Robustness is concerned with

Robustness concerns external validity, the extent to which findings hold beyond the study.

A robust result survives across different settings, samples and conditions.

Internal validity instead concerns whether the cause truly produced the effect.

Measurement validity asks whether a measure captures the intended concept.

Construct validity concerns whether the operational measure reflects its theoretical construct.

Replication across contexts is the main test of a finding's robustness.