A shift in crime analysis software used by municipal police departments in the US is currently underway from simpler predictive models to criminal ‘risk’ forecasting that uses data not specific to crime to direct police to areas with ‘environmental risk factors’ such as bars, transit stops and mental health facilities. Through analyses of interviews with developers, industry professionals and law enforcement as well as published statements, this article offers a detailed examination of how the function and premises of ‘data-driven’ policing are altered by this turn to epistemologies of risk. I argue that the latent presence of ‘disorder’ supplements visible aberrations of ‘order.’ Statistical indeterminacies are called upon to justify a range of police interventions, and a focus on arenas of contagion supplements the spatial logic of containment. These turns reveal that the paradigm of ‘risk’ participates in the cooptation by technocratic reform of critiques exposing the problematic geographies of policing. I therefore suggest a shift away from critique oriented by revealing spatial bias in purported objectivity and towards interventions in the operationalization of indeterminacy itself and the vision of public life that undergirds and is enacted by this software.
AmooreL (2013) The Politics of Possibility: Risk and Security beyond Probability.
Durham:
Duke University Press.
3.
AmooreL (2019)
Doubt and the algorithm: On the partial accounts of machine learning. Theory, Culture & Society36(6): 147–169.
4.
AmooreL (2020) Cloud Ethics: Algorithms and the Attributes of Ourselves and Others.
Durham:
Duke University Press.
5.
AndersonB (2010)
Preemption, precaution, and preparedness: Anticipatory action and future geographies. Progress in Human Geography34(6): 777–798.
6.
AndrejevicMVolčičZ (2021)
‘Smart’ cameras and the operational enclosure. Television & New Media22(4): 343–359.
7.
BartramR (2022) Stacked Decks: Building Inspectors and the Reproduction of Urban Inequality.
Chicago:
University of Chicago Press.
8.
BenjaminR (2019) Race After Technology: abolitionist tools for the new Jim Code.
Cambridge:
Polity.
9.
BlochSMeyerD (2019)
Implicit revanchism: Gang injunctions and the security politics of white liberalism. Environment and Planning D: Society and Space37(6): 1100–1118.
10.
BragaAAPapachristosAVHureauDM (2012)
The effects of hot spots policing on crime: An updated systematic review and meta-analysis. Justice Quarterly31(4): 633–663.
11.
BrayneS (2021) Predict and Surveil: Data, Discretion and the Future of Policing.
Oxford:
Oxford University Press.
12.
CampJT and HeathertonC (2016) Policing the Planet: Why the Policing Crisis Led to Black Lives Matter,
Verso Books,
New York1, 9, Introduction: Policing the Planet.
CaplanJKennedyLW (2011) Risk Terrain Modeling Compendium for Crime Analysts.
Newark:
Rutgers Center on Public Security.
15.
CaplanJKennedyLW (2016) Risk Terrain Modeling: Crime Prediction and Risk Reduction.
Berkeley:
University of California Press.
16.
CaplanJKennedyLWNeudeckerCH (2020)
Cholera deaths in Soho, London, 1854: Risk terrain modeling for epidemiological investigations. PLoS ONE15(3): e0230725.
17.
ChristensenMMAlbrechtP (2020)
Urban borderwork: Ethnographies of policing. Environment and Planning D: Society and Space38(3): 385–398.
18.
ChuaC (2020)
Abolition is a constant struggle: Five lessons from Minneapolis. Theory & Event23(4): 127–147.
19.
DavisADentGMeinersER, et al. (2022) Abolition. Feminism. Now.
Chicago:
Haymarket Books.
20.
DericksonKD (2017)
Urban geography III: Anthropocene urbanism. Progress in Human Geography42(3): 425–435.
21.
FluriJL (2014)
States of (in)security: Corporeal geographies and the elsewhere war. Environment and Planning D: Society and Space32(5): 795–814.
22.
GilmoreRW (2016) Beyond Bratton. In: CampJTHeathertonC (eds) Policing the Planet: Why the Policing Crisis Led to Black Lives Matter.
New York:
Verso Books, pp.173–199.
23.
GilmoreRW (2017) Abolition geography and the problem of innocence. In: JohnsonGTLubinA (eds) Futures of Black Radicalism.
New York:
Verso Books, pp.225–240.
GrazianiTMontanoJRoyAStephensP (2021)
Property, personhood, and police: The making of race and space through nuisance law. Antipode54(2): 439–461.
26.
HanhardtC (2016) Broken windows at blue’s: A queer history of gentrification and policing. In: CampJTHeathertonC (eds) Policing the Planet: Why the Policing Crisis Led to Black Lives Matter.
New York:
Verso Books, pp.41–63.
27.
HarcourtB (2001) Illusion of Order: The False Promises of Broken Windows Policing.
Cambridge:
Harvard University Press.
28.
HerbertS (2006) Citizens, Cops and Power: Recognizing the Limits of Community.
Chicago:
University of Chicago Press.
JeffersonBJ (2017)
Cities, crime and carcerality: Beyond the ecological perspective. Journal of Planning Literature32(2): 103–116.
31.
JeffersonBJ (2018)
Predictable policing: Predictive crime mapping and geographies of policing and race. Annals of the American Association of Geographers108(1): 1–16.
32.
JeffersonBJ (2020) Digitize and Punish: Racial Criminalization in the Digital Age.
Minneapolis:
University of Minnesota Press.
33.
KabaMRitchieA (2022) No More Police: A Case for Abolition.
New York:
The New Press.
34.
KaplanCMillerA (2019)
Drones as “atmospheric policing”. From US Border Enforcement to the LAPD. Public Culture31(3): 419–435.
35.
KaufmanE (2016)
Policing mobilities through biospatial profiling in New York City. Political Geography55: 72–81.
KennedyLWCaplanJMPizaE (2010)
Risk clusters, hotpots, and spatial intelligence: Risk terrain modeling as an algorithm for police resource allocation strategies. Journal of Quantitative Criminology27: 369–362.
38.
KingN (2003)
The influence of anxiety: September 11, bioterrorism, and American public health. Journal of the History of Medicine and Allied Sciences58: 433–441.
39.
MillerA (2019) Shadows of war, traces of policing: The weaponization of space and the sensible in preemption. In: BenjaminR (ed.) Race, Technoscience and Liberatory Imagination of Everyday Life.
Durham:
Duke University Press, pp.85–106.
RamírezMM (2019)
City as borderland: Gentrification and the policing of black and Latinx geographies in Oakland. Environment and Planning D: Society and Space38(1): 147–166.
RichieB (2012) Arrested Justice: Black Women, Violence and America’s Prison Nation.
New York:
New York University Press.
46.
RitchieA (2017) Invisible No More: Police Violence against Black Women and Women of Color.
Boston:
Beacon Press.
47.
RobinsonDKoepkeL (2016) Stuck in a pattern: Early evidence on “predictive policing” and civil rights. In: Upturn: Towards Justice in Technology. Available at: www.upturn.org/work/stuck-in-a-pattern/ (accessed 15 March 2022).
48.
ScannellRJ (2018) This is not minority report: Predictive policing and population racism. In: BenjaminR (ed.) Race, Technoscience and Liberatory Imagination of Everyday Life.
Durham:
Duke University Press, pp.107–129.
49.
SchraderS (2019) Badges without Borders: How Global Counterinsurgency Transformed American Policing.
Oakland:
University of California Press.
50.
ShapiroA (2020) Design, Control, Predict: Logistical Governance in the Smart City.
Minneapolis:
University of Minnesota Press.
