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In A Nutshell
- Accurate three-point shooters crouch lower, drive their hips faster, and set their feet wider than poor shooters before the shot begins.
- At the moment of release, proficient and non-proficient shooters look almost identical: jump height, release height, and elbow angle were all statistically similar between groups.
- Hip speed during the upward drive was one of the strongest separators between the two groups, pointing to leg power as a key ingredient in long-range shooting accuracy.
- Conventional coaching emphasis on follow-through and release mechanics may be missing the more important half of the shot.
Coaches have spent decades drilling players on the same fundamentals of the three-point shot: elbow alignment, follow-through, release height, arc. Those cues get repeated at every level of basketball, from middle school gyms to NBA practice facilities. New research from the University of Kansas tells a different story. According to a motion capture study published in Frontiers in Sports and Active Living, researchers found no meaningful differences in release-phase mechanics between accurate and inaccurate shooters. What does separate them happens well before the ball ever leaves a player’s hand.
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Accurate long-range shooters crouch lower, fire their hips faster, and stand on a wider base when they set up for the shot. At the moment of release, they look almost identical to players who miss far more than they make. For coaches who spend practice time correcting wrist flicks and follow-through angles, that finding raises a pointed question about whether the emphasis is being placed on the right part of the shot at all.
In the NBA, three-point attempts nearly doubled over a single decade, climbing from roughly 22% to nearly 39% of all field-goal attempts between 2011 and 2021. Offenses at every level of play have been rebuilt around the shot. And yet, the physical blueprint of what makes a player genuinely good at it has remained surprisingly unclear. This study offers some of the most precise answers to date.
What Motion Capture Technology Reveals About Three-Point Shooting
Researchers recruited 24 male basketball players, all with at least five years of organized playing experience. Based on performance during testing, eleven were classified as proficient shooters, meaning they converted at least 50% of their attempts, while thirteen were classified as non-proficient, making fewer than half. Proficient shooters averaged 58% accuracy; non-proficient shooters averaged just 25%.
Each player warmed up, then attempted ten three-point shots from the top of the key at the standard distance of just over 22 feet. Shots were taken one at a time, with a brief rest between each attempt to prevent fatigue from skewing the results. No defenders were present, and players tested individually to eliminate distractions.
Data were collected using a markerless motion capture system at the university’s Jayhawk Athletic Performance Laboratory, made up of nine high-definition cameras arranged around a half-court. Unlike traditional motion capture setups that require athletes to wear reflective sensors across their bodies, this system recorded movement with nothing attached to the players, allowing for entirely natural mechanics. Cameras operated at 120 frames per second, picking up precise joint angles, velocities, and body positioning throughout each shot.
Researchers split the shooting motion into two windows: the preparatory phase, the initial crouch and upward drive before release, and the release phase, the moment the ball leaves the hand. Every significant difference between the two groups showed up in the preparatory phase. None appeared at release.

Proficient Three-Point Shooters Get Lower, Wider, and More Explosive
At the start of the shooting motion, proficient shooters bent considerably deeper at the knees, hips, and ankles. A typical proficient shooter’s knee angle measured around 94 degrees at the bottom of the crouch; non-proficient shooters bottomed out closer to 113 degrees. In practical terms, that’s the difference between a genuine athletic squat and a shallow dip. The deeper the crouch, the more ground a shooter covers on the way up, and the more upward force gets loaded into the shot.
That lower starting position also meant proficient shooters covered more total range of motion from crouch to release, building force over a longer path before the ball left their hands.
Hip speed was another major differentiator. Proficient shooters drove their hips upward significantly faster during the shooting motion, a finding the researchers flagged as one of the study’s most telling results. Faster hip movement likely reflects more powerful force transfer from the legs through the core and out through the shooting arm. At 22 feet from the basket, that matters in a way it simply doesn’t on a free throw or mid-range jumper. Greater distance requires greater power, and the legs are where that power originates.
Stance width separated the groups as well. Proficient shooters set their feet roughly 13.5 inches apart at the start of the motion; non-proficient shooters averaged closer to 11 inches. A wider base reduces sway and keeps the body lined up through the shot. At longer distances, even minor instability can knock a shot off line before the ball ever reaches the rim.
Why Release Mechanics Tell Only Half the Story of Three-Point Accuracy
At the moment of ball release, no meaningful differences were found between the two groups. Jump height, release height, elbow angle, forearm position and other measured variables at release were statistically similar across both groups. Better shooters and worse shooters left the ground at the same height and released the ball from nearly the same position.
“The success of a 3-point shot is primarily determined by biomechanical adjustments made during the preparatory phase, which provide the foundation for effective shot execution,” the authors wrote.
Many training programs focus heavily on elbow position at release, the height of the ball at the peak of the jump, and shot arc. According to this data, those variables did not differ between shooters who converted more than half their three-pointers and those who converted fewer than a quarter.
Also notable: proficient shooters achieved their deeper, more explosive setups in the exact same time window as non-proficient shooters. Better shooters are not moving more deliberately or drawing the motion out. They are simply producing more mechanically sound and powerful preparation within the same split-second sequence.
Prior research on free throws had already pointed toward deeper lower-body flexion as a marker of accuracy, but the angles recorded here were even more pronounced than those seen in free-throw studies, which makes sense. A regulation three-pointer is fired from more than 22 feet, compared to roughly 15 feet for a free throw. More distance demands more power, and the body responds by loading up more aggressively at the start.
Get lower, drive the hips harder, and widen the base. For a sport that has spent years obsessing over what a shooter does at the top of the jump, the evidence here is a reminder that the shot is largely decided long before that moment arrives.
Paper Notes
Limitations
Participants were exclusively male and right-handed, which means the findings may not extend to female athletes or left-handed shooters. All players competed at a recreational to collegiate level, with no professional athletes included, which may affect how broadly the results apply. With only 24 total participants, the sample size, while sufficient to meet the study’s statistical power requirements, is relatively small. Positional differences among guards, forwards, and centers were not factored in, despite meaningful physical variation across those roles. All shooting took place without defensive pressure, and prior research has shown that a defender can meaningfully alter how a shooter executes. Whether these preparatory-phase patterns hold in a live game setting remains an open question the authors flag for future research.
Funding and Disclosures
No financial support was received for the research or its publication. No commercial or financial conflicts of interest were reported by any of the authors. Authors also stated that generative AI was not used in the creation of the manuscript.
Publication Details
The study, titled “Biomechanical determinants of proficient 3-point shooters: markerless motion capture analysis,” was authored by Dimitrije Cabarkapa, Damjana V. Cabarkapa, and Andrew C. Fry. Dimitrije Cabarkapa and Andrew C. Fry are affiliated with the Jayhawk Athletic Performance Laboratory, part of the Wu Tsai Human Performance Alliance at the University of Kansas in Lawrence, Kansas. Dimitrije Cabarkapa is also affiliated with D2 Lab in Novi Sad, Serbia. Published February 12, 2026, in Frontiers in Sports and Active Living, Volume 8, article 1732293. DOI: 10.3389/fspor.2026.1732293. Peer reviewers included Julio Calleja-Gonzalez of the University of the Basque Country, Qi Han of the National Institute of Sports Medicine in China, and Andrea Bosio of Sport Service Mapei Srl in Italy.