Reliability

  • precision of measurements
  • reliability = absence of measurement error

Measure Reliability

  • Test-Retest method
  • split-half method
  • inter-class correlation

Validity

  • do we measure what we want to measure
  • validity = fit between underlying construct and the measure

Internal vs External Validity

  • internal … truth in the study
  • external … truth in real life
    • can we generalize the findings to the whole population?
  • usually a tradeoff between internal and external validity

Threats

  • internal
    • failure to randomize
    • failure to follow treatment protocol IV Regression
    • attrition (dropping out of experiment)
    • Hawthorne effect
  • external
    • non-representative sample (cannot infer from sample to population)
    • general equilibrium effects (factors/interaction which are not included in the model)
    • manna from heaven (earned vs given money)

Visual