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Course Description
This course provides an introduction to tennis analytics, focusing on the application of data and statistical techniques to evaluate player performance, match strategy, and tournament outcomes. Students will explore the essentials of tennis statistics, the evolution of advanced metrics, and the tools used by analysts to gain a competitive edge. The course is designed for those new to tennis analytics.
Through lectures, hands-on projects, and real-world case studies, students will gain a comprehensive understanding of how data is transforming tennis. By the end of the course, students will be able to analyze match data, interpret key performance indicators, and apply analytic methods to various aspects of the game.
What You’ll Learn?
- Foundations of Tennis Statistics: Learn key metrics like first serve percentage, break point conversion, unforced errors, and rally length.
- Introduction to Tennis Analytics: Explore how data-driven analysis impacts player development, match strategy, and tournament preparation.
- Data Collection and Analysis Tools: Gain hands-on experience with tools like R and Power BI to collect, clean, and visualize tennis data.
- Player Evaluation Techniques: Learn to evaluate serving, baseline play, and net play using both traditional and advanced statistics.
- Match Strategy Analysis: Understand how data is used to influence tactical decisions, opponent strategies, and in-match adjustments.
- Predictive Modeling in Tennis: Get an introduction to predictive modeling techniques for forecasting match outcomes and player progression.
- Ethical Considerations in Tennis Analytics: Discuss the ethical challenges of using data in tennis, including issues of fairness, bias, and data privacy.
Course Content
Intro to Tennis Analytics
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Foundations of Tennis Statistics
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Introduction to Tennis Analytics
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Data Collection and Analysis Tools
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Player Evaluation Techniques
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Match Strategy Analysis
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Predictive Modeling in Tennis
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Ethical Considerations in Tennis Analytics
A course by
Dave Yount
Founder & President
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