class: left, middle, inverse # COVID-19, George Floyd Protests, and a Violent Crime Spike: The Denver Experience [Justin Nix](https://jnix.netlify.app) *University of Nebraska Omaha* [Jessie Huff](https://www.unomaha.edu/college-of-public-affairs-and-community-service/criminology-and-criminal-justice/about-us/jessica-huff.php) *University of Nebraska Omaha* [Scott Wolfe](https://cj.msu.edu/directory/wolfe-scott.html) *Michigan State University* [David Pyrooz](https://www.colorado.edu/sociology/our-people/david-pyrooz) *University of Colorado Boulder* .white[Academy of Criminal Justice Sciences: Las Vegas, NV] .white[March 17, 2022] --- class: top # Background -- **March 2020**: COVID-19 stay-at-home orders issued -- **May 2020**: Police kill George Floyd in Minneapolis -- - Sparked the [largest protest movement](https://www.nytimes.com/interactive/2020/07/03/us/george-floyd-protests-crowd-size.html) in U.S. history > *Further racialize[d] and politicize[d] attitudes within the domain of race and law enforcement in the U.S.* <div style="text-align: right"> - Reny & Newman (2021) </div> - Calls to "defund" and "abolish" the police -- By year's end, homicides had spiked in the U.S. [by nearly 30%](https://www.pewresearch.org/fact-tank/2021/10/27/what-we-know-about-the-increase-in-u-s-murders-in-2020/) --- class: top # Background -- **Feb 2021**: We wrote about city-level trends for [The Denver Post](https://www.denverpost.com/2021/02/24/denver-crime-rate-homicide-shooting-property-crime-police/) <img src="den_post.png" width="80%" style="display: block; margin: auto;" /> --- class: top # Purpose -- To examine the relationship between police discretionary behaviors and crime at the neighborhood level <img src="nhoods.jpg" width="70%" style="display: block; margin: auto;" /> --- class: top # Data - Crime, vehicle and pedestrian stops, and traffic collisions (from [Police Data Initiative](https://www.denvergov.org/opendata/search?q=police)) -- - Drug-related arrests (requested from [DPD](https://www.denvergov.org/Government/Agencies-Departments-Offices/Agencies-Departments-Offices-Directory/Police-Department)) -- - [Open Table Reservations](https://www.opentable.com/state-of-industry) -- - Precipitation and Temperature (from [National Oceanic and Atmospheric Administration](https://www.ncdc.noaa.gov/cdo-web/datasets)) -- - Air Quality Index (from [Environmental Protection Agency](https://www.epa.gov/outdoor-air-quality-data/download-daily-data)) -- - Concentrated Disadvantage (from [ACS](https://www.denvergov.org/opendata/dataset/american-community-survey-nbrhd-2015-2019)) --- class: top # Data -- Unit of analysis 👉 **neighborhood weeks** - 78 neighborhoods nested within 52 weeks (N x T = 4,056) -- For each week of 2020, each variable is coded as the deviation from the **weighted 3-week average** -- - 2020 split into three periods: - pre-COVID (weeks 1-10) - COVID Shock (weeks 11-21) - Floyd Shock (weeks 22-52) -- **Outcomes** 👉 *violent* and *property* crime --- class: center, middle, inverse # **Preliminary** Findings --- class: top # Findings: Vehicle Stops <img src="vstop.png" width="95%" style="display: block; margin: auto;" /> --- class: top # Findings: Vehicle Stops <img src="mean_vstop.png" width="95%" style="display: block; margin: auto;" /> --- class: top # Findings: Pedestrian Stops <img src="pstop.png" width="95%" style="display: block; margin: auto;" /> --- class: top # Findings: Pedestrian Stops <img src="mean_pstop.png" width="95%" style="display: block; margin: auto;" /> --- class: top # Findings: Drug-related Arrests <img src="arrest.png" width="95%" style="display: block; margin: auto;" /> --- class: top # Findings: Drug-related Arrests <img src="mean_arrest.png" width="95%" style="display: block; margin: auto;" /> --- class: top # Findings: Violent Crime <img src="vcrime.png" width="95%" style="display: block; margin: auto;" /> --- class: top # Findings: Violent Crime <img src="mean_vcrime.png" width="95%" style="display: block; margin: auto;" /> --- class: top # Findings: Property Crime <img src="pcrime.png" width="95%" style="display: block; margin: auto;" /> --- class: top # Findings: Property Crime <img src="mean_pcrime.png" width="95%" style="display: block; margin: auto;" /> --- class: top # Findings: Recap <img src="five_panels.png" width="95%" style="display: block; margin: auto;" /> --- class: top # Next Steps -- What happens to crime rates when police suddenly *make fewer proactive stops and arrests* for a sustained period? -- We've requested but are still waiting on COVID test data -- Plan to run multi-level multivariable models that regress crime outcomes onto: - *Time variant factors* - Police discretionary behaviors - Weather - Air Quality - Public movement - Reckless driving - *Time stable factors* - Concentrated disadvantage --- class: top # Limitations Just one city -- Don't know precisely what caused the reduction in discretionary stops and arrests -- - Calculated decision-making by officers? - Patrol officers having to work protests? - Reduction in sworn capacity brought on by COVID or resignations? (e.g., [Mourtgos et al. 2022](https://jnix.netlify.app/files/pdfs/cpp_turnover.pdf)) -- Can't speak to variation within neighborhoods (e.g., street segments, see [Connealy 2021](https://www.proquest.com/docview/2542373679?pq-origsite=gscholar&fromopenview=true)) --- class: top # Implications The national homicide rate increased again in 2021, and [remains elevated in 2022](https://www.ahdatalytics.com/dashboards/ytd-murder-comparison/) -- Studies like ours hope to contribute to a broader conversation about the appropriate role of police in our society -- - How should police allocate their limited resources? ([Wheeler 2020](https://doi.org/10.1080/07418825.2019.1630471)) -- - In terms of maximizing public safety while minimizing police-caused harms... - What is the *optimal* rate of stopping (or arresting) people? ([Weisburst 2022](https://drive.google.com/file/d/1yYwJ9Kl1eJHdAD8HH9HVB8QFTvkb1Sov/view)) --- class: top, center # Thank you! ## Questions? **Justin Nix** School of Criminology and Criminal Justice University of Nebraska Omaha <svg viewBox="0 0 512 512" style="height:1em;position:relative;display:inline-block;top:.1em;" xmlns="http://www.w3.org/2000/svg"> <path d="M459.37 151.716c.325 4.548.325 9.097.325 13.645 0 138.72-105.583 298.558-298.558 298.558-59.452 0-114.68-17.219-161.137-47.106 8.447.974 16.568 1.299 25.34 1.299 49.055 0 94.213-16.568 130.274-44.832-46.132-.975-84.792-31.188-98.112-72.772 6.498.974 12.995 1.624 19.818 1.624 9.421 0 18.843-1.3 27.614-3.573-48.081-9.747-84.143-51.98-84.143-102.985v-1.299c13.969 7.797 30.214 12.67 47.431 13.319-28.264-18.843-46.781-51.005-46.781-87.391 0-19.492 5.197-37.36 14.294-52.954 51.655 63.675 129.3 105.258 216.365 109.807-1.624-7.797-2.599-15.918-2.599-24.04 0-57.828 46.782-104.934 104.934-104.934 30.213 0 57.502 12.67 76.67 33.137 23.715-4.548 46.456-13.32 66.599-25.34-7.798 24.366-24.366 44.833-46.132 57.827 21.117-2.273 41.584-8.122 60.426-16.243-14.292 20.791-32.161 39.308-52.628 54.253z"></path></svg> [jnixy](https://twitter.com/jnixy) <svg viewBox="0 0 512 512" style="height:1em;position:relative;display:inline-block;top:.1em;" xmlns="http://www.w3.org/2000/svg"> <path d="M464 64H48C21.49 64 0 85.49 0 112v288c0 26.51 21.49 48 48 48h416c26.51 0 48-21.49 48-48V112c0-26.51-21.49-48-48-48zm0 48v40.805c-22.422 18.259-58.168 46.651-134.587 106.49-16.841 13.247-50.201 45.072-73.413 44.701-23.208.375-56.579-31.459-73.413-44.701C106.18 199.465 70.425 171.067 48 152.805V112h416zM48 400V214.398c22.914 18.251 55.409 43.862 104.938 82.646 21.857 17.205 60.134 55.186 103.062 54.955 42.717.231 80.509-37.199 103.053-54.947 49.528-38.783 82.032-64.401 104.947-82.653V400H48z"></path></svg> [jnix@unomaha.edu](mailto:jnix@unomaha.edu) <svg viewBox="0 0 496 512" style="height:1em;position:relative;display:inline-block;top:.1em;" xmlns="http://www.w3.org/2000/svg"> <path d="M336.5 160C322 70.7 287.8 8 248 8s-74 62.7-88.5 152h177zM152 256c0 22.2 1.2 43.5 3.3 64h185.3c2.1-20.5 3.3-41.8 3.3-64s-1.2-43.5-3.3-64H155.3c-2.1 20.5-3.3 41.8-3.3 64zm324.7-96c-28.6-67.9-86.5-120.4-158-141.6 24.4 33.8 41.2 84.7 50 141.6h108zM177.2 18.4C105.8 39.6 47.8 92.1 19.3 160h108c8.7-56.9 25.5-107.8 49.9-141.6zM487.4 192H372.7c2.1 21 3.3 42.5 3.3 64s-1.2 43-3.3 64h114.6c5.5-20.5 8.6-41.8 8.6-64s-3.1-43.5-8.5-64zM120 256c0-21.5 1.2-43 3.3-64H8.6C3.2 212.5 0 233.8 0 256s3.2 43.5 8.6 64h114.6c-2-21-3.2-42.5-3.2-64zm39.5 96c14.5 89.3 48.7 152 88.5 152s74-62.7 88.5-152h-177zm159.3 141.6c71.4-21.2 129.4-73.7 158-141.6h-108c-8.8 56.9-25.6 107.8-50 141.6zM19.3 352c28.6 67.9 86.5 120.4 158 141.6-24.4-33.8-41.2-84.7-50-141.6h-108z"></path></svg> [jnix.netlify.app](https://jnix.netlify.app) --- class: top, references-font # References Connealy, N. T. (2021). [*Exploring the overlap, saliency, and consistency of environmental predictors in crime hot spots: A remote systematic social observation and case-control examination*](https://www.proquest.com/docview/2542373679?pq-origsite=gscholar&fromopenview=true) (Doctoral dissertation, City University of New York). Mourtgos, S. M., Adams, I. T., & Nix, J. (2022). [Elevated police turnover following the summer of George Floyd protests: A synthetic control study](https://jnix.netlify.app/files/pdfs/cpp_turnover.pdf). *Criminology & Public Policy*, 21(1), 9-33. Reny, T. T., & Newman, B. J. (2021). [The opinion-mobilizing effect of social protest against police violence: Evidence from the 2020 George Floyd protests](https://doi.org/10.1017/S0003055421000460). *American Political Science Review*, 115(4), 1499-1507. Weisburst, E. K. (2022). [“Whose help is on the way?” The importance of individual police officers in law enforcement outcomes](https://doi.org/10.3368/jhr.0720-11019R2). *Journal of Human Resources*, 0720-11019R2. Wheeler, A. P. (2020). [Allocating police resources while limiting racial inequality](https://doi.org/10.1080/07418825.2019.1630471). *Justice Quarterly*, 37(5), 842-868. <!-- ```{css, echo=FALSE} --> <!-- @media print { --> <!-- .has-continuation { --> <!-- display: block; --> <!-- } --> <!-- } --> <!-- ``` -->