Robustness of Refugee-Matching Gains to Off-Policy Evaluation Choices
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Abstract (arXiv)
Previous research has investigated the potential of refugee matching for boosting refugee outcomes, first considered by Bansak et al. (2018). This paper demonstrates the stability of counterfactual impact evaluation results in the context of refugee matching in the United States using a range of off-policy evaluation methods. In order to estimate counterfactual impact and test the robustness of our results, we employ several evaluation methods, including inverse probability weighting (IPW) and multiple variants of augmented inverse probability weighting (AIPW). We also consider various modifications, including alternative modeling architectures and different assignment procedures. The impact estimates remain consistent in magnitude in all scenarios as well as statistically significant in most cases. Furthermore, the estimates are also consistent with the results originally presented in Bansak et al. (2018).
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References · 10
- 2021Dynamic Placement in Refugee Resettlementcited by 7
- 2023Group fairness in dynamic refugee assignmentcited by 7
- 2024A Flexible Defense Against the Winner's Cursecited by 7
- 2020Outcome-Driven Dynamic Refugee Assignment with Allocation Balancingcited by 6
- 2023Learning under random distributional shiftscited by 6
- 2026Winner's Curse Drives False Promises in Data-Driven Decisions: A Case Study in Refugee Matchingcited by 3
- 2024Dynamic Matching with Post-allocation Service and its Application to Refugee Resettlementcited by 2
- 2025CTRL Your Shift: Clustered Transfer Residual Learning for Many Small Datasetscited by 2
- 2025A Dual Perspective on Decision-Focused Learning: Scalable Training via Dual-Guided Surrogatescited by 2
- 2018Migration as Submodular Optimizationcited by 1
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