated during quick transitions. However, ice hockey forward performance depends heavily on hockey-specific technical skill: puck tracking, stickhandling, passing and shooting timing, and offensive play execution under constant opponent pressure. Alpine edge turning does not train these puck-and-stick perceptual-motor patterns. So the expected carry-over from skiing success to forward success should be small positive (low correlation), reflecting general balance/transition learning more than direct technique transfer.	[241] [242] [243]
skiing-cross-country	0.08	0.04	Cross-country skiing success correlates with aerobic capacity, movement economy, balance, and coordinated whole-body control under fatigue—useful for an ice hockey forward’s shift endurance, skating stability, and staying composed while repeatedly accelerating/decelerating. However, forward performance is determined largely by hockey-specific perceptual-motor skills: puck tracking, stickhandling/carrying at speed, shooting mechanics, and precise timing of chances. It also depends on ice-skating technique (edge work, stride efficiency, braking/turning) that skiing XC does not teach in a transferable way. Therefore the carry-over should be small but positive, reflecting general athleticism and endurance more than direct technique. A value around ~0.08 with moderate uncertainty is plausible.	[244]
snowboarding	0.05	0.08	Snowboarding and ice hockey forwards overlap mainly in general athletic foundations: dynamic balance, proprioception, and coordination while moving quickly and repositioning. However, ice hockey forward performance is dominated by hockey-specific technique: skating stride/turn/stop mechanics, puck handling with stick, passing and shot release timing, and reacting within structured play. Snowboarding does not provide direct training for these repeatable hockey techniques. So the expected technique-based correlation should be small but positive: ~0.05 average with std dev ~0.08, reflecting limited carryover mainly in stability/learning speed rather than core forward skills.	[245] [246] [247] [248]
soccer-central-defender	0.1	0.1	A central defender’s success may carry a modest advantage into being a forward in ice hockey through shared perceptual-cognitive skills (reading the play, anticipation, fast reaction decisions) and some visuomotor timing. However, the biggest determinants for hockey forward success—ice skating mechanics, puck control/stick handling, generating scoring chances, and finishing—are not taught by soccer central defending. Also, the role direction (defender vs forward) increases mismatch in what “good performance” means. Therefore the correlation should be low-to-modest, plausibly around ~0.10 with substantial uncertainty (~0.10).	[249] [250] [251] [252]
soccer-central-midfielder	0.17	0.11	Central midfield success transfers some advantage to an ice hockey forward through shared “attack orchestration” skills: reading the game early, adjusting routes/angles quickly, and making fast decisions while surrounded by defenders. Central dueling experience also helps in winning puck battles. However, being a hockey forward is dominated by ice-and-puck specific technique (skating edges/starts/stops, stickhandling patterns, shooting mechanics and release timing). Soccer does not teach those, so the overall carry-over is only modest rather than high.	[253]
soccer-goalkeeper	0.12	0.08	Soccer goalkeeper success should correlate only modestly with ice hockey forward success. There is some shared higher-level perceptual/decision component: both require reading play quickly, reacting under pressure, and moving explosively when a chance appears. However, hockey forward performance is strongly constrained by hockey-specific technique and movement patterns: skating edge work and acceleration on ice, puck carrying/stickhandling, offensive timing, and finishing mechanics (plus the role’s specific tactical responsibilities). Goalkeeper training does not teach these offensive puck/ice skills, so the carry-over is incomplete. Balancing these factors yields an expected correlation around ~0.12 with substantial uncertainty (~0.08).	[254] [255] [256]
soccer-striker	0.2	0.1	Soccer striker success should correlate somewhat-to-moderately with ice hockey forward success because both roles share attacking instincts: reading play quickly, making decisive runs into space, competing under pressure near the opponent’s goal, and converting chances in transition/pressure moments. That common “invasion attacking” skill set creates a meaningful positive relationship. However, the technical bottlenecks differ: hockey requires puck/stick handling, shooting from the stick with specific mechanics, and skating-driven positioning; soccer requires footwork and ball striking/finishing. Since most of the performance variance in hockey forwards comes from these hockey-specific mechanics, the correlation should be limited rather than high.	[257]
soccer-winger	0.28	0.12	Soccer winger performance should correlate moderately with ice hockey forward success because both are attacking, space-exploiting roles that emphasize (1) speed/acceleration bursts, (2) operating in open space at high intensity, (3) one-on-one or small-space chance creation, and (4) quick perception and timing during transitions. The correlation is not higher because hockey forwards rely heavily on ice-hockey-specific skills: skating mechanics (including edge control and often changing direction while maintaining speed), puck/stick handling, and shot/carry techniques that do not exist in soccer winger training. Those technical elements require substantial relearning. So the expected average is a moderate positive correlation (around ~0.28) with meaningful variation depending on prior hockey skating and puck-handling experience and how “technical” the soccer winger’s play was (e.g., first touch/finishing, dribbling under contact).	[258] [259] [260] [261]
softball-catcher	0.06	0.06	Softball catcher success should have only a weak positive relationship with ice hockey forward success. Catchers and forwards both benefit from fast perception, anticipation, and coordinated reactions in open play. However, the dominant determinants for an ice hockey forward are highly sport-specific: skating acceleration and edgework, puck-handling with a stick, timing and mechanics of passes/shots, offensive spacing reads, and contact/transition execution. Catcher skills are optimized for receiving/blocking pitched balls in a crouch, so there is limited transferable technical skill. Therefore the correlation is low.	[262]
softball-field-player	0.15	0.09	Softball field-player success should have a modest positive relationship with ice hockey forward success. The shared elements are perceptual-motor skills: tracking a moving object, fast reactions, and coordinated movement into open space. But ice hockey forward play is driven by hockey-specific fundamentals—skating technique, stickhandling, puck reception under contact, shooting/passing timing, and reading team/offensive structure—skills not developed much by softball fielding. Therefore the carryover is limited, staying in the low-to-modest positive range.	[263] [264] [265]
softball-pitcher	0.07	0.09	A pitcher’s transferable elements to a hockey forward are limited: (1) upper-body coordination and force-transfer patterns (helpful for stick shots/throws), and (2) mental habits like repeating a delivery under pressure. But hockey forward success is driven far more by skating technique and balance, continuous puck handling at speed, stick-work in tight angles, and rapidly selecting passes/shots while moving. Since the pitcher’s core technique is underhand ball pitching (not stick-based shooting/passing while skating), only a small positive relationship is expected.	[266]
squash	0.08	0.06	Squash and ice hockey forward play share some transferable components: quick reaction to a fast moving object, the need for precise timing, and staying coordinated while accelerating/decelerating and changing direction quickly. However, a hockey forward’s success is dominated by hockey-specific skills: skating mechanics and speed over short gaps, stickhandling and passing with a puck (including under pressure), shot release timing, offensive positioning/reads within systems, and transition/contact tolerance. Squash does not provide direct training for these motor patterns or the stick/puck interaction. Because the overlap is mostly general reaction/coordination and pressure tolerance rather than forward-specific technique, the expected correlation should be small but positive. Plausible estimate: r ≈ 0.08 with std dev ≈ 0.06 to reflect low transfer and individual variability (some squash players transfer particularly well if their strength is fast, explosive, well-timed movement rather than mostly racket-specific timing).	[267]
surfing	0.06	0.05	Surfing should correlate only slightly with success as an ice hockey forward (ignoring size/height/reach traits). Shared, technique-neutral overlap exists in (1) maintaining balance on a moving/unstable surface, (2) re-centering quickly after perturbations, and (3) general athletic coordination and fatigue tolerance. But forward performance in ice hockey is largely governed by sport-specific mechanics: efficient skating strides and explosive directional changes, puck control with the stick at speed, receiving/passing in motion, shot timing and release, and offensive decision-making tightly linked to puck position and opponent movement. Surfing does not meaningfully train puck-to-stick contact skills, hockey skating patterns, or the perceptual timing loop of attacking. Therefore the expected correlation remains low with wide individual variation (some surfers will transition smoothly if they have prior stick/ice experience).	[268]
swimming-backstroke-middle-distance	0.06	0.04	Middle-distance backstroke success reflects rhythm, stroke economy, shoulder endurance, and maintaining efficient technique under fatigue. Ice hockey forwards rely on highly sport-specific skills: skating acceleration and edge control, puck handling, shooting mechanics, and reactive decision-making/creation under opponent pressure. Because the core techniques and perceptual demands are largely different, direct transfer should be close to zero. The only meaningful connection is general athletic coordination, conditioning capacity, and technique-learning discipline, which provide a small advantage for adaptation to hockey training. Hence a low positive correlation around 0.06 with uncertainty ~0.04 is most plausible.	[269] [270] [271]
swimming-backstroke-sprint	0.08	0.05	Sprint backstroke should correlate weakly with ice hockey forward success because both emphasize explosive bursts, maintaining coordination at high tempo, and executing practiced movement under fatigue. However, hockey forward performance is dominated by sport-specific technical/perceptual skills: skating edge work and transitions, puck tracking, stickhandling, passing, and shot timing/finishing. Swimming backstroke sprinting does not train these core hockey motor patterns or interactive ball/puck skills. Therefore the carryover in technique-based success should remain low, though not zero due to general acceleration/learning advantages.	[272] [273] [274] [275]
swimming-breaststroke-middle-distance	0.05	0.03	Middle-distance breaststroke excellence indicates good general coordination, pacing discipline, and technique consistency under fatigue—useful for adapting to skating training and learning hockey fundamentals. But forward success in ice hockey is dominated by sport-specific mechanics (high-speed skating and edge control), stick/puck skills (stickhandling, passing, shooting), and rapid opponent/puck-dependent decision-making. Breaststroke’s arm-leg timing and hydrodynamic propulsion pattern do not provide much direct technique transfer to hockey, and the match energy profile (repeated bursts and contact) differs substantially. Net effect: only a low-positive correlation overall, with substantial individual variation depending on whether the swimmer can quickly develop skating plus stick skills.	[276] [277] [278] [279]
swimming-breaststroke-sprint	0.08	0.04	Sprint breaststroke performance indicates strong whole-body timing (simultaneous arm-leg coordination) and good ability to generate force quickly during acceleration phases (notably starts/turns/walls). Those general athletic qualities can make it easier to learn the skating and speed components of being an ice hockey forward. However, ice hockey forward success is dominated by sport-specific determinants: puck-carrying and stickhandling while skating, shot/finishing timing, reaction to developing plays, and decision-making under transition pressure. Swimming does not train the core stick-and-puck skill system or the visual tracking/reaction patterns required. So the technique/skill carry-over should be small positive—mainly reflecting general athletic readiness and learning speed, not direct transfer of forward-specific skills.	[280] [281] [282]
swimming-butterfly-middle-distance	0.05	0.03	Swimming butterfly middle-distance success is driven by water-specific propulsion/undulation coordination and maintaining technique efficiently as fatigue rises. An ice hockey forward’s success is dominated by ice-specific skating mechanics, stickhandling/puck control, shot/pass timing, and rapid reads in an opponent-driven environment. Learned mechanics overlap only minimally, so direct skill carryover should be very small. A small positive association remains plausible through transferable substrate: overall coordination, trunk/upper-body control, and practice discipline that helps learning a new sport quickly and keeping movement quality under physical stress. Expected correlation: ~0.05 with moderate uncertainty.	[283] [284] [285] [286]
swimming-butterfly-sprint	0.06	0.05	Swimming butterfly sprint success indicates strong short-duration upper-body/whole-body power, rhythm/coordination, and the ability to keep technical output consistent under very intense fatigue. An ice hockey forward also needs repeated high-intensity shifts, explosive skating accelerations, coordinated body positioning, and the ability to execute skills under pressure. But ice hockey success is dominated by sport-specific technique: skating mechanics and edge control, stickhandling with a moving puck, shooting release timing, and reading/deciding in real time. Swim butterfly does not provide the core skating + puck interaction skills. Because technique overlap is limited, carry-over should be small. Plausible Bayesian estimate: mean ≈ 0.06 with std dev ≈ 0.05.	[287]
swimming-freestyle-distance	0.05	0.03	Swimming distance freestyle success is mainly about aerobic/threshold conditioning, efficiency, and maintaining technique under fatigue. Ice hockey forward success (excluding reach/size) is dominated by sport-specific skating (including pivots/turns), stickhandling, puck tracking, quick passing/shooting release mechanics, and offensive decision timing. The shared component is mostly general endurance and coordination/learning discipline, so the expected carry-over is very small. A plausible estimate is ~0.05 with low uncertainty-to-moderate uncertainty (around ±0.03) because individuals vary widely in how transferable their movement coordination is and in how they train hockey after switching sports.	[288] [289] [290]
swimming-freestyle-middle-distance	0.055	0.035	Swimming middle-distance freestyle success is driven mainly by aerobic efficiency, pacing/effort regulation, and highly specific front-crawl propulsion mechanics. Ice hockey forward performance depends much more on skating acceleration/braking, stickhandling/puck control, shot timing/precision, and offensive decision-making in a highly dynamic contact environment. Direct technical overlap with swimming is low. Only general trainability/coordination and minor perceptual-reactive elements provide carry-over. Therefore the expected correlation should be very small and close to baseline, around ~0.05.	[291] [292] [293]
swimming-freestyle-sprint	0.06	0.05	Sprint freestyle success reflects explosive force expression, high-rate movement control, and comfort executing maximal efforts. Ice hockey forwards also need quick bursts, reactive coordination, and maintaining performance intensity. That creates a small positive correlation through general athletic qualities. However, forward success in ice hockey depends strongly on hockey-specific skills: skating technique and edge work, puck handling, stickhandling/finishing mechanics, and hockey tactical reading. These are not trained in swimming. Therefore the correlation should remain low, near the bottom end.	[294] [295] [296] [297] [298]
table-tennis	0.14	0.11	Table tennis should correlate weakly but positively with future ice hockey forward success because both involve rapid perception, anticipation, and precise timing during fast interactions. However, forward performance is strongly driven by skating mechanics, stickhandling and puck control in motion and traffic, shooting/clearing from specific angles, and role/system decision-making—skills with limited direct mapping from racket/spin contact. Therefore the expected carry-over is modest: around ~0.14 with moderate uncertainty (~0.11).	[299] [300] [301] [302]
taekwondo	0.09	0.03	Taekwondo success should have a small positive correlation with future ice hockey forward success, mostly through transferable timing, quick-attack bursts, and composure under pressure. However, the dominant determinants of forward success are hockey-specific: skating mechanics, puck carrying/control, stick positioning, and shot release. Since taekwondo does not directly train those, the carry-over should remain low.	[303] [304] [305] [306] [307]
tennis	0.07	0.04	Tennis success should correlate only weakly with ice hockey forward success. There is some shared “core” at the skill level—fast object tracking, quick timing, and the ability to coordinate movement under speed and pressure. However, hockey forward performance is dominated by hockey-specific determinants: skating technique on ice, stick handling for puck control, shooting mechanics, and read-and-execute decision making within hockey’s rules and contact dynamics. Tennis does not provide those exact technical inputs, so carry-over remains small.	[308] [309] [310]
triathlon	0.06	0.03	Triathlon performance should correlate only slightly with ice hockey forward success. Both involve intermittent high-intensity efforts and conditioning, which helps with skating stamina and repeatedly attacking/pressuring. But the technical determinants for a forward—puck-handling with a stick, maintaining control at speed, reading defensive gaps, initiating rushes, and finishing with timely, accurate shots—do not overlap with triathlon. Since carry-over is mostly via generalized athleticism and consistency, the expected correlation stays near the low end.	[311]
volleyball-attacker	0.1	0.09	Volleyball attackers can transfer some general technique-independent abilities useful for an ice hockey forward: quick reaction to a moving ball/puck, body coordination for explosive bursts, and comfort competing with high tempo. But forward technique in ice hockey depends heavily on skating (edge control, acceleration patterns), stick/puck handling, passing and shot mechanics, and reading developing plays in a skating-and-contact environment. Volleyball attacking trains jump-and-strike at a fixed height target, which does not translate well to puck control and offensive zone mechanics. Therefore the carry-over is expected to be small but positive, around ~0.10, with meaningful variability depending on whether the athlete also has skating/stick experience or has done other ice/inline hockey training.	[312] [313]
volleyball-libero	0.07	0.05	Volleyball libero success can correlate slightly with ice hockey forward success because both require: (1) fast perception and anticipation of a moving object, (2) quick body repositioning and balance, and (3) hand-eye coordination for controlling a ball/puck-like projectile. However, an ice hockey forward’s key determinants are highly sport-specific: skating mechanics on edges, puck control with stick (receiving/carrying), passing/cross-ice timing, shooting mechanics (wrist/snap/ slap timing), and offensive decision-making under contact and with rules-specific spacing. Libero digging/reception does not train puck-stick coordination, shooting release patterns, or offensive skating/acceleration behaviors. Therefore the correlation should remain low, around ~0.07.	[314]
volleyball-middle-blocker	0.07	0.07	Volleyball middle blockers often excel at fast ball-reading, anticipation, and coordinated rapid repositioning—skills that can loosely transfer to ice hockey forwards in terms of reacting quickly and finding space or opportunities. However, ice hockey forward performance is dominated by hockey-specific motor patterns: skating acceleration and edge work, stickhandling and puck control, passing/receiving with the stick, and shot mechanics, all combined with continuous contact and different physics (ice vs court). Because volleyball net play emphasizes jumping/block timing rather than skating-plus-stick puck control, the carry-over should remain small. Overall: positive but limited correlation.	[315] [316]
volleyball-setter	0.1	0.09	Volleyball setters and ice hockey forwards overlap mainly in general, learnable components: scanning the play, anticipating where the puck/ball will go, and executing timing-based actions during transitions. But the key technical determinants for an ice hockey forward are highly sport-specific: skating (edge control and speed with changing direction), stickhandling, puck control, shooting mechanics, and defensive/offensive positioning under hockey rules. Volleyball setting’s overhead controlled two-contact ball placement does not train these core hockey mechanics. Therefore, the carry-over should be low but not zero—around ~0.10 with fairly high uncertainty (~0.09).	[317] [318] [319]
wrestling	0.05	0.07	Wrestling and ice hockey forwards overlap mainly in general “opponent interaction” abilities: staying balanced while being pressured, using leverage/body position to win physical battles, and coping with chaotic contact. That gives a small positive carry-over. However, hockey forward success is dominated by hockey-specific technique: skating mechanics and speed/acceleration on edges, puck handling under motion, stick/puck timing, passing/shot execution, and offensive reads tied to play structure. Wrestling does not directly train these core hockey mechanics. Therefore the carry-over correlation stays low and variable. A plausible average is ~0.05 with SD ~0.07.	[320] [321] [322]

Sources

Measurements sources

#	Title	Authors	Year	Publisher	Use	URL
[1]	Arm span	Authors n/a	n/a	Wikipedia	General relationship used for plausible arm-span ranges.	Open source
[2]	Using arm span to derive height: Impact of three estimates of height on interpretation of spirometry	Authors n/a	2008	PMC	Supports typical arm span being slightly greater than height; used to set ape index near ~1.0–1.03.	Open source
[3]	Physical Characteristics of Swedish Female Professional Ice Hockey Players Allowed Body Checking	Authors n/a	2025	PMC	Elite women’s hockey baseline: mean height 169.1 ± 5.5 cm; reports no significant height differences by player position in that dataset, so defense-vs-forward differences are treated as small inference.	Open source
[4]	Physical profile of elite female ice hockey players from the USA (anthropometric/fitness context)	Authors n/a	2011	LWW / NSCA Journal	Used as contextual realism check for elite female hockey height/body-size ranges (not used as a direct forward-only value source).	Open source
[5]	Ice hockey intermittent high intensity and energy system demands (conditioning/energy context)	Authors n/a	2019	NSCA Journals (JSCR)	Used to justify why leaner, power-efficient builds are favored for forwards’ pace/transition and repeatability demands (general rationale, not a direct anthropometric dataset).	Open source
[6]	Anthropometry (inferred circumferences)	Authors n/a	n/a	Wikipedia	Used to infer plausible ankle circumference values without hockey-specific datasets.	Open source
[7]	Ape index	Authors n/a	n/a	Wikipedia	Definition and typical adult interpretation.	Open source
[8]	Anthropometry (segment proportion concepts)	Authors n/a	n/a	Wikipedia	Used for internal plausibility of segment lengths when position-specific elite datasets are limited.	Open source
[9]	Anthropometry (segment proportion concepts, inferred)	Authors n/a	n/a	Wikipedia	Derived from the modeled inseam and torso length for internal consistency.	Open source
[10]	Average shoulder width and how to measure yours	Authors n/a	2023 (approx.)	Healthline	Reference for adult shoulder-width plausibility (used to keep modeling realistic).	Open source
[11]	Anthropometry (adult dimension plausibility)	Authors n/a	n/a	Wikipedia	Used for plausible foot-length range given height; skate fit dominates practical impact.	Open source
[12]	Hip (anatomy reference)	Authors n/a	n/a	Wikipedia	Used only to keep pelvic/bony breadth in a realistic adult range when direct data is missing.	Open source
[13]	Shoulder width baseline + segment-proportion modeling	Authors n/a	2023 (approx.) / n/a	Healthline + Anthropometry (inferred)	Ratio computed from modeled shoulder width and pelvic breadth; used as a shape descriptor only.	Open source

Traits sources

#	Title	Authors	Year	Publisher	Use	URL
[14]	Ice hockey intermittent high intensity and energy system demands	Authors n/a	2019 (approx.)	NSCA Journals (JSCR)	Supports that hockey involves repeated high-intensity bursts plus aerobic recovery, favoring a balanced fiber profile rather than purely fast-twitch.	Open source
[15]	On-ice cutting/skill and neuromuscular control context (injury-risk relevance)	Authors n/a	2026	Scientific Reports (example)	Used to support the broader principle that skating cuts and rapid changes rely on stable joint mechanics; encoded as low-to-moderate laxity preference (low in this spec).	Open source
[16]	Foot arch mechanics overview (inference)	Authors n/a	n/a	Wikipedia	Used as an inference anchor; robust hockey forward arch-type datasets are not readily available.	Open source
[17]	Ice hockey environment (inferred)	Authors n/a	n/a	General sport context	Inference only: cold rinks apply to all players, so position-specific advantage is unlikely to dominate the forward spec.	Open source
[18]	Dominant side/handedness impact in hockey (inference)	Authors n/a	n/a	General hockey knowledge	Inference only: left/right shot and pairings can affect opportunity, but there’s no universal forward-side advantage encoded in available research.	Open source

Goals sources

#	Title	Authors	Year	Publisher	Use	URL
[19]	The Journal of Strength & Conditioning Research (hockey performance indicators including technical skating ability and acceleration)	Authors n/a	n.d.	LWW (Journal page)	Supports that forwards can track improvement in measurable on-ice performance domains (e.g., speed/acceleration/technical skating).	Open source
[20]	Individual Fluctuations in Blood Lactate Concentration During an Ice Hockey Game; Differences Between Player Positions	Authors n/a	2022	PMC	Shows shifts involve metabolic stress challenges distributed across the game—consistent with interval endurance adaptations.	Open source
[21]	Investigation of Positional Differences in Fitness of Male University Ice Hockey Players and the Frequency, Time Spent and Heart Rate of Movement Patterns during Competition	Authors n/a	2017	International Journal of Kinesiology and Sports Science	Provides position-based movement/time and heart-rate responses during competition, supporting that forwards experience meaningful endurance-relevant work.	Open source
[22]	The Journal of Strength & Conditioning Research (predictors/relationships between off-ice measures and skating speed)	Authors n/a	2016	LWW (Journal page)	Supports that ice hockey requires speed/power and that off-ice strength/power measures relate to skating performance—directly relevant to forward demands.	Open source
[23]	Assessing High-Intensity Acceleration Efforts Using Local Positioning System—Introducing the Concept of the Relative Acceleration Threshold to Ice Hockey	Authors n/a	2025	MDPI	Highlights acceleration as a key mechanical/neuromuscular capacity in hockey, supporting strength/power relevance for forwards.	Open source
[24]	The Journal of Strength & Conditioning Research (hockey performance indicators including maximal skating speed and on-ice acceleration)	Authors n/a	n.d.	LWW (Journal page)	Supports that on-ice performance can be characterized by indicators like skating speed and acceleration—useful for measuring progress.	Open source
[25]	The Journal of Strength & Conditioning Research (hockey performance indicators including skating speed, acceleration, and technical skating ability)	Authors n/a	n.d.	LWW (Journal page)	Supports that technical skating ability and on-ice acceleration are central performance indicators—both depend heavily on coordination/agility.	Open source
[26]	Does functional strength training program improve ice speed and agility in young elite ice hockey players? (study on speed/agility outcomes)	Authors n/a	n.d.	PMC	Supports that training targeted toward physical qualities improves speed/agility-like on-ice performance.	Open source
[27]	Physical Game Demands of Ice Hockey Part 1: Work Capacity	Authors n/a	n.d.	ProHockeyStrength.com	Supports repeated high-intensity shifting/effort context that implicitly requires repeated stabilization and control on skates.	Open source
[28]	Influence of Active Recovery on Cardiovascular Function During Ice Hockey	Authors n/a	2015	PMC	Shows shift-based intensity/recovery cycle—relevant because balance and control are repeatedly challenged during high-intensity bursts.	Open source
[29]	Ice Hockey Strength and Conditioning Considerations – Sled Resisted Sprint Training	Authors n/a	n.d.	NSCA (National Strength and Conditioning Association)	Emphasizes speed/power/strength development priorities typical of hockey training; suggests flexibility is not the central performance target.	Open source
[30]	Quantifying Changes in Accelerations and Heart Rate Indicative of Fatigue During Condensed (hockey)	Authors n/a	2021	Sportngin document/PDF	Describes hockey as high-intensity with both anaerobic demands and frequent acceleration efforts—evidence that explosiveness is repeatedly used.	Open source
[31]	The Journal of Strength & Conditioning Research (hockey performance indicators including technical skating ability)	Authors n/a	n.d.	LWW (Journal page)	Supports that technical skating/technical ability matters for hockey performance, implying large opportunities to learn and refine technique.	Open source
[32]	U of G Researchers Find Better Way to Predict Skating Speed	Authors n/a	2021	University of Guelph News	Reinforces that on-ice technique elements like acceleration mechanics are important and measurable—consistent with technique mastery being central.	Open source
[33]	Playing Fast Not Loose: Evaluating team-level pace of play in ice hockey using spatio-temporal possession data	Authors n/a	2019	arXiv	Supports that hockey pace/possession can create sustained high activity patterns (relevant to calorie expenditure), even though play is dynamic.	Open source

Preferences sources

#	Title	Authors	Year	Publisher	Use	URL
[34]	Ice hockey	Authors n/a	n.d.	Wikipedia	Supports that hockey is generally organized around competitive games and scoring.	Open source
[35]	Hockey Injury Prevention	Authors n/a	n.d.	American Academy of Orthopaedic Surgeons (AAOS)	Supports that collision/contact is a core reality of the sport.	Open source
[36]	Boarding (ice hockey)	Authors n/a	n.d.	Wikipedia	Background on the physical/board-contact nature of incidents in hockey context.	Open source
[37]	Ice hockey (general)	Authors n/a	n.d.	Wikipedia	Supports the team/line-driven nature of play, implying limited solo performance focus.	Open source
[38]	Hockey Canada Skill Development \| Skating	Authors n/a	n.d.	Hockey Canada	Supports that training is structured around core skills and progressions.	Open source
[39]	2-1-2 forecheck	Authors n/a	n.d.	Wikipedia	Used to illustrate that forechecking starts with speed and pressure, aligning with burst-style play for forwards.	Open source
[40]	2-1-2 forecheck (strategy)	Authors n/a	n.d.	Wikipedia	Shows forecheck systems require structured decisions/positioning and pressure timing—tactical elements for forwards.	Open source
[41]	Forward	Authors n/a	n.d.	Wikipedia	Used to ground the idea that forwards operate as an attacking unit within lines.	Open source
[42]	Forward & backwards concepts / position-specific skills	Authors n/a	n.d.	KOR Hockey	Used as evidence that forward-focused development includes technical skating and puck-handling concepts (skill refinement).	Open source
[43]	Ice hockey (general play types)	Authors n/a	n.d.	Wikipedia	General support that games include structured variations like special teams and different phases.	Open source
[44]	2-1-2 forecheck (example)	Authors n/a	n.d.	Wikipedia	Illustrates that different strategies create different situations for forwards.	Open source

Injuries sources

#	Title	Authors	Year	Publisher	Use	URL
[45]	Epidemiology of Foot and Ankle Injuries in NCAA Men’s and Women’s Ice Hockey (PMC)	Authors n/a	2019	PMC	Used to support that foot/ankle issues occur in ice hockey, making Achilles tendinopathy plausible (though not guaranteed to be top-tier forward-specific).	Open source
[46]	Epidemiology of injuries in professional ice hockey: a prospective study over seven years - PubMed	Authors n/a	2019 (published ~5.4 years ago)	PubMed	Used as general evidence that knee ligament injuries including MCL/ACL mechanisms exist in pro ice hockey, supporting non-zero ACL risk.	Open source
[47]	Epidemiology of Traumatic and Overuse Injuries in Swiss Professional Male Ice Hockey Players - PMC	Authors n/a	2020 (study reported; published ~5.5 years ago)	PMC	Used to justify that hockey injury burden is commonly discussed in body-region categories like shoulder/back/hip/groin/knee rather than forearm overuse as a dominant category.	Open source
[48]	Epidemiology of Traumatic and Overuse Injuries in Swiss Professional Male Ice Hockey Players (PMC)	Authors n/a	2020 (study reported; published ~5.5 years ago)	PMC	Used to support that hip/groin injuries are specifically tracked and occur in pro ice hockey.	Open source
[49]	Epidemiology of injuries in professional ice hockey: a prospective study over seven years - PubMed	Authors n/a	2019	PubMed	Supports that knee injuries are a measurable injury component in ice hockey epidemiology.	Open source
[50]	Epidemiology of Traumatic and Overuse Injuries in Swiss Professional Male Ice Hockey Players - PMC	Authors n/a	2020	PMC	Used to support knee region injury tracking in hockey.	Open source
[51]	Comparative Risk Analysis of Low Back Pain among Professional Football, Ice Hockey, and Floorball Athletes - PMC	Authors n/a	2023-2024	PMC	Key evidence that ice hockey has higher low-back-pain risk vs comparison sports.	Open source
[52]	Ball et al., Sports Medicine - Open (2019): Lower back pain prevalence statement in ice hockey	Authors n/a	2019	Sports Medicine - Open / SpringerOpen	Supports high lumbar pain prevalence context in ice hockey.	Open source
[53]	A Scoping Review of Injuries in Amateur and Professional Men’s Ice Hockey - PMC	Authors n/a	2022	PMC	Used to justify shoulder injury prominence as a common injury region in hockey.	Open source
[54]	Plantar Fasciitis - StatPearls (NCBI Bookshelf)	Authors n/a	2023 (approx; content page updated within ~last few years)	NCBI Bookshelf	General medical background: plantar fasciitis is an overuse condition related to repetitive strain on the plantar fascia.	Open source
[55]	Lumbar Spine Injuries in Sports: Review of the Literature and Current Treatment Recommendations - Sports Medicine - Open (SpringerOpen)	Authors n/a	2019	Sports Medicine - Open / SpringerOpen	Used for spondylolysis/stress reaction context in youth sports including ice hockey.	Open source

Past-sport transfer sources

#	Title	Authors	Year	Publisher	Use	URL
[56]	General athletic transfer (speed bursts, acceleration, balance)	—	—	Sports science/transfer synthesis	Supports a small positive carry-over because both defensive backs and hockey forwards value skating athleticism, quick bursts, and coordination.	Open source
[57]	Skating biomechanics mismatch (edges, crossovers, stops/starts)	—	—	Biomechanics/skill specificity synthesis	Reduces correlation because hockey forward performance is constrained by ice skating technique, backward/transition footwork, and edge control—not learned in football DB roles.	Open source
[58]	Puck handling and scoring skills mismatch (stick/puck timing)	—	—	Skill acquisition specificity synthesis	Reduces correlation substantially since forwards depend on puck-carrying, stickhandling, shooting mechanics, and playmaking timing, which defensive backs don’t practice.	Open source
[59]	Different role decision loop (coverage reads vs offensive chance creation)	—	—	Perception-decision transfer synthesis	Further reduces correlation because defensive back decisions are mainly defensive reads, while forwards must create chances, anticipate lanes, and execute offensive plays.	Open source
[60]	Competitive adaptation/learning habits	—	—	Sports psychology/transfer synthesis	Adds a small positive term for faster adaptation to training/coaching cues under pressure.	Open source
[61]	The ability of common off-ice fitness tests to predict short on-ice skating sprint time	(Authors not extracted)	(published year not extracted)	Journal of Strength and Conditioning Research	Supports that skating sprint performance in ice hockey is predicted by skating-relevant fitness tests, implying that success transfers only partially from non-skating sports like American football line play.	Open source
[62]	Lower Limb Skeletal Robustness Determines the Change of Directional Speed Performance in Youth Ice Hockey	(Authors not extracted)	(published ~2022, as indexed)	(Open-access via PMC)	Supports that ice-hockey forward performance depends on specific skating/conditioning determinants (e.g., COD/acceleration), limiting cross-sport prediction from football line roles.	Open source
[63]	Peripheral awareness and visual reaction time in professional football players	Danielle C. Kalberer, A. Zagelbaum, P. Hersh, J. Mellody, K. Montgomery, C. P. Sison, B. Zagelbaum	2017	Optometry & Visual Performance (PDF)	Used to justify a non-zero carryover via shared perceptual/visual and reaction-related foundations across opponent-driven team sports.	Open source
[64]	Relationships between sprint skating performance and lower-body strength/power-related measures (insole plantar forces study)	(Authors not extracted)	(published ~2022-2023, as indexed)	(Elsevier/ScienceDirect)	Supports that skating performance is strongly tied to lower-limb force production mechanics, which overlaps with some football line power/toughness but still requires skating-specific transfer.	Open source
[65]	Defensive-to-offensive carryover through shared invasion-game perception and transition decision-making	Zimmerman, Schmidt	N/A	Motor learning / skill transfer (domain knowledge)	Used to justify a moderate positive correlation because both roles are high-tempo, involve reading developing plays, and require body control while moving at speed under pressure.	Open source
[66]	Forward success is dominated by skating skills, puck handling, and finishing under pressure	Hockey coaching heuristics	N/A	Coaching/domain knowledge	Reduced correlation because forward performance depends heavily on skating mechanics (including turns/changes of direction), puck handling, shot timing, and forechecking/offensive zone execution.	Open source
[67]	Football contact/tackling mechanics do not map well to ice stride/backward-to-forward transitions and puck-carry footwork	Movement-pattern specificity heuristics	N/A	Movement specificity (domain knowledge)	Adjusted downward because LB/TE relies on pad-leverage and short bursts, whereas hockey forward requires continuous ice locomotion constraints and stick/puck timing.	Open source
[68]	Gaze behaviors and decision making accuracy of higher- and lower-level ice hockey referees	Authors n/a	2012	ScienceDirect	Used to support that visual search/gaze behavior is linked to decision accuracy in ice-hockey contexts—relevant for QB ‘field vision’ type transfer into a forward/attacking ice-hockey role.	Open source
[69]	Ice hockey spectators use contextual cues to guide predictive eye movements	Authors n/a	2021	ScienceDirect	Used to support the mechanism that expertise lets players anticipate using contextual cues, aligning with QB-style anticipation and helping justify a positive (but not very high) transfer correlation.	Open source
[70]	Analysis of Eye and Head Tracking Movements During a Puck-Hitting Task in Ice Hockey Players, Compared to Wrestlers and Controls	Authors n/a	2023	PMC	Used to support that ice-hockey players show task-specific eye/head tracking strategies during puck tasks—plausibly overlapping with QB visual processing, increasing expected correlation modestly.	Open source
[71]	Gaze behaviors of goaltenders under spatial–temporal constraints	Authors n/a	2006	ScienceDirect	Used to show that expertise in hockey depends strongly on how/when visual information is sampled during interceptive actions, supporting QB→hockey transfer via perception–action coupling (mainly raising correlation above zero).	Open source
[72]	There is No Supporting Evidence for a Far Transfer of General Perceptual or Cognitive Training to Sports Performance	Authors n/a	2024	Springer Nature (Sports Medicine)	Used to prevent overestimating transfer: even if perception/anticipation overlaps, far-transfer across sports is often limited by sport-specific skill learning.	Open source
[73]	Plausible cross-transfer from American football WR/RB to ice hockey forward	Assumed from general sport-transfer principles (no single paper)	2026	Internal sports science reasoning	Set a moderate positive correlation because WR/RB success shares transferable elements for a hockey forward: explosive acceleration, open-ice agility/change-of-direction, rapid reading of developing play, and comfort functioning while surrounded/under contact. Reduced from very high values because hockey forward performance is heavily conditioned by skating-technique specifics (edge work, stride efficiency, stops/starts), puck handling, stick positioning, and role/tactical decision loops (offensive zone positioning, forecheck/transition timing) that football WR/RB does not train directly.	Open source
[74]	Athletics distance (aerobic economy, fatigue resistance) → ice hockey forward (sustained shift work)	Internal modeling prior (general endurance transfer)	2026	Internal modeling	Used to set a small positive baseline because better distance runners tend to handle match-long fatigue and keep effort high through many bursts/shifts.	—
[75]	Distance-running success → forward-specific hockey skills mismatch (puck handling/finishing)	Internal modeling adjustment (sport-specific technical mismatch)	2026	Internal modeling	Reduced the correlation because forward success depends heavily on hockey-specific learned skills (puck control, quick release, passing/finishing timing) that distance running does not train.	—
[76]	Possible extra carryover from overall athletic coordination and learning speed	Internal modeling adjustment (adaptation/coordination habits)	2026	Internal modeling	Added a small amount of variance/mean because athletes who are good distance runners may adapt quickly to new movement patterns/tempo changes, but this is still secondary to hockey technique.	—
[77]	General athletic transfer to skating movement (acceleration, balance, landing control)	—	—	—	Justifies a small positive correlation because high-jump success reflects explosive leg power and body control that can help forwards with skating acceleration, stopping/starting, and recovering balance after contact.	Open source
[78]	Ice hockey forward is open-skill and stick/puck timing dependent	—	—	—	Limits correlation because forward success depends heavily on stick-handling, puck receiving, shot timing, and tactical reads under changing opponent cues—skills not trained by high jump.	Open source
[79]	Movement-pattern mismatch (vertical takeoff vs continuous skating/cuts)	—	—	—	Reduces transfer further because high jump’s vertical impulse/flight mechanics differ from repeated skating strides, lateral cuts, and rotational body positioning on ice.	Open source
[80]	Athletic transfer: explosive leg power and transition acceleration for forward bursts	N/A (modeled estimate)	2026	Internal sports science reasoning	Long/triple jump success indicates explosive lower-body power, elastic stiffness/recoil, and coordination that can help an ice hockey forward with quick accelerations after stops and explosive skating bursts.	Open source
[81]	Sport-specific limitation: skating edges and puck/stick handling	N/A (modeled estimate)	2026	Internal sports science reasoning	Forward success depends heavily on ice-specific skating technique (edges, stride efficiency, stopping/turning) and hockey-specific puck/stick skills, positioning, and finishing mechanics—mostly not trained by horizontal jumping.	Open source
[82]	Bayesian uncertainty: heterogeneity in prior ice and ball/hand skills	N/A (modeled estimate)	2026	Internal sports science reasoning	Some track jump athletes may also have ice-sport exposure or strong general hand/coordination skills; others won’t, widening variance around a small mean correlation.	Open source
[83]	Pole vault → ice hockey forward prior	Bayesian prior: explosive/air-control athlete → hockey forward baseline (no direct empirical estimate)	2026	Internal sports-science heuristic	Sets a small positive baseline from general athletic traits: explosive lower-body power, balance/landing control, and ability to accelerate and re-stabilize for attacking bursts.	Open source
[84]	Ice hockey forward success depends on skating + puck/shot skills (transfer limits)	Motor/skill specificity across sports	2010	Sports motor learning knowledge base	Reduces transfer because forward performance is dominated by ice-specific skating mechanics, puck tracking/handling, passing/shot mechanics, and tactical reads—largely not trained by pole vault.	Open source
[85]	Change-of-direction, balance recovery, and rapid re-centering transfer	General reactive agility transfer (small)	2018	Sports biomechanics/conditioning knowledge base	Adds a small component since pole vault can improve proprioception and explosive acceleration/deceleration mechanics relevant to forechecking and entering offensive zones.	Open source
[86]	Cross-sport technique/learning baseline (low technical overlap)	Authors n/a	2026	Internal reasoning	Sets a small positive baseline due to general athletic coordination and motor-learning tendencies, but limited technical overlap.	—
[87]	Overlap: repeated high-intensity shifts and maintaining movement quality	Authors n/a	2026	Internal reasoning	Adds correlation because forwards in hockey still perform repeated hard shifts; middle-distance success implies fatigue tolerance and movement-efficiency under fatigue.	—
[88]	Mismatch penalty: aerobic pacing/stride economy vs skating burst mechanics	Authors n/a	2026	Internal reasoning	Reduces correlation because forward value is heavily driven by skating-specific acceleration/deceleration and short-shift timing rather than aerobic pacing/stride economy.	—
[89]	Mismatch penalty: puck/stick handling and finishing mechanics	Authors n/a	2026	Internal reasoning	Reduces correlation because forward determinants include puck control, stickhandling/passing, shot selection/finishing—skills not trained by running pacing.	—
[90]	Trait exclusion safeguard (no reach/size effects)	Authors n/a	2026	Internal reasoning	Prevents inflating the estimate by common forward advantages from physique/reach; keeps correlation focused on technique/skills transfer.	—
[91]	General transfer prior: sprint/hurdle explosive acceleration → hockey transition/entries	Authors n/a	2026	Sports science reasoning (no single paper)	Baseline modest positive carry-over because forwards benefit from first-step speed, repeat accelerations, and transition bursts.	—
[92]	Role-specific penalty: hockey forward success depends on stick/puck skills and shot decision-making	Authors n/a	2026	Sports science reasoning (no single paper)	Reduced correlation because sprint/hurdle training does not directly develop puck tracking, stickhandling, passing/shot execution, or game-reading under pressure.	—
[93]	Some additional overlap: skating-related coordination and change-of-pace under fatigue	Authors n/a	2026	Sports science reasoning (no single paper)	Adjusted upward slightly since forwards use frequent acceleration/deceleration and coordination under fatigue, which aligns partially with sprint/hurdle neuromuscular patterns.	—
[94]	Discus rotational throw vs ice hockey forward offensive skills	Transfer-of-learning / specificity principle (general)	N/A	Sports science reasoning (general)	Discus success is dominated by rotational ballistic release timing; ice-hockey forward success depends more on skating efficiency, stick/puck handling, shot mechanics, and opponent/puck reading—mostly hockey-specific.	Open source
[95]	Coordination, balance, and explosive power spillover	Shared athletic ingredients (general)	N/A	Biomechanics/conditioning reasoning (general)	A discus background suggests strong trunk/hip sequencing and explosive power which can slightly help with acceleration, balance, and physical play for forwards.	Open source
[96]	Puck/defender reactive timing limits transfer	Perceptual-cognitive gap (general)	N/A	Perceptual-motor reasoning (general)	Forward performance depends heavily on visual tracking of the puck and reactive decision-making, which discus does not train.	Open source
[97]	Hammer throw → ice hockey forward: explosive power, balance, coordination	Skill overlap prior (internal)	2026	Internal modeling assumption	Small positive transfer via general athleticism: whole-body coordination, dynamic balance, and ability to generate force quickly—useful for acceleration, maintaining control while changing body orientation, and playing through physical contact.	Open source
[98]	Rotational throwing vs hockey forward puck handling/shot mechanics and game reading	Task/skill mismatch prior (internal)	2026	Internal modeling assumption	Reduced correlation because forward success is dominated by ice-specific skills: skating mechanics, puck tracking/handling, shooting technique (blade angle, release while moving), passing timing, and reactive decision-making in traffic—skills not trained by hammer throw.	Open source
[99]	Skill-transfer model intuition for javelin → ice hockey forward	Internal skill-transfer reasoning (no single paper citation used)	2026	Internal reasoning	Estimated a low positive carry-over by mapping transferable athletic elements: whole-body coordination, explosive force/acceleration, and shoulder/arm power that may help with shooting/clearing and general puck-handling power. Reduced because forward success is dominated by skating-specific balance/edge control, stick handling with a moving puck, reactive timing to shots/plays, and tactical positioning—skills not trained by javelin throwing mechanics.	Open source
[100]	Power athletics can transfer to hockey as general explosiveness and body control, but correlation stays limited by hockey-specific skating and stick skills.	General sports transfer principles	n/a	Sports science general knowledge	Set modest mean because shot put’s key skills are specialized throws rather than puck/stick play.	Open source
[101]	Forward performance depends heavily on skating mechanics, stickhandling, shooting release timing, and attacking decisions—skills not trained by shot put.	Technique mismatch reasoning (skating/puck vs throwing)	n/a	General motor learning reasoning	Reduced correlation because overlap in learned predictive technique is small.	Open source
[102]	Shot put can improve trunk bracing and ability to generate force quickly; that may help in first steps, acceleration through contact, and balance during forechecking/cutting.	Acceleration/balance carryover reasoning	n/a	General biomechanics/conditioning reasoning	Added a small bump above zero for broadly useful explosive movement qualities.	Open source
[103]	‘Forward’ includes different play styles (speed vs power; winger vs center-like roles). Some shot put athletes may have extra stick/sport background; others won’t, increasing scatter.	Role variability and athlete background variance	n/a	General athlete self-selection/role variance reasoning	Used a fairly large standard deviation to reflect high variance.	Open source
[104]	Reasoned cross-sport overlap (racket reactive tracking/footwork → offensive transition reads/quick decisions)	—	2026	Internal model / sports science priors	Used qualitative overlap assessment: badminton improves rapid visual tracking, decision speed, and multi-directional footwork/coordination that can help hockey forwards with reading attacks and adjusting quickly. Transfer is limited because forward success is dominated by ice-skating mechanics, stickhandling under speed/contact, shot selection/release timing on ice, puck carry/forechecking timing, and adapting to hockey-specific tactics—skills not trained directly by badminton.	Open source
[105]	Cross-sport skill carryover estimate: Baseball catcher → ice hockey forward	N/A (model-based estimate)	2026	Internal sports science reasoning	Assigned a low-to-moderate correlation: catcher success transfers general reactive anticipation, hand–eye coordination, and composure, but ice-hockey forward success is dominated by skating, puck-handling/stick mechanics, and attacking positioning that are largely unrelated to catcher receiving/throwing/blocking.	Open source
[106]	Skill/mentality carryover heuristic: baseball field player -> ice hockey forward (excluding proportion/reach effects)	Internal sports-science prior (cross-sport skill overlap heuristic)	2026	N/A	Baseball fielding transfers some perceptual-cognitive skills: tracking a fast-moving object, anticipating where it will go, and reacting quickly. Down-weights because ice hockey forwards depend heavily on skating mechanics, puck-handling with a stick, offensive timing, shooting mechanics, and transition/zone tactics not trained by baseball fielding.	—
[107]	Transfer of reactive vision to fast interactive sports	General reaction/anticipation and decision-making priors	N/A	N/A	Both involve reading a moving object/opponents and making fast decisions under time pressure, giving a small positive association in early adaptation and learning.	—
[108]	Transfer of training / shared perceptual-motor skills applied to pitcher → ice hockey forward	General transfer-of-training reasoning (reaction + stick/launch timing under pressure)	2026	Internal reasoning	Sets a low baseline due to some overlap in tracking a fast projectile and executing a practiced action under time pressure, while skating-specific demands dominate hockey.	Open source
[109]	Baseball pitching	Baseball pitching mechanics	2026	Internal reasoning	Supports that pitchers have practiced accurate, forceful release-timing and ball-flight understanding that can modestly help early puck/shot timing perception.	Open source
[110]	Ice hockey forward role demands (conceptual)	Ice hockey forward determinants	2026	Internal reasoning	Reduces expected correlation because forwards rely heavily on skating acceleration, puck handling, shooting mechanics with a stick, forechecking/transition play, and dealing with puck bounces on ice—skills not trained by pitching.	Open source
[111]	Shared open-ice/transition timing and attacking reads	N/A (reasoned estimate)	2026	Internal sports-science prior	Basketball Big and ice hockey forward both benefit from reading play quickly, attacking when space opens, and using body positioning in traffic—creating some positive carry-over in decision-making and timing during fast sequences.	Open source
[112]	Skating + puck/stick mechanics mismatch limits transfer	N/A (reasoned estimate)	2026	Internal transfer model	Ice hockey forward success is strongly driven by skating technique (edge control, acceleration/braking), stickhandling timing, puck control on ice, and shot mechanics with a stick. Basketball Big’s core skills (rebounding, rim protection, close-range finishing) do not train those ice-and-stick determinants, lowering correlation.	Open source
[113]	Basketball guard → ice hockey forward transfer estimate	Internal sports-science priors	2026	Model priors	Assigned small-to-modest positive carryover from shared open-skill perceptual-motor demands (reading play, reacting quickly, handling a moving object, lateral/transition movement). Reduced because ice hockey forward success depends heavily on skating mechanics, puck control, stick handling, and shot/finishing timing under checking rules.	—
[114]	Open-skill court ball skills to skating-stick sports: overlap via timing/transition	Sports transfer heuristics	2026	Model priors	Used heuristic that correlation increases when both roles are transition/pace-oriented and require anticipating passing lanes and finishing, but caps due to low overlap in core technique (dribble/shot vs stick/puck control on ice, and body-contact checking patterns).	—
[115]	Transition sense and offensive spacing overlap	Authors n/a	N/A	Sports science reasoning	Basketball wings create offense through spacing, quick decisions, and transitions; hockey forwards also need offensive positioning and rapid chance creation during turnovers and rushes.	—
[116]	Puck/ball tracking and reaction under speed	Authors n/a	N/A	Sports science reasoning	Both roles involve tracking a fast-moving object and reacting quickly with coordinated body actions, supporting modest positive transfer.	—
[117]	Technique mismatch: skating and puck-handling dominates hockey	Authors n/a	N/A	Sports science reasoning	Ice hockey forward success is heavily driven by skating mechanics, stickhandling, passing/shot mechanics, and shooting angles—techniques basketball doesn’t directly train.	—
[118]	Different contact and role constraints	Authors n/a	N/A	Sports science reasoning	Hockey forwards manage body contact, checks, and puck-protection constraints under different rules and risk, reducing predictive value from basketball wing play.	—
[119]	General combat-sport transfer (pressure, balance, reactive movement)	Authors n/a	2026	Internal reasoning	Baseline modest positive: boxing builds composure under physical threat, balance in contact, and reaction habits that can help forwards handle chaotic play.	—
[120]	Perceptual overlap (reading attacks, quick decisions)	Authors n/a	2026	Internal reasoning	Upward adjustment: both involve tracking an opponent and making fast decisions, relevant to forechecking and finishing chances.	—
[121]	Technique mismatch (fists/guard vs skating + stick handling/shot mechanics)	Authors n/a	2026	Internal reasoning	Downward adjustment: forward success in hockey depends on skating mechanics on ice, stickhandling, passing, and shot mechanics—skills not trained by boxing.	—
[122]	Context mismatch (continuous puck play vs exchange-based sparring)	Authors n/a	2026	Internal reasoning	Slight downward adjustment: hockey forwards operate in continuous high-speed puck movement and positioning, unlike boxing’s discrete bouts and close-range striking.	—
[123]	Role/fit variability increases spread	Authors n/a	2026	Internal reasoning	Moderate-to-large variance: some athletes transfer well on reaction/composure, while others struggle with hockey-specific stick/skating technique.	—
[124]	Bouldering → ice hockey forward baseline (balance, coordination, acceleration feel)	Heuristic prior / general motor-skill transfer	2026	Internal sports science heuristic	Started small-positive: bouldering improves body tension/bracing, dynamic balance, and coordinated movement sequences that can help a new skater’s stability and re-positioning.	Open source
[125]	Climb-to-forward overlap: short explosive efforts and change of direction	Bayesian adjustment for shared ‘explosive burst + coordination’ component	2026	Internal sports science heuristic	Adjusted upward slightly because forwards rely on repeated high-intensity bursts (accelerate, cut, stop) where bouldering’s short power and control can transfer as general athleticism.	Open source
[126]	Weak similarity in stick/puck handling + finishing timing	Downward adjustment for weak overlap in puck skills and on-ice skating mechanics	2026	Internal sports science heuristic	Reduced: forward scoring/creation depends heavily on hockey-specific skills—stickhandling, puck tracking, passing/shot release timing, and skating mechanics specific to ice—none are trained directly by bouldering.	Open source
[127]	Climbing (lead) → Ice hockey (forward) plausibility-based transfer estimate	Internal domain knowledge / cross-skill overlap assessment	2026	Internal	Estimated low positive carry-over from general coordination, balance/proprioception, and maintaining technical execution when fatigued. Discounted because forward success is dominated by hockey-specific skating edgework and acceleration, puck-handling and stick/shot timing, opponent-reactive decision-making, and timing/skills in contact transitions—not trained by lead climbing.	Open source
[128]	Shared explosive movement qualities: acceleration, balance, coordination	—	2026	Internal synthesis	Supports a small positive carry-over because climbing speed reflects explosive force, body tension control, and repeated coordination that can help forwards with quick bursts, skating stability, and transition play.	Open source
[129]	Low direct technique overlap: hold-based acceleration vs ice skating + puck handling	—	2026	Internal synthesis	Limits correlation because forward success is dominated by ice-skating mechanics (edgework, acceleration/braking), puck-carrying/handling, and shooting/finishing timing—skills not trained by speed climbing mechanics.	Open source
[130]	Perception/game reading transfer limited without hockey-specific reps	—	2026	Internal synthesis	Adds only a little because while climbing involves reacting quickly to movement constraints, hockey forwards rely heavily on opponent/puck tracking and tactical decision-making under contact.	Open source
[131]	Perceptual tracking and reaction transfer	General sports-skill transfer knowledge	n/a	Sports science domain knowledge	Cricket all-rounders develop good timing and ball/passing reaction while tracking fast-moving projectiles. Ice hockey forwards also rely on tracking the puck and reacting quickly to gaps and shot/pass cues.	Open source
[132]	Composure and decision-making under pressure	General sports-skill transfer knowledge	n/a	Sports science domain knowledge	Both roles require making effective decisions in fast-changing sequences while maintaining focus across repeated high-stakes moments.	Open source
[133]	Skating + puck-handling is highly sport-specific	General sports-skill transfer knowledge	n/a	Sports science domain knowledge	Forwards depend heavily on ice-specific skating mechanics, stick handling, puck-carrying angles, and finishing techniques, which cricket does not train directly.	Open source
[134]	Team systems and positional reads differ	General sports-skill transfer knowledge	n/a	Sports science domain knowledge	Hockey forechecking, zone entries, and offensive chance creation patterns are rule/system-specific, so cricket knowledge transfers only partially.	Open source
[135]	Constraint: ignore reach/physical advantages	General sports-skill transfer knowledge	n/a	Sports science domain knowledge	Forwards can benefit from size/strength/stride reach and other physical traits; excluding body-proportional advantages reduces predictive power to a small skill/mentality component.	Open source
[136]	Skill-overlap reasoning between cricket batter perceptual-motor skills and ice hockey forward offensive skating/puck skills	Assumed from sports-skill overlap heuristics (no single study cited)	2026	Internal sports science synthesis	Used a low positive correlation: cricket batting carries hand–eye timing and rapid coordination, which can help puck tracking and decision-making in hockey. But forward success is dominated by skating efficiency, stick/puck handling, passing/shot mechanics, and offensive tactics—largely non-overlapping with bat striking.	Open source
[137]	Cricket overarm bowling vs hockey forward skating/puck skills	Motor-program mismatch	N/A	Sports science knowledge (no single citation)	Bowler success is driven by overarm delivery mechanics and ball release; ice hockey forward success is dominated by skating, puck handling, shot mechanics, and finishing—different core motor programs.	Open source
[138]	Anticipation and reaction transfer in fast interactive sports	Shared read-and-react under speed	N/A	Sports science knowledge (no single citation)	Both roles require reading play/ball cues early and responding quickly under time pressure, supporting a small positive cognitive-perceptual carryover.	Open source
[139]	Elite performance correlates with faster adaptation	General athletic learning rate	N/A	General evidence base (no single citation)	Prior technical success often predicts better practice structure and faster acquisition of new sport skills, adding modest correlation.	Open source
[140]	Finishing/puck-carry mechanics limit predictive power	Forward-specific determinants dilute transfer	N/A	Sports science knowledge (no single citation)	Forwards rely heavily on puck-carry decisions, stick handling, and offensive timing; those are not trained by bowling, keeping the ceiling low.	Open source
[141]	Cross-training background varies widely	High between-athlete variability	N/A	Methodological heuristic (no single citation)	Some bowlers may also have strong hockey/surface skating background; others do not, widening the uncertainty.	Open source
[142]	Reactive tracking and decision speed transfer (ball tracking ↔ puck tracking)	—	—	General sports science knowledge	Wicketkeeping involves fast visual tracking and reactive decisions; hockey forwards also rely on reading the play early and reacting quickly to puck movement and opponent actions.	—
[143]	Low-ready balance overlap for getting into the play	—	—	General coaching principles	Both roles benefit from coordinated body control from a flexed/ready posture and quick changes of direction at short time scales.	—
[144]	Demand mismatch: stick/puck handling, skating mechanics, and shot execution	—	—	General training principles	Ice hockey forward success is heavily driven by skating technique, stick handling, puck control/carrying, finishing mechanics, and transition tactics—skills wicketkeeping does not train directly.	—
[145]	Ball dynamics and contact/deflection effects differ	—	—	General sports training considerations	Cricket balls arrive with different trajectories and bounce/seam behaviors than a puck on ice, and hockey involves stick-deflection physics and contact tolerance; this limits technique-only transfer.	—
[146]	MTB XC → ice hockey forward prior (general conditioning + balance + shift endurance): very low-positive	No single definitive study	2026	Internal sports science reasoning	Cycling XC can transfer general coordination, balance/proprioception, and the ability to sustain repeated high-effort bouts—useful for skating shifts and maintaining form.	Open source
[147]	Specificity penalty: hockey forward success depends on skating edges + stick/puck timing	No single definitive study	2026	Internal sports science reasoning	Forward performance is dominated by ice-specific skating mechanics (edges, pivots, acceleration/deceleration), puck handling, shot timing, and offensive reads—skills not trained by MTB XC.	Open source
[148]	Small uplift: uneven-terrain motor control supports edge work learning	No single definitive study	2026	Internal sports science reasoning	Off-road riding requires rapid micro-adjustments, which may help some athletes learn skating transitions and route/stance changes faster.	Open source
[149]	Technique specificity mismatch (pedaling/aerobic pacing vs skating + stick/puck skills)	Authors n/a	2026	Internal reasoning	Cycling climber success depends on sustained aerobic power-to-weight and pacing on a bike. Ice hockey forward success is driven by skating mechanics (accel/lateral/stop-start), stickhandling/puck control, shot mechanics, and chance-creation timing—limited direct overlap.	—
[150]	Indirect conditioning/coordination transfer (small positive)	Authors n/a	2026	Internal reasoning	A climber’s conditioning, leg coordination, and ability to maintain output when fatigued can slightly improve training adaptation and learning rate for skating/shift demands.	—
[151]	Aggression/contact and transition demands not prepared by cycling climbing	Authors n/a	2026	Internal reasoning	Forwards require frequent rapid accelerations, quick direction changes, and skill execution under physical contact and pressure; these are not directly trained by cycling climbing, damping transfer.	—
[152]	High variance from prior stick-sport/ice exposure	Authors n/a	2026	Internal reasoning	Observed correlation will be higher for athletes who’ve already played ice hockey or similar stick/hand-eye sports and lower for others; this broadens the standard deviation.	—
[153]	Baseline athletic/effort-readiness transfer	Authors n/a	2026	Internal sports-science priors	Cycling sprinter success correlates weakly with broader athletic traits (training discipline, repeated high-intensity work capacity, staying effective when tired), which can slightly support ice hockey performance.	—
[154]	Transition/tempo anticipation overlap is modest	Authors n/a	2026	Internal sports-science priors	Road cycling races require reading attacks and responding quickly; hockey forwards also need anticipation for breakouts and chance creation, giving a small positive component.	—
[155]	Specificity penalty: pedaling torque vs hockey edge/handling/finishing	Authors n/a	2026	Internal sports-science priors	Forward success depends heavily on hockey-specific skating (edge control, acceleration/deceleration), puck handling, shooting timing, and positioning in 3D space—techniques with limited overlap with cycling sprint mechanics.	—
[156]	Movement-pattern mismatch (cyclic power vs open-play multi-directional skating)	Authors n/a	2026	Internal sports-science priors	Cycling is cyclic lower-limb force on a stable frame; hockey skating and play involve frequent changes in direction, posture changes, and contact/avoidance, limiting technique/skill transfer.	—
[157]	Transfer is limited when core perceptual-motor patterns differ	Transfer of learning (general)	2020	Sports science domain knowledge (synthesis)	Used to set a low positive baseline because cycling TT shares conditioning/training habits, but ice-hockey forward performance depends on very different on-ice skating and puck interaction skills.	Open source
[158]	TT success reflects sustained power and pacing more than reactive ball skills	Time trial performance determinants (general)	2017	Cycling physiology knowledge (synthesis)	Supports lowering correlation: TT technique is largely pedaling efficiency and sustained output, not fast puck-read reactions or stickhandling.	Open source
[159]	Forwards rely on puck timing, stickhandling, acceleration/braking, and finishing under pressure	Ice hockey forward determinants (general)	2016	Ice hockey sport knowledge (synthesis)	Reduces the estimate further: forwards are judged heavily on skating with the puck, stickhandling timing, chance creation, and finishing/reads—skills not trained in TT cycling.	Open source
[160]	Overlap-heuristic: cycling endurance → ice hockey forward (limited technical overlap)	N/A (estimated via overlap/demand heuristic rather than a single exact study)	N/A	N/A	Used shared general athletic factors (repeated high-effort conditioning, training consistency, some lower-limb coordination). Strongly down-weighted because forward success in ice hockey depends on ice-specific skating technique (accel/braking/edge work), puck/hand-eye timing, stickhandling under pressure, shooting mechanics, offensive positioning/reads, and handling contact—skills largely absent in velodrome endurance cycling.	Open source
[161]	Explosive leg power and transition bursts transfer somewhat to hockey skating changes	Authors n/a	2026	Internal domain knowledge	Sprint track cycling supports rapid acceleration, leg drive, and repeated high-intensity efforts, which can help forwards with first-step speed, gaps, and transition bursts.	—
[162]	Forward hockey is dominated by skating + stick/puck mechanics and open-play reads	Authors n/a	2026	Internal domain knowledge	Success for ice hockey forwards depends heavily on skating technique (edges, stops/starts, turns under control), puck handling, shooting mechanics, and reactive playmaking—skills not trained by velodrome sprint cycling.	—
[163]	Open-skill environment reduces technique transfer from cycling	Authors n/a	2026	Internal domain knowledge	Hockey requires opponent-dependent timing and perception-action under contact and changing puck trajectories; sprint cycling is comparatively closed/repeatable, lowering predictive correlation.	—
[164]	Epee success reflects timing, distance/angle judgment, and coordinated reactive footwork	Fencing performance determinants (general)	N/A	General sports science / fencing coaching literature	Supports a modest transfer because forward play in hockey benefits from reading threats early and reacting with well-timed footwork and positioning.	Open source
[165]	Forward success depends on skating efficiency, puck tracking/handling, shot mechanics, and offensive timing within game systems	Ice hockey forward determinants (general)	N/A	General sports science / ice hockey coaching literature	Limits carry-over: hockey forwards are dominated by skating mechanics and puck/shot tool skills not trained in epee.	Open source
[166]	Transfer is constrained when dominant tool/biomechanics differ	Skill transfer across sports (general)	N/A	General motor learning / sport psychology research	Justifies a low-to-modest positive correlation rather than high.	Open source
[167]	Transfer of training (motor/perceptual skill transfer; conceptual)	Transfer of training: timing and decision-making under pressure (conceptual)	n.d.	General sports science literature	Foil rewards timed commitments and reading the opponent; these can help forwards make faster, better decisions in hockey.	Open source
[168]	Perception–action and anticipation in interactive sports (conceptual)	Perceptual anticipation overlap in opponent sports (conceptual)	n.d.	General perceptual-motor / sport psychology synthesis	Both sports require reading opponent intent early and reacting with timed movement; this supports a modest positive correlation.	Open source
[169]	Task specificity limits cross-sport prediction (conceptual)	Mechanics and interaction mismatch: weapon-point vs puck-stick skills (conceptual)	n.d.	General motor learning principles	Hockey forward success is dominated by skating/puck-handling/shot mechanics and real contact/momentum situations not trained by foil’s lunge/point-control against a non-ball target.	Open source
[170]	Estimated carry-over from fencing sabre to ice hockey forward	Unnamed (model-based synthesis)	2026	Internal sports-science reasoning	Used to estimate modest positive correlation from shared technique-level abilities: fast perception-action timing, explosive direction changes, and coordinated upper/lower-body movement under pressure. Heavily discounted because hockey forward success depends strongly on ice-skating mechanics, puck handling, shooting mechanics, forechecking positioning, and transition reads—skills not trained in sabre fencing (and body-proportion effects excluded).	Open source
[171]	cross-ice-invasion baseline (internal)	Bayesian prior: perception/decision transfer moderate-low across hockey goalkeeping to hockey forwards when core techniques differ	2026	Internal reasoning	Set ~0.10–0.18 baseline because both involve ice/roller-type hockey categories with high-speed play, but the dominant technical systems differ (goalie stick/leg saves vs forward puck-carrying/finishing).	Open source
[172]	anticipation and transition overlap	Upward adjustment: shared reactive/anticipatory skills + transition reading	2026	Internal reasoning	Adjusted upward slightly: a goalie learns to read attackers early, understand shooting/attack patterns, and maintain positioning/angles—useful for forwards’ decision-making and finding scoring chances.	Open source
[173]	skating and puck-mechanics mismatch	Downward adjustment: skating/edgework and puck-carrying mechanics mismatch	2026	Internal reasoning	Reduced because a forward’s success depends heavily on skating/edgework, puck handling/carry, stickhandling timing, and offensive zone execution—skills not primarily developed in field-hockey goalkeeping.	Open source
[174]	Internal priors: hockey outfield to ice-hockey forward via transition instincts and skating readiness	Authors n/a	2026	Internal reasoning	Set a low-to-modest baseline positive correlation because both involve team invasion play, rapid reads, transition moments, and creating/finishing chances—skills that can partially transfer despite different movement environments.	—
[175]	Technique mismatch discount: stick handling on ice + skating for forwards	Authors n/a	2026	Internal reasoning	Reduced because ice-hockey forward success is dominated by ice-skating mechanics (edge work, pivots), puck-specific stick handling and passing angles on ice, and distinct offensive timing/finishing techniques under different rules; these are not trained by field-hockey outfield roles. Transfer is mainly perceptual/game sense.	—
[176]	Prior heuristic: golf precision to hockey forward scoring	Authors n/a	2026	Internal sports science heuristic	Start with a low positive correlation: both reward technical execution and staying accurate under pressure, but golf does not train the core hockey motor patterns.	—
[177]	Perceptual/decision overlap (timing + anticipation)	Authors n/a	2026	Internal sports science heuristic	Slightly increase because hockey forwards must time shots and anticipate play, which has some conceptual similarity to timing/aiming in golf.	—
[178]	Motor-mechanics mismatch (club impact vs skating/puck handling/shot release)	Authors n/a	2026	Internal sports science heuristic	Decrease because forward success is dominated by skating mechanics, puck control, stick handling, and hockey-specific shot release/angle play—largely absent in golf.	—
[179]	Reactive opponent context mismatch	Authors n/a	2026	Internal sports science heuristic	Keep correlation modest: hockey is highly opponent-driven with continuous speed/trajectory changes; golf shots are mostly to a fixed target without live opponents.	—
[180]	Transfer of balance, coordination, and movement control across sports (general motor learning)	General motor skill transfer / coordination	various	Sports science / motor learning literature	Used to justify a small positive carryover: artistic gymnastics improves balance recovery, body control, and rapid re-positioning, which helps forwards with skating transitions and changing direction.	Open source
[181]	How bracing and controlled high-force movement relates to fast stopping/starting (representative)	Contact/impact stability mechanics (representative)	various	Strength & conditioning / biomechanics knowledge	Adds a slight uplift because gymnastics teaches trunk stiffness/bracing and controlled force application relevant to maintaining stability when accelerating/braking at speed.	Open source
[182]	Ice hockey forward performance is dominated by skating + puck-handling + tactical reads	Ice-hockey specificity mismatch	various	Coaching/performance practice knowledge	Limits carryover: forwards depend heavily on ice-specific skating mechanics (edge work), stickhandling/puck control, shot mechanics, and tactical timing/reads—only indirectly related to gymnastics technique.	Open source
[183]	Rhythmic gymnastics to ice hockey forward movement quality prerequisites	General balance/proprioception and coordination transfer	N/A	Internal reasoning	Set a small positive baseline: rhythmic gymnastics develops balance, proprioception, and whole-body coordination that can help a forward with stance stability, skating posture, and quick reorientation.	Open source
[184]	Why ice-skating edge control limits transfer	Skating mechanics specificity limitation	N/A	Internal reasoning	Reduced because forward success depends heavily on ice-specific skating mechanics (edge control, acceleration/braking on ice, backward-to-forward transitions, tight turns) not directly trained in rhythmic apparatus.	Open source
[185]	Forward performance dominated by puck + stick timing under opposition	Puck tracking, stick skills, and attacking stimulus-response limitation	N/A	Internal reasoning	Further reduced because technique outcomes rely on hockey-specific perceptual-motor skills: tracking the puck at speed, stick positioning for carries/receives, shot timing/release, and reading defenders—skills not trained by rhythmic routines.	Open source
[186]	Variance from other ice/roller/field hockey or skating experience	Background/transfer variance	N/A	Internal reasoning	Kept std dev moderate because rhythmic gymnasts may have varied prior stick-and-ball or skating exposure, changing true transfer substantially.	Open source
[187]	Trampoline improves dynamic balance for skating posture	General balance/coordination transfer (Bayesian heuristic)	2026	Internal heuristic synthesis	Sets a small baseline positive correlation because trampoline builds proprioception and whole-body balance that can help a forward maintain skating posture and recover from small errors (excluding reach/size effects).	Open source
[188]	Ice hockey edge mechanics are highly specific	Edgework and lateral acceleration specificity mismatch (Bayesian heuristic)	2026	Internal heuristic synthesis	Reduces correlation: trampoline does not train skate-edge turns, lateral acceleration patterns, and glide mechanics fundamental to forwards.	Open source
[189]	Forward success depends on stick skills and puck finishing	Puck-handling/shot technique gap (Bayesian heuristic)	2026	Internal heuristic synthesis	Caps transfer because finishing and chance creation require hockey-specific puck control, passing/shot mechanics, and timing with the stick—none trained directly by trampoline.	Open source
[190]	Crucial hockey choices are opponent-driven	Opponent/decision cycle mismatch (Bayesian heuristic)	2026	Internal heuristic synthesis	Slightly lowers further since trampoline reaction is mostly self-generated, while forwards must constantly read pressure/space and select actions against opponents.	Open source
[191]	Handball backcourt → Ice hockey forward	Authors n/a	2026	Internal sports-science reasoning	Estimated small-to-moderate positive carry-over from shared high-tempo offensive skills: fast decision-making, tracking a fast object, and perimeter-style creation/finishing under pressure. Reduced because hockey forward performance depends heavily on ice-skating technique (pivots, acceleration/deceleration), puck handling/control, stick-specific passing/shot mechanics, and shot execution in hockey-specific physics and rules.	—
[192]	Heuristic overlap mapping: handball goalkeeper → ice hockey forward	Authors n/a	2026	Internal sports-science reasoning	Transferred only technique/skill/mentality: rapid perception-action under pressure, anticipation, staying calm, and reading opponents’ body cues. Added modestly because forwards also need to react quickly and create chances in traffic. Reduced because goalkeeper-specific catching/diving mechanics differ from hockey skating/puck control/shot mechanics.	—
[193]	Bayesian adjustment for large technique mismatch (catch/deflect vs skate/puck)	Authors n/a	2026	Internal sports-science reasoning	Started with low-positive prior for different sports. Increased slightly for shared 'read fast + react' demands, then capped because primary determinants for a forward are hockey-specific: skating speed/edges, puck handling, shooting mechanics, and forechecking/positions.	—
[194]	Heuristic Bayesian estimate from shared perceptual-reactive and close-quarter/transition demands; reduced by lack of hockey-specific skating and puck/stick mechanics in pivot handball	OpenAI sports-science reasoning model	N/A	N/A	Used to estimate a modest positive carryover: both pivot and hockey forward roles involve quick reads in traffic and executing skill actions under pressure near offensive zones. Correlation reduced because hockey forward performance depends heavily on skating edge work, puck control, stickhandling/passing, and specific checking/zone-play mechanics not trained by pivot handball.	Open source
[195]	Handball wing → ice hockey forward: carryover from open-space attacking and fast reads	Shared fast-tempo offensive transition skills	2026	Assistant synthesis	Set modest positive correlation because both roles emphasize attacking in transition/space, fast decision-making, and acting quickly at speed.	—
[196]	Wing: angle-based finishing, ball-in-motion decisions, and rapid execution	Handball wing skill requirements	2026	Assistant synthesis	Identified transferable components: anticipating defensive structure, timing releases/finishes, and coordinating movement while moving into space.	—
[197]	Forward: skating mechanics, puck handling, forecheck, and goal-scoring timing	Ice hockey forward skill requirements	2026	Assistant synthesis	Limited overlap because key determinants are hockey-specific: skating efficiency, puck control with stick, shooting mechanics on skates, and forechecking/defensive/offensive zone systems.	—
[198]	Why same-sport position changes still correlate via shared fundamentals	Within-sport skill transfer (intra-sport)	N/A	Sports skill transfer principles (synthesis)	Defensemen and forwards both share core ice-hockey technical/tactical/conditioning fundamentals: skating, puck handling, reading plays, and competing at high speed. That produces a fairly strong positive correlation.	Open source
[199]	Lower correlation when positions require different primary tasks	Position-specific specialization (general)	N/A	Role specialization in team sports (general)	Forwards emphasize puck-carrying, chance creation, and finishing, while defensemen emphasize coverage, gap control, and transition/defensive responsibilities. This specialization reduces the correlation from very high (like 0.8+) to moderate-high.	Open source
[200]	Shared perceptual-cognitive demands across roles	Decision-making overlap (general)	N/A	Perceptual-cognitive skills in team sports (general)	Both roles require rapid scanning, anticipating opponent transitions, and selecting actions under time pressure, sustaining correlation.	Open source
[201]	Training bias changes who becomes elite at each position	Different practice focus and skill weighting (general)	N/A	Coaching and skill acquisition (general)	Because coaches and players often focus practice differently by position (finishing vs defending), some variance becomes position-specific, increasing spread (std dev).	Open source
[202]	Transfer of learning from ice hockey goalkeeper to ice hockey forward	Within-sport role transfer reasoning (goalkeeper to forward in same sport)	N/A	Sports science reasoning (no single empirical dataset specified)	Estimated high carry-over because both positions share the same sport and skating/puck-tracking/decision-making environment; limited by major role-specific differences (save/crease mechanics vs puck-carry/finishing, forechecking and offensive timing).	Open source
[203]	Heuristic estimate: modest judo-to-hockey-forward transfer via balance, leverage, and getting shots off under pressure	Heuristic: judo balance/contact tolerance and body control → offensive engagement and physical battles in hockey, General sports science reasoning	Unknown	Sports science reasoning	Used to justify a modest positive correlation: judo can help with maintaining posture during contact, using leverage, and reorienting quickly in chaotic situations—useful for forwards who battle in traffic and transition.	—
[204]	Heuristic estimate: hockey forward performance is dominated by skating and puck skills not trained in judo	Heuristic: large skating/puck-skill specificity limits ranking transfer, General sports science reasoning	Unknown	Sports science reasoning	Used to cap correlation because forward success depends heavily on ice skating mechanics/edge work, puck tracking, stickhandling/passing/shot timing, and offensive positioning/tactics that are very sport-specific.	—
[205]	Attacker-to-forward transfer via reaction and transition offense	Internal sports-science synthesis	2026	Model reasoning	Adds a small positive baseline because lacrosse attacker play is built around rapid offensive decisions, pace, transition creation, and finishing under pressure—conceptually similar to an ice hockey forward’s chance-creation and finishing duties.	—
[206]	Major technique/constraint mismatch: stick on ice vs stick on field	Internal sports-science synthesis	2026	Model reasoning	Reduces correlation because ice hockey forward skill is dominated by ice skating mechanics (including stops/turns), puck control on low-friction ice, and hockey-specific stickhandling and passing angles that differ from lacrosse stick possession and ball release.	—
[207]	Contact and spacing context differ	Internal sports-science synthesis	2026	Model reasoning	Further reduces correlation because lacrosse attacker contact patterns and evasive ball/space creation occur in a different rules/spacing environment than hockey’s checking, board play, and offensive zone structure; this creates noise in predicting forward success.	—
[208]	Cross-sport transfer intuition (lacrosse defender → ice hockey forward)	Authors n/a	2026	Sports science reasoning	Set a modest positive correlation based on shared qualities: spatial awareness, quick read/anticipation, and comfort in contested play. Lowered because forward scoring/creating chances in ice hockey is strongly driven by skating mechanics, puck-handling/shot technique, and offensive transition timing specific to hockey rather than lacrosse defensive stick-checking.	—
[209]	Some shared perceptual-reaction skills (tracking moving puck/ball)	General sport-transfer reasoning (no single paper)	2026	Sports science knowledge synthesis	A lacrosse goalkeeper’s success indicates strong visual tracking and fast reaction to a fast moving projectile, which can help forwards in ice hockey read and respond to puck movement.	Open source
[210]	Different role demands: defensive shot-stopping vs offensive chance creation	General sport-transfer reasoning (no single paper)	2026	Sports science knowledge synthesis	Goalkeeping is primarily defensive positioning and saving; ice hockey forwards emphasize puck-carrying, creating plays, and finishing—reducing transfer.	Open source
[211]	Major technical mismatch: stick-catch vs skating/puck handling and finishing mechanics	General sport-transfer reasoning (no single paper)	2026	Sports science knowledge synthesis	Hockey forward skills depend heavily on skating mechanics, puck control/handling, stickhandling timing, and shooting mechanics on ice. Those aren’t directly trained by lacrosse goalie stick saves, limiting correlation.	Open source
[212]	Invasion-game transition and reaction transfer to hockey forward reads	Transition play + reactive decision-making transfer	N/A	Sports science synthesis (general)	Supports a modest positive correlation because lacrosse midfielders excel at attacking/defending transitions, reading play quickly, and making fast decisions in traffic—skills relevant to how hockey forwards create chances.	Open source
[213]	Ball/puck tracking and timing overlap across stick-and-ball / stick-on-ice sports	Hand-eye coordination under speed (puck tracking vs ball tracking)	N/A	Sports science synthesis (general)	Adds correlation because both require rapid tracking of a moving projectile (lacrosse ball/puck-like) with coordinated stick/upper-body actions while skating/moving.	Open source
[214]	Ice-hockey forward success is constrained by skating + puck mechanics	Skating and puck-control technique specificity	N/A	General performance knowledge	Reduces correlation: forward performance depends heavily on ice skating mechanics (edges, pivots, stops), stickhandling patterns on ice, and shooting/carrying techniques that lacrosse midfield doesn’t train directly.	Open source
[215]	Rules and contact/shot dynamics differ between lacrosse and hockey	Equipment/rules and contact context mismatch	N/A	General performance knowledge	Further reduces predictiveness because puck shot trajectories, friction/ice effects, body-contact rules, and offensive-zone structure differ from lacrosse, limiting direct technique transfer.	Open source
[216]	Padel-to-ice-hockey forward transfer estimate (technique/learning overlap only)	Internal skill-transfer calibration (no external study supplied)	2026	Internal reasoning	Estimated small positive correlation. Shared: reacting quickly to a fast moving object, reading opponents/space, and performing under continuous tempo pressure. Reduced because ice-hockey forward success is dominated by skating-specific mechanics, puck handling/stickhandling under ice puck dynamics, passing/receiving timing with stick and body positioning, and shooting mechanics in traffic—skills padel doesn’t directly train (racket-and-wall rebound cues differ greatly from puck-on-ice trajectories and require different contact/force-transfer patterns).	Open source
[217]	Shared perceptual timing and tracking the puck/ball-like object	Authors n/a	2026	Internal reasoning prior	Pickleball strongly trains tracking a small, fast object and reacting to it with timing. Ice hockey forwards also rely on reading puck movement and reacting quickly to create scoring chances.	—
[218]	Reactive transition decision-making overlap (create chance quickly)	Authors n/a	2026	Internal reasoning prior	Both sports involve rapid transitions from one action to the next and making decisions under time pressure, which can slightly aid offensive timing and chance creation.	—
[219]	Skating technique and puck handling are major hockey-specific barriers	Authors n/a	2026	Internal reasoning prior	Forward success in hockey is heavily dependent on skating mechanics, edge control, stick handling, puck release, and offensive positioning—skills not trained in pickleball, strongly limiting correlation.	—
[220]	Stick/paddle mechanical mismatch reduces transfer	Authors n/a	2026	Internal reasoning prior	Pickleball paddle contact and return mechanics differ from hockey stick handling and shooting. This mismatch reduces predictive value from paddle performance.	—
[221]	Team tactics and role structure create variance in ‘forward success’	Authors n/a	2026	Internal reasoning prior	Forward outcomes depend on teammates, systems, opponent matchups, and coaching/role execution. Those factors add noise relative to pickleball, lowering observable correlation.	—
[222]	Transfer reasoning (rowing lightweight → ice hockey forward): general coordination/endurance vs limited overlap in skating + puck handling/finishing	Internal synthesis: lightweight rowing → ice hockey forward	2026	Internal synthesis	Used overlap in general athletic coordination, balance/posture control, and maintaining performance under fatigue. Down-weighted because ice hockey forward success depends heavily on ice-specific skating mechanics (edge work, acceleration/deceleration), puck/stick-eye timing, puck handling and shooting technique, and high-frequency reactive transition play—skills not trained by rowing’s cyclic stroke pattern.	—
[223]	Rowing propulsion mechanics share limited overlap with forward skating + puck skills	Non-specified (technique specificity)	n/a	Sports science consensus	Caps transfer because rowing doesn’t train ice-hockey-specific skating acceleration/braking, puck handling stick skills, shot mechanics, or attacking positioning and decision timing.	Open source
[224]	General balance/whole-body coordination helps learning hockey footwork	Non-specified (coordination and body control)	n/a	Sports science consensus	Adds a small positive component: rowing improves whole-body coordination and balance, which can help a forward learn skating angles, stopping, and maintaining posture at speed.	Open source
[225]	Endurance and repeated high-intensity tolerance supports hockey workload adaptation	Non-specified (conditioning/work-rate)	n/a	Sports science consensus	Slightly increases correlation because forwards must repeat hard shifts and keep intensity across training/matches; rowing openweight builds strong endurance and repeatability.	Open source
[226]	Transition/space awareness and physical reading overlap	Authors n/a	n/a	Sports science transfer synthesis (no single canonical citation)	Rugby halfback/midfield success includes reading opponents quickly, timing movement into space, and creating/finishing chances in transition. Hockey forwards also rely on similar game-vision and transition decisions.	—
[227]	Skating and puck-handling technique mismatch	Authors n/a	n/a	Coaching-position-demand synthesis (no single canonical citation)	Ice hockey forward success depends heavily on ice skating mechanics, puck handling with stick, and shooting mechanics on ice. Rugby distribution/collision skills do not train those technique fundamentals.	—
[228]	Different movement constraints and friction environment	Authors n/a	n/a	Motor learning/constraint mismatch synthesis	Rugby involves running/cutting and contact; hockey forward skating involves glide balance, edge control, and stick/body angling under different friction and balance constraints, limiting direct carryover.	—
[229]	High conversion variance from running/collision sports to skating-dependent attacking roles	Authors n/a	n/a	Bayesian conversion variance prior (no single canonical citation)	Athlete-to-athlete spread should be fairly large because adapting rugby skills to skating speed/edgework and puck-handling varies a lot.	—
[230]	No strong negative transfer expected (technique-only framing)	Authors n/a	n/a	Model constraint (no technique-harming transfer)	Rugby does not systematically teach mechanics that would actively reduce hockey forward technique; at worst it provides limited upside rather than consistent harm.	—
[231]	Rugby loose forward → Ice hockey forward overlap assessment	N/A (model-based estimation)	2026	Internal sports science reasoning (no single external source used)	Used to estimate carry-over by crediting shared elements relevant to hockey forward play: high work-rate, contact tolerance, decision-making in fast-changing plays, and open-field movement/transition running mechanics (to some extent). Discounted hockey-specific technical constraints: ice skating technique (edges, stride efficiency, acceleration/braking on ice), stick handling/timing with a puck, offensive zone positioning relative to puck and opponents, and hockey system-specific roles/plays that rugby does not train.	Open source
[232]	Transition athleticism and open-ice speed overlap	—	N/A	Sports science synthesis	Outside backs succeed with pace, acceleration, and reacting in open space; hockey forwards similarly rely on skating speed and quick transitions to create chances.	Open source
[233]	Puck/ball tracking and reactive playmaking	—	N/A	Sports science synthesis	Rugby outside backs track the ball and read developing play under pressure, which supports early puck-reading and decision-making for forwards.	Open source
[234]	Contact tolerance and physical engagement	—	N/A	Sports science synthesis	Rugby’s tackling/engagement experience can modestly transfer to the physical nature of battling and checking for hockey forwards.	Open source
[235]	Major mismatch: skating biomechanics and hockey stick handling	—	N/A	Sports science synthesis	Forward success depends heavily on ice skating technique (including acceleration and edgework) and stickhandling/puck control/shot mechanics that rugby does not train directly.	Open source
[236]	Role constraints: structured offensive patterns and systems	—	N/A	Sports science synthesis	Hockey forwards operate within structured lines, forechecking systems, passing lanes, and timing tied to puck possession; rugby outside-back attacking reads don’t fully map.	Open source
[237]	Skill-transfer plausibility framework (contact/defense role stress tolerance → hockey forward anticipation/puck-carry pressure)	N/A (synthesis)	2026	Internal reasoning	Estimated carry-over from rugby union tight-five success (contact resilience, close-range force/leverage, composure under repeated collisions, structured role discipline) to ice hockey forward success (anticipation, puck-carry under pressure, chance creation/finishing), excluding body-proportion traits and emphasizing technique/skills overlap.	Open source
[238]	Dynamic balance + force-absorption transfer to skating stances	Reasoned synthesis (no single dataset assumed)	2026	Sports science reasoning	Downhill/super-G skiing builds dynamic balance at speed and the ability to absorb/recover from perturbations, which can modestly help hockey forwards with skating stability, maintaining posture on entries, and changing direction under pressure.	Open source
[239]	Technique mismatch: edge control on skis vs hockey skating mechanics	Reasoned synthesis (no single dataset assumed)	2026	Biomechanics + skill transfer reasoning	Forward success in ice hockey depends strongly on hockey-specific skating mechanics (acceleration, pivots, stopping/starting), stickhandling, and passing/shot timing—skills not trained by skiing’s edging/line-holding technique.	Open source
[240]	Ball/puck-handling and discrete opponent-driven timing mismatch	Reasoned synthesis (no single dataset assumed)	2026	Cognitive/temporal reasoning	Ski racing is mostly continuous control on a fixed course, while hockey forward play is discrete and opponent-driven (puck reads, chance creation, finishing timing), limiting technique/timing correlation.	Open source
[241]	Transfer of dynamic balance and efficient direction change to skating-based team sports	Dynamic balance and lateral skating-adjacent control	N/A	General sports science principles	Used to justify a small positive correlation because technical alpine skiing builds rapid re-centering, balance under speed, and controlled force absorption—useful for forwards needing quick stops/starts and edge control on ice.	Open source
[242]	Sport-specific performance drivers in hockey forwards	Ice hockey forward specificity (puck handling + shooting timing)	N/A	Ice hockey coaching principles	Capped the correlation since forward success is dominated by puck perception, stickhandling, passing/shot timing, and offensive decision-making—skills not trained in slalom/GS.	Open source
[243]	Different perceptual constraints reduce predictive transfer	Perceptual-action mismatch (terrain vs moving puck/opponent)	N/A	Motor learning/perception principles	Reduced overestimation because skiing cues are self-driven terrain/edge forces, while hockey requires continuous opponent/goal/puck-based read-and-react.	Open source
[244]	Modeled low positive transfer (endurance/coordination → attacking skating with stick)	General athletic endurance/balance transfer estimate (ski XC → ice hockey forward)	2026	Sports science reasoning (modeled estimate)	Set a small positive correlation: skiing XC indicates aerobic conditioning, balance, and movement efficiency that can help a hockey forward skate through shifts and maintain technique. But forward success is heavily driven by ice-skating mechanics, puck tracking/handling, stick skills, and offensive timing not trained by XC skiing.	Open source
[245]	Balance on moving/slippery surfaces helps skate stability	Dynamic balance/proprioception carryover (no single dataset)	2026	Internal heuristic	Snowboarding improves dynamic balance and lower-body proprioception, which can modestly help forwards stay stable while accelerating, cutting, and maintaining control at speed.	Open source
[246]	Carving/edge work vs hockey stride/stops/starts	Skating-mechanics mismatch (no single dataset)	2026	Internal heuristic	While both use edge/foot control, snowboarding’s edge engagement doesn’t directly train hockey-specific skating stride mechanics, stops/starts, and transition footwork needed for forward play.	Open source
[247]	Stick/puck control differs from board interaction	Puck/shot-handling modality mismatch (no single dataset)	2026	Internal heuristic	Forward success depends heavily on puck stickhandling, passing/shot timing, and executing under pressure—skills not trained by snowboarding.	Open source
[248]	Tracking fast moving objects can help reaction	Vision/reaction overlap limited (no single dataset)	2026	Internal heuristic	Snowboarding requires rapid visual adaptation to changing terrain; this can slightly support reading play and reacting earlier, but technical puck skills dominate.	Open source
[249]	Reading the play, anticipating opponents, and making fast decisions transfers across interactive sports	Perceptual-cognitive skill transfer in team invasion sports (general)	2010-2020	Applied sport science/perceptual-cognition literature (general)	Central defenders build strong anticipation and reaction habits; ice hockey forwards also need quick reads for breakouts and attacks.	Open source
[250]	Hand/eye and reaction timing show modest carryover when athletes track a moving ball/puck and act quickly	Visuomotor and reaction-timing overlap (general)	2010-2020	Motor learning/visuomotor literature (general)	Both sports require tracking a fast puck/ball and responding quickly; this adds a small positive effect.	Open source
[251]	Transfer is capped when core technique and movement patterns differ strongly	Technique architecture mismatch (general)	2010-2020	Transfer-of-training / sports skill acquisition research (general)	Soccer defending emphasizes tackling/aerial positioning; hockey forwards success depends heavily on skating mechanics, puck handling, stick skills, and finishing—technique mismatch limits correlation.	Open source
[252]	Different roles within and across sports increase variance because “success” is measured by different skill sets	Role demand mismatch: defender vs forward (general)	2010-2020	Coaching/position-analysis literature (general)	Even within ice hockey, forward excellence depends less on the defensive positioning skills that define a central defender, reducing predictive power.	Open source
[253]	Techniques/cognitive overlap estimate: soccer central midfielder → ice hockey forward	General sports-transfer reasoning (skill/learning overlap framework)	2026	Internal synthesis	Used to estimate carry-over via transferable elements: scanning/anticipation, quick decision-making in traffic, repeated high-tempo movement tolerance, and competitive duels mapped to forechecking/creating chances. Discounted strongly sport-native differences: ice hockey-specific skating mechanics/edgework, puck handling (stick control), shooting release timing, forward-specific offensive positioning systems and off-ice-to-ice timing. Excludes body-trait effects (reach/size).	Open source
[254]	Transfer prior: small positive when defensive reading/reaction can help transition to attacking roles	Generic skill-transfer prior (anticipation + reactive mobility)	2026	Internal reasoning prior	Sets a baseline in the ~0.05–0.15 range for cross-role transitions when perception/timing skills overlap but core technique differs strongly.	Open source
[255]	Goalkeeper → hockey forward transferable components (reading plays, timing defensive pressure)	Soccer goalkeeper transferable components	2026	Internal reasoning prior	Adds a bit because goalkeepers develop strong anticipation of the opponent’s actions, quick decision-making under pressure, and explosive mobility—useful for forwards’ reads and breakouts.	Open source
[256]	Forward: hockey-specific skating edges, puck handling, finishing mechanics	Ice hockey forward constraints	2026	Internal reasoning prior	Reduces because elite forward success depends heavily on skating technique on ice, puck control/carrying, stickhandling, shooting mechanics, and offensive forechecking/tactics—not trained in soccer goalkeeping.	Open source
[257]	Attacking-team invasion transfer with mixed technical overlap (ball/foot vs puck/stick)	Internal Bayesian skill/transfer estimate (soccer striker → ice hockey forward)	2026	Model reasoning	Estimated moderate positive correlation because both striker/forward roles are attack-focused and emphasize creating chances, accelerating into space, timing, and finishing under pressure in a fast transition environment. Reduced because core technique differs greatly: soccer striker finishing uses feet and ball control, while hockey forwards rely on puck/stick handling, skating-specific patterns, shot mechanics, and tactical roles tied to puck dynamics and ice.	—
[258]	Open-skill invasion transition and decision-making transfer	—	2026	General sports science reasoning	Used to justify a moderate carry-over because soccer winger and hockey forward both play attacking roles with frequent transitions, space creation, and rapid decisions.	Open source
[259]	Skating/locomotion vs running locomotion	—	2026	General sports science reasoning	Used to cap the correlation since key locomotor technique (backward skating, edge control, puck-based movement patterns) differs from soccer running and cutting.	Open source
[260]	Stick/puck handling and shot mechanics specificity	—	2026	General sports science reasoning	Used to reduce correlation because hockey forward success heavily depends on puck handling, stick angle/handling, and shot release mechanics—techniques not learned as a soccer winger.	Open source
[261]	Role similarity (attacker vs attacker) as the main driver	—	2026	General sports science reasoning	Used to set the baseline higher than for defensive roles, since both roles are primarily chance creation and finishing rather than protecting the net.	Open source
[262]	Softball catcher → ice hockey forward estimated carry-over	Heuristic sports-transfer model (general reactive sport cognition + coordination transfer; limited technique overlap)	2026	Internal synthesis	Estimated weak positive carry-over: shared elements include reactive tracking/anticipation and general hand-eye coordination. Strongly discounted because ice hockey forward success depends on skating mechanics, puck handling, passing/shooting timing, offensive positioning, and contact/transition technique that catcher receiving/blocking doesn’t train.	—
[263]	Baseline prior: softball field-player → ice hockey forward (skills-only)	Unknown (modeled estimate)	2026	Internal sports-science prior	Start low-positive: both involve reading a fast-moving object and reacting, but ice hockey forward play is dominated by skating mechanics and puck/stick technique.	—
[264]	Positive contributors: hand-eye coordination, quick perception, transition readiness	Unknown (modeled estimate)	2026	Internal sports-science prior	Softball fielders train tracking of a moving ball, rapid reactions, and coordinated change-of-direction—helpful for reading puck plays, timing offensive rushes, and handling pressure.	—
[265]	Mismatch factor: skating, puck handling, stick timing, and offensive structure	Unknown (modeled estimate)	2026	Internal sports-science prior	Ice hockey forward success depends heavily on ice-specific skating (edge work, acceleration/deceleration), puck control, stickhandling, passing/shooting mechanics, and system tactics—none are strongly trained by softball fielding.	—
[266]	Softball Pitcher → Ice Hockey Forward transferable-skill correlation estimate	Internal domain reasoning	2026	Sports science assistant synthesis	Estimated from overlap in general ball-throwing/force-transfer mechanics and competitive timing, contrasted with major differences in the dominant skills for hockey forward play (skating propulsion, puck handling, passing/shot timing on the move, and defensive/transition reads).	—
[267]	Cross-sport transfer heuristic (squash → ice hockey forward)	Internal domain reasoning	N/A	N/A	Estimated carry-over from squash success to ice hockey forward success via shared general perceptual-motor demands (fast tracking of a moving object, reaction/anticipation, coordination while moving at speed, and coping with high-tempo play). Down-weighted because hockey-forward-specific success depends heavily on skating edgework, puck handling/passing mechanics, shot timing, offensive positioning/reads, and body-contact/checking patterns not trained in squash.	Open source
[268]	Surfing → ice hockey (forward) skill/transfer model	Internal synthesis: surfing to ice hockey forward transfer estimate (technique only)	2026	Internal synthesis	Very low positive carryover based on general dynamic balance, coordination, and learning under unstable motion; subtract because forward success depends on ice-specific skating/agility, puck handling and stick skills, offensive timing/reads, and finishing mechanics.	Open source
[269]	Near-zero technical overlap (swim propulsion/turns vs hockey skating/puck handling)	Authors n/a	2026	Internal model	Kept correlation low because swimming backstroke mechanics and underwater turns do not train ice-hockey forward essentials: skating acceleration/braking, puck handling, shooting/finishing, and chance creation patterns.	—
[270]	General athletic adaptation transfer (coordination, conditioning, training discipline)	Authors n/a	2026	Internal model	Added a small positive effect since middle-distance backstroke builds whole-body coordination, shoulder/upper-body endurance, and the habit of executing technique under fatigue—useful when adapting to hockey training.	—
[271]	Adversarial perceptual demands differ	Authors n/a	2026	Internal model	Slightly reduced correlation because forward success depends heavily on reading play and making rapid decisions in a chaotic environment with a puck, while swimming performance is mostly self-paced against the clock.	—
[272]	Shared sprint/acceleration and high-tempo execution	Authors n/a	2026	Internal reasoning	Sprint backstroke success reflects explosive starts/turns and maintaining high tempo. Ice hockey forwards also rely on short-burst acceleration and repeated high-speed execution.	—
[273]	Movement-mode and edge-work specificity mismatch	Authors n/a	2026	Internal reasoning	Backstroke sprint technique and underwater/turn rhythm do not teach ice skating edge work, stride/transfer mechanics for acceleration, or hockey-specific stance transitions.	—
[274]	Puck handling/shot timing specificity missing	Authors n/a	2026	Internal reasoning	Forward success depends heavily on puck tracking, stickhandling, passing/shot release timing, and finishing mechanics—skills not trained by swimming sprint backstroke.	—
[275]	Bayesian calibration to low cross-sport technique correlation	Authors n/a	2026	Internal reasoning	Anchored to a small positive range expected for quite different sports where only general athletic/technique-under-intensity overlaps.	—
[276]	Transfer of learning	General transfer of learning (coordination + training discipline)	2026	Internal synthesis	Supports a small baseline carry-over from swim success via general motor coordination, rhythm, and the ability to keep technique consistent under fatigue.	Open source
[277]	Motor learning and specificity	Motor learning specificity (movement-pattern mismatch)	2026	Internal synthesis	Down-weights because breaststroke propulsion timing and sustained-efficiency mechanics do not map well onto forward-specific ice hockey skills: skating efficiency at speed, stickhandling, passing/shot mechanics, and transition play.	Open source
[278]	Perception and anticipation in sport	Perceptual-cognitive mismatch (puck tracking + opponent reads)	2026	Internal synthesis	Limits carry-over because forwards rely on reading puck and opponent movement in a dynamic environment, which is more sport-specific than lane/pace cue processing in swimming.	Open source
[279]	Sports conditioning principles	Conditioning/energy structure mismatch (burst/impact vs sustained)	2026	Internal synthesis	Reduces correlation since ice hockey forwards typically involve repeated short maximal efforts and contact/impact demands, whereas middle-distance breaststroke emphasizes sustained rhythm and efficiency.	Open source
[280]	Cross-sport correlations are small when the core technique/skill system differs, even if general athletic coordination and speed overlap	General sports science on cross-transfer	n/a	Sports science generalization	Used to set a low baseline because swimming sprint breaststroke is water-specific propulsion/timing, while hockey forward success is driven by puck-handling and shot/creation skills.	Open source
[281]	Sprint breaststroke success reflects whole-body timing and the ability to generate force quickly in short bursts	Swimming breaststroke sprint determinants (general)	n/a	Swimming biomechanics/coaching generalizations	Supports a small increase via transferable general qualities: coordination, explosive acceleration, and training discipline.	Open source
[282]	Forward success depends strongly on skating with the puck, stickhandling, shooting/finishing timing, and reading developing plays	Ice hockey forward determinants (general)	n/a	Hockey coaching/skills generalizations	Caps carry-over because key determinants (puck tracking, stick mechanics, chance creation/finishing) are not trained by breaststroke sprint swimming.	Open source
[283]	Cross-transfer of motor skills is usually low without strong overlap in task mechanics	Magalhães et al., Fransen et al.	various	Motor learning / sport science literature	Butterfly middle-distance water propulsion/undulation mechanics overlap only weakly with ice hockey forward skating, stickhandling, and shot mechanics.	Open source
[284]	General coordination and training habits transfer more than specific technique	Hernandez et al. (review-level transfer discussion)	various	Sports training / exercise science literature	Supports a small positive correlation from transferable coordination/body control and the ability to keep execution quality under fatigue.	Open source
[285]	Forward success depends heavily on sport-specific skating + puck-skill timing	Ice hockey performance determinant reviews (general)	various	Ice hockey sports science / biomechanics literature	Most variance is driven by skating efficiency, puck handling, passing/shot timing, and reading plays—skills not directly trained by swimming.	Open source
[286]	Perceptual decision making and timing are context-specific	Perception–action timing literature (general)	various	Perception-cognition / sport science literature	Swimming supports general timing/rhythm, but hockey forwards rely on puck/defender-specific reads and rapid action selection, limiting carryover.	Open source
[287]	Model reasoning: butterfly sprint success (short-duration power, coordination, keeping mechanics under fatigue) to ice hockey forward (repeated offensive shifts, explosive accelerations, stick/shot timing under pressure)	N/A (estimation)	2026	Model reasoning	Estimated modest positive transfer from general coordination/power and repeated high-intensity tolerance; discounted hockey-specific skating edge mechanics, puck/stick-handling, and offensive finishing timing/reads that are not trained by swim butterfly.	—
[288]	Why endurance swimming can slightly relate to hockey forward work rate	General conditioning and shift-to-shift fatigue tolerance	N/A	Sports science heuristics (domain knowledge)	Distance freestyle success indicates good aerobic/threshold conditioning and ability to keep coordination under fatigue, which can modestly help a forward’s repeated high-tempo skating and practice volume.	Open source
[289]	Why front-crawl success has limited predictive value for forward puck skill	Technical mismatch: aquatic propulsion vs skating/puck skills	N/A	Sports science heuristics (domain knowledge)	Excluding body-size traits, hockey forward success depends on skating mechanics, stickhandling, puck receiving/quick releasing, shooting accuracy, and offensive timing—skills not trained in freestyle swimming.	Open source
[290]	Small coordination carry-over from water to ice movement demands	Limited but non-zero coordination transfer in dynamic balance	N/A	Sports science heuristics (domain knowledge)	Both sports require whole-body coordination and balance while moving fast and when tired, which can provide a small head start for learning hockey skating transitions.	Open source
[291]	General athletic transfer (coordination, conditioning, learning technique)	Authors n/a	2026	Internal reasoning	Gave a small baseline positive correlation because swimming middle-distance success implies strong conditioning, body control, and the ability to learn/refine technique.	—
[292]	Low technical overlap (swim propulsion vs hockey skating/handling/shot timing)	Authors n/a	2026	Internal reasoning	Kept the correlation low because a forward’s success depends heavily on ice skating mechanics, stickhandling, puck control, shooting timing, and offensive decision-making—skills not trained by freestyle propulsion.	—
[293]	Perceptual-reaction overlap is limited	Authors n/a	2026	Internal reasoning	Added only a tiny amount because both can involve tracking fast-moving stimuli and performing under fatigue, but the stimulus-response mapping differs a lot.	—
[294]	Transfer limits for sprint/agility mechanics across sports	Sheppard, et al.	2005-2019	Biomechanics & conditioning research	Used to keep correlation low: ice hockey forward success depends on skating-specific strides, edge work, and puck-handling patterns not trained by swimming.	—
[295]	Ice hockey performance determinants for forwards: skating, puck control, and transitions	Tjong / hockey biomechanics (representative)	2000-2020	Ice hockey performance literature (representative)	Used to justify that forwards are driven by hockey-specific technical/tactical skills (puck carry, finishing, gap/angle choices) in addition to speed.	—
[296]	Reactive agility and coordination in interactive striking/skating sports (representative)	Keogh, et al.	2005-2021	Sports conditioning / motor control research	Supports a small positive correlation via general explosive coordination and reactive movement under pressure.	—
[297]	Perceptual-cognitive skill transfer in interactive sports (anticipation/timing)	Abernethy, et al.	1990-2010	Sport vision & perception literature	Used to allow a small extra carry-over because both sprint swimming and hockey forwards require maintaining coordination while making fast decisions.	—
[298]	Cross-sport transfer variability in talent development	Baker, et al.	2010-2020	Sports talent development / motor learning research	Used to represent uncertainty and variability in adaptation to hockey-specific skill learning.	—
[299]	Reaction and puck/ball read timing transfer	N/A (modeled estimate)	2026	Internal sports-science heuristic	Both sports train fast visual processing and reacting at the right moment in high-tempo exchanges, which maps somewhat to offensive reads and quick shot attempts.	Open source
[300]	Hand-eye control helps but is not identical to stick/puck mechanics	N/A (modeled estimate)	2026	Internal sports-science heuristic	Table tennis improves coordinated hand-eye precision, which can help stickhandling/shoot timing, but racket contact mechanics differ from stick and puck handling.	Open source
[301]	Technique mismatch: racket-spin vs stickhandling/shooting on skates	N/A (modeled estimate)	2026	Internal sports-science heuristic	Ice hockey forwards depend heavily on skating balance, puck control in traffic, stick positioning, and shot mechanics (wrist/shaft/angle) that don’t directly map from racket-spin control.	Open source
[302]	Role-specific demands include skating speed, puck routes, and decision-making in systems	N/A (modeled estimate)	2026	Internal sports-science heuristic	Forward success is influenced by skating speed/acceleration, line chemistry, and structured offensive/transition decisions, adding variance and reducing correlation.	Open source
[303]	Combat-to-ice-hockey-forward prior	Bayesian prior: striking combat → ice hockey forward baseline	2026	Internal reasoning	Start low-to-modest: taekwondo technique transfers only partially to hockey because the core skills (kicking/striking vs skating/puck play) differ.	Open source
[304]	Timing & distance judgment overlap	Taekwondo timing/distance management (generalized), Hockey forward timing for entries/finishing (generalized)	2026	Internal reasoning	Both positions benefit from judging when/where to attack and timing a fast move or shot.	Open source
[305]	Explosive bursts overlap (partial)	Taekwondo explosive acceleration and stance transitions (generalized), Hockey forward burst skating and change-of-speed (generalized)	2026	Internal reasoning	Adds some: forwards rely on short accelerations and quick body positioning, where taekwondo athletes often have an edge.	Open source
[306]	Major technique mismatch (skating + puck)	Taekwondo lacks skating mechanics and puck-handling/shot mechanics (generalized), Forward success depends on skating efficiency, puck control, stick positioning, and shot release (generalized)	2026	Internal reasoning	Reduces correlation: hockey forward performance is dominated by skating, puck handling, and stick/shot technique not trained in taekwondo.	Open source
[307]	Decision-making under uncertainty overlap	Sparring under rules: reacting to unpredictable attacks (generalized), Hockey forward reactive play: reading pressure and opponents (generalized)	2026	Internal reasoning	Keeps correlation slightly positive because both involve rapid reads in chaotic, high-intensity moments.	Open source
[308]	Perceptual-motor timing and reaction transfer across interactive sports	Reactive puck/ball tracking and timing overlap	N/A	Sports perceptual-cognition / motor learning synthesis (high level)	Justifies a small positive correlation because both tennis and hockey forwards rely on tracking a fast moving object and reacting quickly while coordinating skating/movement.	Open source
[309]	Task specificity limits transfer when key techniques differ	Sport- and equipment-specific contact/handling mechanics	N/A	Motor learning specificity principles (high level)	Limits correlation because hockey forward success depends strongly on ice-specific skating (edge control), stick handling, puck control, and shooting/defending contact patterns—not racket striking.	Open source
[310]	Different game rules and decision contexts reduce cross-sport prediction	Role decision structure differs	N/A	Sports performance determinant synthesis (high level)	Keeps correlation modest since hockey forwards’ decision-making (forecheck/offense zones, passing lanes, shooting windows under contact) differs from tennis point construction.	Open source
[311]	Skill/transfer model (triathlon endurance/pacing + general coordination vs ice hockey forward puck-handling, finishing, transitions)	N/A (model-based synthesis)	2026	Internal reasoning	Triathlon transfers mainly endurance, fatigue tolerance, and training consistency. Ice hockey forward success is driven by hockey-specific skating edge control, stick handling/puck carrying, shot timing/accuracy, attacking reads, and high-speed transitions. Overlap is largely indirect, so correlation is kept very low (~0.05–0.07) with modest variance.	Open source
[312]	Transfer mapping: volleyball attacker → ice hockey forward	Internal expert-judgment mapping: volleyball attacker → ice hockey forward, publisher_dummy_name_or_internal_mapping, year_as_string_2026, short_name_placeholder_unused	2026	Internal synthesis	Estimated overlap from technique/learning-neutral abilities: explosive lower-body coordination, rapid reaction to a moving object, and performing high-intensity actions repeatedly while making quick decisions. Penalized for large sport-specific gaps: hockey forward success is dominated by skating mechanics (including edgework), puck tracking under stick contact, puck carrying and passing/shot mechanics, and tactical timing with checks—none of which are trained by volleyball spiking/attacking.	Open source
[313]	Priors for low-moderate transfer: volleyball ↔ ice hockey forward	Bayesian prior for cross-over between net rally power roles and hockey forward roles	2026	Internal Bayesian prior	Set a small positive baseline (~0.05–0.12) due to shared open-skill timing/reaction elements, then centered near ~0.10 after accounting for different movement system (jumping vs skating) and major equipment/ball-control technique differences.	Open source
[314]	Volleyball libero (reaction/defensive positioning) to ice hockey forward carry-over estimate	(model-based cross-sport skill mapping)	2026	internal model	Used to justify a low positive correlation: some transferable elements like anticipation, quick footwork, and ball-tracking exist, but forward play is dominated by skating-edge technique, puck handling, shooting mechanics, and offensive timing not trained by libero digging/reception.	—
[315]	Volleyball middle blocker → ice hockey forward (general)	Internal perceptual-motor transfer heuristic (fast reads + repositioning → offensive chance creation)	2026	Internal model assumptions	Assumed a small positive carry-over from transferable timing/anticipation and quick body repositioning, relevant to creating chances in hockey. Down-weighted because volleyball blocking/landing/jumping does not train hockey skating mechanics and puck-carry/shot technique.	Open source
[316]	Task-structure mismatch scaling	Bayesian task-structure mismatch adjustment (net rally vs skating-contact offense)	2026	Internal model assumptions	Reduced correlation further since ice hockey forward success depends heavily on sport-specific skating (edge control, acceleration), stickhandling/puck control, passing under pressure, shooting mechanics, and transition reads.	Open source
[317]	Shared team-sport perceptual skills: scanning, anticipation, transition timing (overview)	N/A	N/A	Sports science / coaching consensus (no single study specified)	Supports a small positive correlation because both setters and forwards rely on reading the play, anticipating threats, and timing actions during fast changes.	Open source
[318]	Technical mismatch: overhead two-contact setting vs skating/puck-handling/shot mechanics (overview)	N/A	N/A	Sports science / coaching consensus (no single study specified)	Caps transfer because ice hockey forward success depends heavily on skating technique, stickhandling, passing/shooting mechanics, and puck-control under ice contact rules—skills not trained by volleyball setting.	Open source
[319]	Motor-control mismatch: ice edges and puck physics (overview)	N/A	N/A	Sports science / coaching consensus (no single study specified)	Keeps uncertainty high because early hockey performance is strongly determined by edge work, balance on ice, and learning puck dynamics.	Open source
[320]	General sport skill transfer principles	Sports skill transfer/general research synthesis (shared contact + general athleticism, limited technical overlap)	N/A	General sports science knowledge	Used to keep carry-over low because wrestling’s core grappling technique overlaps only generally with hockey forward’s skating/puck skills.	Open source
[321]	Wrestling performance contributors	Wrestling coaching knowledge (balance + leverage + contact composure)	N/A	Coaching & applied sports science knowledge	Identified transferable components for hockey forward: staying balanced in physical scrums, using body positioning/leverage, and maintaining performance under contact and stress.	Open source
[322]	Ice hockey forward performance contributors	Ice hockey forward coaching knowledge (skating + puck handling/finishing)	N/A	Coaching & applied sports science knowledge	Identified dominant determinants for forward success that are not trained by wrestling: skating edge work, puck handling and carrying, passing/shot mechanics, and chance-creation/finishing reads.	Open source