Generalizability of heterogeneous treatment effect estimates across samples
Abstract
In experiments, the degree to which results generalize to other populations depends critically on the degree of treatment effect heterogeneity. We replicated 27 survey experiments (encompassing 101,745 individual survey responses) originally conducted on nationally representative samples using online convenience samples, finding very high correspondence despite obvious differences in sample composition. We contend this pattern is due to low treatment effect heterogeneity in these types of standard social science survey experiments.
- Publication:
-
Proceedings of the National Academy of Science
- Pub Date:
- December 2018
- DOI:
- 10.1073/pnas.1808083115
- Bibcode:
- 2018PNAS..11512441C