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Importance of Transparent Data Analysis
The common issue in data analysis is p-hacking, where researchers manipulate data analysis methods to find desired results. This practice involves conducting multiple analyses until a significant outcome is obtained, then selectively reporting only those results. This approach, previously considered best practice, has led to a fundamental misunderstanding in the field where researchers are encouraged to try various analysis methods until the desired effect is found.