A Nearly Similar Powerful Test for Mediation
The Review of Economics and Statistics
2024
Abstract We derive a new powerful, simple test for mediation. Testing for mediation is empirically important and the no-mediation hypothesis H0:θ1θ2=0 poses a theoretical problem, nonregular at the origin, where standard tests have extremely low rejection probabilities. We prove that a similar test only exists if 1/α∈N. It is unique, but with unfortunate properties. An innovative varying-g method is introduced to derive a nearly similar test, gopt, with power close to the envelope without these undesirable properties, and a second, less similar test, g1.2, with more empirical appeal. Results are illustrated in an educational setting.
- DOI
- 10.1162/rest_a_01465
- Pages
- 1-26
- Language
- en
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