Treatment Effect Accounting for Network Changes

Networks may rewire in response to interventions. We propose a measure of the treatment effect when an intervention affects the structure of a social network. We develop a treatment-response model that incorporates dynamic peer effects and provide its identification conditions and the associated ins...

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Bibliographic Details
Published inThe review of economics and statistics Vol. 103; no. 3; pp. 597 - 604
Main Authors Comola, Margherita, Prina, Silvia
Format Journal Article
LanguageEnglish
Published Massachusetts Institute of Technology Press (MIT Press) 2021
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Summary:Networks may rewire in response to interventions. We propose a measure of the treatment effect when an intervention affects the structure of a social network. We develop a treatment-response model that incorporates dynamic peer effects and provide its identification conditions and the associated instrumental-variable strategy. We illustrate our estimation procedure using a panel dataset containing information on a financial network before and after a field experiment that randomized access to savings accounts. Results show that neglecting the network change results in underestimation of the impact of the intervention and the role played by informal networks through which the intervention diffuses.
ISSN:0034-6535
1530-9142
DOI:10.1162/rest_a_00908