Chapter 13 Some analytic techniques to help

Take advantage of larger datasets with techniques designed to avoid overfitting

• Cross-validation
• Holdout datasets

Even if your sample is small, you can protect the robustness of your results.

• Data blind analyses (shuffle variable labels or add noise to data when developing code and analytic plan)
• Adjusted alpha levels
• Coordinated analysis
• Label results as exploratory