Papers for

competitive sports coaches

Papers whose findings have a practical use for this group, as judged from the abstract. Open a paper to read what it means in practice.

Optimal strategies for effort investment in sequential contests with failures

Optimal Strategies in a Sequential Contest with Failures

Abstract: We study a Stackelberg model where two players compete in a sequential contest, and the player that successfully invests the most effort wins. Our formulation considers a probability that each player fails to invest their chosen level of effort, as captured by a failure function that increases with the amount of effort. The players each have their own cost of failure, as well as a maximum level of effort (capturing different abilities of the players). We prove three key results. First, we provide the optimal strategy for Player 1 (the follower), to maximize their utility given an observed effort exerted by Player 2 (the leader). Next, we characterize the optimal strategy to maximize the expected utility of Player 2, anticipating the optimal response by Player 1. Finally, we analyze the expected utilities of each player when both play their optimal strategy, and provide key insights into how heterogeneous player abilities and failure costs affect the outcomes of the game.

Thu 17 SeptComputer Science and Game Theory
The gist
The paper looks at a situation where two players take turns trying to win a contest by putting in effort, but each can fail to deliver the effort they choose. The chance of failure grows as they try harder, and each player handles failure differently. The authors found the best way for the second player to respond to the first player's effort, the best way for the first player to act knowing the response, and how different skills and failure costs affect who wins and each player's payoff.
Open → 2609.19706v1