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Run expectancy is a critical concept in baseball that measures the average number of runs a team is expected to score in a given situation. It serves as a fundamental tool for understanding the strategic decisions made by players, coaches, and managers during a game. By analyzing historical data on runs scored in various game situations, teams can make informed choices about tactics such as bunting, stealing bases, or hitting away. This statistical approach not only informs in-game strategy but also influences broader team-building decisions and player development efforts. Exploring the role of run expectancy in baseball offers valuable insights into the intricate balance between risk and reward inherent in the sport's strategic dynamics.