According to Box 3.3, to promote ethical data collection and analysis, it is recommended that social scientists

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Sharing data with others allows for transparency and helps prevent data manipulation or unethical practices. Harshly punishing dishonest researchers does not necessarily prevent unethical practices, and only reporting statistically significant results can lead to bias and distortion of data. Requiring certified professional degrees for federal grant applicants can limit access and diversity in the field.