Wharton Sports Analytics Journal

Open Access · ISSN 3070-4065

SPRING 2025

The Risk and the Reward: An In-depth Evaluation of Strategic Aggressiveness in Men’s Tennis

AUTHORS

Atul Venkatesh, Dartmouth College ’26
Aahan Mehra, Tufts University ’27

ABSTRACT

In a tennis match, when do players know the right situation to be aggressive? The role of aggressiveness on in-game tennis strategy is one of the most overlooked aspects of the sport.

Using shot-by-shot data, we seek to answer the following question: holding ranking constant, based on the in-game situation, what level of aggressiveness is most strategic and yields the largest reward?

About the Wharton Sports Analytics Journal

ISSN 3070-4065 (Online)

The Journal is published by the Wharton Sports Analytics and Business Initiative and features original student research at the intersection of sports, business, and analytics. Explore the Journal.

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