Statistical methods to estimate the impact of gun policy on gun violence
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arXiv
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| Hauptverfasser: | , , , , |
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| Format: | Preprint |
| Veröffentlicht: |
2024
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| _version_ | 1866913318877265920 |
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| author | Ben-Michael, Eli Doucette, Mitchell L. Feller, Avi McCourt, Alexander D. Stuart, Elizabeth A. |
| author_facet | Ben-Michael, Eli Doucette, Mitchell L. Feller, Avi McCourt, Alexander D. Stuart, Elizabeth A. |
| contents | Gun violence is a critical public health and safety concern in the United States. There is considerable variability in policy proposals meant to curb gun violence, ranging from increasing gun availability to deter potential assailants (e.g., concealed carry laws or arming school teachers) to restricting access to firearms (e.g., universal background checks or banning assault weapons). Many studies use state-level variation in the enactment of these policies in order to quantify their effect on gun violence. In this paper, we discuss the policy trial emulation framework for evaluating the impact of these policies, and show how to apply this framework to estimating impacts via difference-in-differences and synthetic controls when there is staggered adoption of policies across jurisdictions, estimating the impacts of right-to-carry laws on violent crime as a case study. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2404_11506 |
| institution | arXiv |
| publishDate | 2024 |
| record_format | arxiv |
| spellingShingle | Statistical methods to estimate the impact of gun policy on gun violence Ben-Michael, Eli Doucette, Mitchell L. Feller, Avi McCourt, Alexander D. Stuart, Elizabeth A. Applications Gun violence is a critical public health and safety concern in the United States. There is considerable variability in policy proposals meant to curb gun violence, ranging from increasing gun availability to deter potential assailants (e.g., concealed carry laws or arming school teachers) to restricting access to firearms (e.g., universal background checks or banning assault weapons). Many studies use state-level variation in the enactment of these policies in order to quantify their effect on gun violence. In this paper, we discuss the policy trial emulation framework for evaluating the impact of these policies, and show how to apply this framework to estimating impacts via difference-in-differences and synthetic controls when there is staggered adoption of policies across jurisdictions, estimating the impacts of right-to-carry laws on violent crime as a case study. |
| title | Statistical methods to estimate the impact of gun policy on gun violence |
| topic | Applications |
| url | https://arxiv.org/abs/2404.11506 |