{"title":"评估遏制 COVID-19 的公共政策的有效性:PSM-DID 方法","authors":"Zihan Wang","doi":"arxiv-2408.14108","DOIUrl":null,"url":null,"abstract":"The implementation of public policies is crucial in controlling the spread of\nCOVID-19. However, the effectiveness of different policies can vary across\ndifferent aspects of epidemic containment. Identifying the most effective\npolicies is essential for providing informed recommendations for pandemic\ncontrol. This paper examines the relationship between various public policy\nresponses and their impact on COVID-19 containment. Using the propensity score\nmatching-difference in differences (PSM-DID) model to address endogeneity, we\nanalyze the causal significance of each policy on epidemic control. Our\nanalysis reveals that that policies related to vaccine delivery, debt relief,\nand the cancellation of public events are the most effective measures. These\nfindings provide key insights for policymakers, highlighting the importance of\nfocusing on specific, high-impact measures in managing public health crises.","PeriodicalId":501172,"journal":{"name":"arXiv - STAT - Applications","volume":"69 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2024-08-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Evaluating the effectiveness of public policies on COVID-19 containment: A PSM-DID approach\",\"authors\":\"Zihan Wang\",\"doi\":\"arxiv-2408.14108\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"The implementation of public policies is crucial in controlling the spread of\\nCOVID-19. However, the effectiveness of different policies can vary across\\ndifferent aspects of epidemic containment. Identifying the most effective\\npolicies is essential for providing informed recommendations for pandemic\\ncontrol. This paper examines the relationship between various public policy\\nresponses and their impact on COVID-19 containment. Using the propensity score\\nmatching-difference in differences (PSM-DID) model to address endogeneity, we\\nanalyze the causal significance of each policy on epidemic control. Our\\nanalysis reveals that that policies related to vaccine delivery, debt relief,\\nand the cancellation of public events are the most effective measures. These\\nfindings provide key insights for policymakers, highlighting the importance of\\nfocusing on specific, high-impact measures in managing public health crises.\",\"PeriodicalId\":501172,\"journal\":{\"name\":\"arXiv - STAT - Applications\",\"volume\":\"69 1\",\"pages\":\"\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2024-08-26\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"arXiv - STAT - Applications\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/arxiv-2408.14108\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"arXiv - STAT - Applications","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/arxiv-2408.14108","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Evaluating the effectiveness of public policies on COVID-19 containment: A PSM-DID approach
The implementation of public policies is crucial in controlling the spread of
COVID-19. However, the effectiveness of different policies can vary across
different aspects of epidemic containment. Identifying the most effective
policies is essential for providing informed recommendations for pandemic
control. This paper examines the relationship between various public policy
responses and their impact on COVID-19 containment. Using the propensity score
matching-difference in differences (PSM-DID) model to address endogeneity, we
analyze the causal significance of each policy on epidemic control. Our
analysis reveals that that policies related to vaccine delivery, debt relief,
and the cancellation of public events are the most effective measures. These
findings provide key insights for policymakers, highlighting the importance of
focusing on specific, high-impact measures in managing public health crises.