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The Generalizability of Online Experiments Conducted During The COVID-19 Pandemic

Kyle Peyton, Gregory A. Huber, Alexander Coppock

202078 citationsDOIOpen Access PDF

Abstract

The COVID-19 pandemic imposed new constraints on empirical research, and on- line data collection by social scientists increased. Generalizing from experiments con- ducted during this period of persistent crisis may be challenging due to changes in how participants respond to treatments or the composition of online samples. We investigate the generalizability of COVID-era survey experiments with 33 replications of 12 pre-pandemic designs, fielded across 13 quota samples of Americans between March and July of 2020. We find strong evidence that pre-pandemic experiments replicate in terms of sign and significance, but at somewhat reduced magnitudes. Indirect evidence suggests an increased share of inattentive subjects on online platforms during this period, which may have contributed to smaller estimated treatment effects. Overall, we conclude that the pandemic does not pose a fundamental threat to the generalizability of online experiments to other time periods.

Topics & Concepts

Generalizability theoryPandemicCoronavirus disease 2019 (COVID-19)Replicate2019-20 coronavirus outbreakPeriod (music)Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2)PsychologyEconometricsSign (mathematics)Empirical evidenceStatisticsEconomicsMedicineMathematicsDevelopmental psychologyVirologyPhysicsMathematical analysisPathologyOutbreakPhilosophyEpistemologyInfectious disease (medical specialty)DiseaseAcousticsCOVID-19 epidemiological studiesSocial and Intergroup PsychologyAdvanced Causal Inference Techniques