ATLASResearch
methods
Quantitative + Mixed methods/ Measurement

Average variance extracted

Assess indicator variance captured by a reflective construct

Average variance extracted summarises the share of reflective indicator variance accounted for by a construct relative to measurement error. It is usually used as evidence about convergent validity, not as a reliability coefficient. The Fornell-Larcker discriminant-validity comparison relates AVE to squared construct correlations, but can miss problems; additional evidence, including appropriate HTMT assessment, may be needed.

WHEN IT FITS

Use within a justified reflective measurement model to examine convergent evidence and one aspect of construct distinction, alongside loadings, model fit and theory-based validation.

Strengths

  • Summarises indicator-level shared variance
  • Makes weakly represented reflective constructs easier to identify

Limitations

  • Thresholds can conceal heterogeneous item quality
  • Fornell-Larcker comparisons may fail to detect construct overlap

Know the boundary

AVE is convergent-validity evidence, not a reliability coefficient or a general measure of model quality.

USED ACROSS
Banking & financeBusiness & MBAPsychologyComputer scienceEducation