A Stefano Caria, Grant Gordon, Maximilian Kasy, Simon Quinn, Soha Shami, Alexander Teytelboym
{"title":"An Adaptive Targeted Field Experiment: Job Search Assistance for Refugees in Jordan","authors":"A Stefano Caria, Grant Gordon, Maximilian Kasy, Simon Quinn, Soha Shami, Alexander Teytelboym","doi":"10.1093/jeea/jvad067","DOIUrl":null,"url":null,"abstract":"We introduce an adaptive targeted treatment assignment methodology for field experiments. Our Tempered Thompson Algorithm balances the goals of maximizing the precision of treatment effect estimates and maximizing the welfare of experimental participants. A hierarchical Bayesian model allows us to adaptively target treatments. We implement our methodology in Jordan, testing policies to help Syrian refugees and local jobseekers to find work. The immediate employment impacts of a small cash grant, information and psychological support are small, but targeting raises employment by 1 percentage-point (20%). After four months, cash has a sizable effect on employment and earnings of Syrians.","PeriodicalId":48297,"journal":{"name":"Journal of the European Economic Association","volume":"25 s58","pages":""},"PeriodicalIF":3.9000,"publicationDate":"2023-11-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of the European Economic Association","FirstCategoryId":"96","ListUrlMain":"https://doi.org/10.1093/jeea/jvad067","RegionNum":2,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"ECONOMICS","Score":null,"Total":0}
引用次数: 0
Abstract
We introduce an adaptive targeted treatment assignment methodology for field experiments. Our Tempered Thompson Algorithm balances the goals of maximizing the precision of treatment effect estimates and maximizing the welfare of experimental participants. A hierarchical Bayesian model allows us to adaptively target treatments. We implement our methodology in Jordan, testing policies to help Syrian refugees and local jobseekers to find work. The immediate employment impacts of a small cash grant, information and psychological support are small, but targeting raises employment by 1 percentage-point (20%). After four months, cash has a sizable effect on employment and earnings of Syrians.
期刊介绍:
Journal of the European Economic Association replaces the European Economic Review as the official journal of the association. JEEA publishes articles of the highest scientific quality and is an outlet for theoretical and empirical work with global relevance. The journal is committed to promoting the ambitions of the EEA: the development and application of economics as a science, as well as the communication and exchange between teachers, researchers and students in economics.