Highlights•We detail EEG psychometric reliability profiles for testing individual differences.•We review internal consistency of power, ERP, nonlinear, connectivity measures.•We review test-retest reliability of power, ERP, nonlinear, connectivity measures.•We show how denoising, data quality measures improve individual difference studies.•We provide actionable recommendations to improve EEG individual difference analyses.