Predictors of batting and pitching performance in the USA baseball prospect development pipeline.

IF 2 3区 医学 Q3 ENGINEERING, BIOMEDICAL
Sports Biomechanics Pub Date : 2025-06-01 Epub Date: 2024-01-08 DOI:10.1080/14763141.2023.2298959
Zeyu Feng, Liam Lochhead, Jordan N Kohn, L Gregory Appelbaum
{"title":"Predictors of batting and pitching performance in the USA baseball prospect development pipeline.","authors":"Zeyu Feng, Liam Lochhead, Jordan N Kohn, L Gregory Appelbaum","doi":"10.1080/14763141.2023.2298959","DOIUrl":null,"url":null,"abstract":"<p><p>This study examined the relationship between psychomotor abilities and baseball performance by analysing data from 379 athletes who participated in the USA Baseball, Prospect Development Pipeline (PDP). Hit and pitch metrics were generated during practice sessions using the Rapsodo<sup>TM</sup> System. Data were compared through exploratory factor analysis and hierarchical regression. Factor analysis grouped batter's PDP evaluations into four latent variables accounting for 63% of variance. Pitcher performance grouped into three factors accounting for 51% of variance. Regression on batter data revealed a significant demographic/anthropometric base model with height, weight, and age that accounted for 58% of the batted ball speed (R<sup>2</sup> = 0.581). Player position explained 2% of the variance (R<sup>2</sup> = 0.604), and PDP evaluation scores contributed an additional 3% (R<sup>2</sup> = 0.631). Regression of pitcher data showed a significant base demographic/anthropometric model accounting for 36% of fastball pitch speeds (R<sup>2</sup> = 0.363), with the PDP evaluation scores adding 6% additional variance (R<sup>2</sup> = 0.424). Uniformly, assessments of lower body strength added the greatest predictive information. Hand grip strength did not correlate with pitch metrics. While demographics/anthropometrics are major contributors to batted and pitched ball speed, position and psychomotor variables add statistically significant contributions and may be of practical value for player selection.</p>","PeriodicalId":49482,"journal":{"name":"Sports Biomechanics","volume":" ","pages":"1529-1547"},"PeriodicalIF":2.0000,"publicationDate":"2025-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Sports Biomechanics","FirstCategoryId":"5","ListUrlMain":"https://doi.org/10.1080/14763141.2023.2298959","RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2024/1/8 0:00:00","PubModel":"Epub","JCR":"Q3","JCRName":"ENGINEERING, BIOMEDICAL","Score":null,"Total":0}
引用次数: 0

Abstract

This study examined the relationship between psychomotor abilities and baseball performance by analysing data from 379 athletes who participated in the USA Baseball, Prospect Development Pipeline (PDP). Hit and pitch metrics were generated during practice sessions using the RapsodoTM System. Data were compared through exploratory factor analysis and hierarchical regression. Factor analysis grouped batter's PDP evaluations into four latent variables accounting for 63% of variance. Pitcher performance grouped into three factors accounting for 51% of variance. Regression on batter data revealed a significant demographic/anthropometric base model with height, weight, and age that accounted for 58% of the batted ball speed (R2 = 0.581). Player position explained 2% of the variance (R2 = 0.604), and PDP evaluation scores contributed an additional 3% (R2 = 0.631). Regression of pitcher data showed a significant base demographic/anthropometric model accounting for 36% of fastball pitch speeds (R2 = 0.363), with the PDP evaluation scores adding 6% additional variance (R2 = 0.424). Uniformly, assessments of lower body strength added the greatest predictive information. Hand grip strength did not correlate with pitch metrics. While demographics/anthropometrics are major contributors to batted and pitched ball speed, position and psychomotor variables add statistically significant contributions and may be of practical value for player selection.

美国棒球后备人才培养管道中击球和投球表现的预测因素。
本研究通过分析 379 名参加美国棒球前景发展计划(PDP)的运动员的数据,研究了心理运动能力与棒球成绩之间的关系。击球和投球指标是在练习过程中使用 RapsodoTM 系统生成的。通过探索性因子分析和分层回归对数据进行比较。因子分析将击球手的 PDP 评估分为四个潜在变量,占变异的 63%。投手表现分为三个因子,占方差的 51%。对击球手数据的回归结果显示,由身高、体重和年龄组成的人口统计学/人体测量基础模型具有重要意义,可解释 58% 的击球速度(R2 = 0.581)。球员位置解释了 2% 的变异(R2 = 0.604),而 PDP 评估分数又贡献了 3% 的变异(R2 = 0.631)。投手数据的回归结果显示,一个重要的基本人口统计学/人体测量模型占快速球投球速度的 36% (R2 = 0.363),PDP 评估分数增加了 6% 的额外变异 (R2 = 0.424)。同样,下半身力量评估增加了最大的预测信息。手部握力与投球指标没有相关性。虽然人口统计学/人体测量学是影响击球和投球速度的主要因素,但位置和心理运动变量也有显著的统计学贡献,可能对球员的选择有实际价值。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
Sports Biomechanics
Sports Biomechanics 医学-工程:生物医学
CiteScore
5.70
自引率
9.10%
发文量
135
审稿时长
>12 weeks
期刊介绍: Sports Biomechanics is the Thomson Reuters listed scientific journal of the International Society of Biomechanics in Sports (ISBS). The journal sets out to generate knowledge to improve human performance and reduce the incidence of injury, and to communicate this knowledge to scientists, coaches, clinicians, teachers, and participants. The target performance realms include not only the conventional areas of sports and exercise, but also fundamental motor skills and other highly specialized human movements such as dance (both sport and artistic). Sports Biomechanics is unique in its emphasis on a broad biomechanical spectrum of human performance including, but not limited to, technique, skill acquisition, training, strength and conditioning, exercise, coaching, teaching, equipment, modeling and simulation, measurement, and injury prevention and rehabilitation. As well as maintaining scientific rigour, there is a strong editorial emphasis on ''reader friendliness''. By emphasising the practical implications and applications of research, the journal seeks to benefit practitioners directly. Sports Biomechanics publishes papers in four sections: Original Research, Reviews, Teaching, and Methods and Theoretical Perspectives.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信