In baseball statistics, earned runs are defined as the runs for which a pitcher is held accountable, excluding runs that score due to defensive errors or passed balls. This statistic helps evaluate a pitcher's effectiveness by measuring how many runs were scored against him that were not influenced by the defense's mistakes. Understanding earned runs is crucial for analyzing pitcher performance, as it provides insight into their contribution to the team's overall success without the external factors affecting their recorded statistics.