Data-Driven Softball Success: Leveraging Python and Database Management to Develop Predictive and Analytical Tools for Coaches; Analyzing Financial Differences in College Sports Through Machine Learning

Due to the lack of resources and research, college softball coaches face challenges in areas like player recruitment and game strategy. At Triple Crown Sports, I used Python and R to create various tools meant to drive on-field performance and allow coaches to see the game in a different light. When coaches saw the different dashboards made from the numerous statistics and metrics, the data and findings became much more digestible, making it easier to make changes on the field. Schools like the University of Tennessee and the University of Oklahoma, which play at the highest level, both finished in the top 5 rankings for the 2024 season with the help of our consulting tools. My future work will shift to writing scripts that will make the scraping of public data much easier.

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Publication Details

Journal
Libra
Published
2025-05-07
DOI
https://doi.org/10.18130/2knv-db97
Primary Topic
Sports Analytics and Performance
Type
article
Field-Weighted Citation Impact
0.00
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article

Data-Driven Softball Success: Leveraging Python and Database Management to Develop Predictive and Analytical Tools for Coaches; Analyzing Financial Differences in College Sports Through Machine Learning

Libra
Sports Analytics and Performance
article

Data-Driven Softball Success: Leveraging Python and Database Management to Develop Predictive and Analytical Tools for Coaches; Analyzing Financial Differences in College Sports Through Machine Learning

article en

Abstract

Due to the lack of resources and research, college softball coaches face challenges in areas like player recruitment and game strategy. At Triple Crown Sports, I used Python and R to create various tools meant to drive on-field performance and allow coaches to see the game in a different light. When coaches saw the different dashboards made from the numerous statistics and metrics, the data and findings became much more digestible, making it easier to make changes on the field. Schools like the University of Tennessee and the University of Oklahoma, which play at the highest level, both finished in the top 5 rankings for the 2024 season with the help of our consulting tools. My future work will shift to writing scripts that will make the scraping of public data much easier.

Libra
University of Virginia (US)
Quality Education
Openalex Percentile: Top 44%
Sports Analytics and Performance
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