Reliability and Validity

Research Methods

Reliability

Reliability: consistency or dependability of the data

Internal consistency: Measures reliability across items. Tests whether all items are measuring the same thing. Measured using Cronbach’s alpha

Test-retest reliability: Measures reliability over time. Tests whether data are consistent over time. Measured using correlations ®

Interrater reliability: Measures reliability across raters. Tests how consistent data are between different raters. Measured using either (a) kappa for categorical data or (b) interclass correlations (ICC) for numerical data.

Validity

Validity: the extent to which the test measure what it is intended to measure (as measured by correlation or relationship with another measure) 

Convergent validity: correlation with another measure that is designed to test the same construct

Divergent validity: correlation (or lack thereof) with another measure designed to test a different construct 

Predictive validity: the test’s ability to predict something (e.g., a future outcome) theoretically related to the construct being measured.

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