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Posts tagged data analysis
Law Enforcement Tools to Detect, Document, and Communicate Use of Service Weapons

By Steven Schuetz, et al.

  Context Service weapon activity, including instances where an officer’s firearm is drawn, pointed, or discharged, plays an important role in understanding events transpiring during a police–public encounter. Detection, documentation, and communication of these events in a way that is accurate, timely, and dependable is vital for enhancing transparency and accountability of law enforcement service weapon use. About this Report The National Institute of Justice (NIJ) requested the Criminal Justice Technology Testing and Evaluation Center (CJTTEC) to investigate the landscape of commercially available and emerging technologies that could meet this need. CJTTEC conducted a review of technologies capable of detecting when a service weapon has been unholstered, pointed, or discharged; documenting when a law enforcement officer discharges their service weapon (or initiating documentation such as body-worn camera (BWC) recordings in such incidents); and communicating the information to dispatchers. CJTTEC’s methodology to understand this technology landscape included secondary research (e.g., reviewing patents, trade literature, press releases, news articles, and publications) and primary research with technology experts, product representatives, and researchers. This brief provides a high-level summary of technology systems capable of documenting, detecting, and communicating service weapon activity, focusing specifically on technology integrated into or onto the weapon, in a holster, in a BWC, in a wearable device, or in environmental sensing tools. Conclusion Although no single commercially available tool is capable of detecting, documenting, and communicating service weapon activity, law enforcement agencies may be able to rely on a suite of products to help them address these needs.  Key Takeaways ¡ Agencies are facing increased pressure to document service weapon activity. From 2015 through 2020, on average, an estimated 1,769 people were injured annually—979 fatally and 790 nonfatally— from shootings by police in the United States.1 Because of the impact that officer-involved shootings (OISs) have on the community, law enforcement agencies are facing increased public pressure and policy mandates to document service weapon activity. ¡ There is a need for tools or technologies that can objectively detect, document, and communicate service weapon activity. OISs are stressful incidents that can occur quickly and under poor visual circumstances, which can impact accurate documentation of events. Further, obtaining reliable service weapon activity data can be challenging because of noncompliance with body-worn camera (BWC) policies, lack of BWCs, or inaccurate witness and officer accounts. ¡ There is no single commercially available product that meets service weapon activity needs. No single product can currently (1) detect service weapon activity, such as recording actual shots fired in an incident involving law enforcement weapons; (2) document the activity, such as initiating BWC recordings; and (3) communicate information about service weapon activity to police dispatchers. ¡ Agencies can rely on a suite of products to address these needs or choose specific products, each with strengths and limitations. Available technologies may be integrated into or onto the weapon, in a holster, in a BWC, in a wearable device, or in environmental sensing tools. Weapon-integrated tools offer the most functionality to detect and document multiple types of service weapon activity during a use-of-force incident, but many of these products, such as those developed by Armaments Research Company and Yardarm, are not commercially available. These products often lack the capability to communicate updates in real-time with dispatch. Holster-integrated tools can sense officer unholstering activity, activate BWC, and communicate with dispatch, but they cannot detect activity related to pointing or firing a weapon. BWCs, activated by multiple types of triggers, can document audio and video of the incident and communicate with dispatch, but they cannot specifically detect officer firearm activities (e.g., weapon unholstering, pointing, gunshot detection). Wearable devices can detect officer firearm activities, document metadata, and communicate with dispatch, but most products are still in a development phase for law enforcement applications. Environmental sensing tools may detect and document activities transpiring within a certain area, including shots fired in an incident, and communicate information to dispatch, but they cannot detect or attribute gunshot activities specifically to an officer's service weapon. ¡ Technology advancements and independent testing, evaluation, and implementation research are needed to accelerate adoption. Technology developers are currently working through several technical hurdles and are leveraging insights from BWC to improve technology uptake. Some commercially available products have been evaluated for performance, but more studies are needed as technologies are further developed and released into the market.  

Criminal Justice Testing (and Evaluation Consortium, 2024. 15p.

Artificial Intelligence Applications for Criminal Courts.  An overview of artificial intelligence applications and associated considerations for the criminal court system 

By Redden, J., Banks, D.,   

Key Takeaways ¡ AI has the potential to transform many aspects of the court system in the years to come. Although not yet ubiquitous, AI-enabled tools are already being used in various applications relevant to the court system. ¡ AI-enabled tools may address pressing needs within the court system—including managing staffing and resources, processing digital information, improving court operations, managing cases, maintaining accountability, and creating partnerships and collaboration. ¡ AI systems that provide recommendations or predictions in the context of the court system should be approached with caution and evaluated carefully. ¡ Deploying AI-enabled tools effectively requires investing in a strategy for the operational, procedural, and change management efforts required for successful implementation. This technology brief is the third in a four-part series that examines artificial intelligence (AI) applications in the criminal justice system. This brief focuses on AI applications within criminal courts, with particular emphasis on AI’s role in addressing prosecutorial needs. These AI applications and associated needs may also be relevant to other types of courts, such as traffic and civil courts, as well as to other officers of the court—including defense counsel, judges, and court administrators. It also introduces frameworks for evaluating AI applications and highlights critical risks to consider when deploying AI systems. Although many of the examples in this brief have not yet been widely adopted, AI has the potential to address various needs within the court system. Additional briefs include a high-level overview of AI within the criminal justice system and AI topics specifically related to law enforcement and corrections

  The courts play a critical role in the criminal justice system in ensuring the fair and impartial administration of justice for all. As AI becomes more prevalent across society, many criminal justice leaders are asking if AI-enabled technologies can help improve the court system. In other industries, AI has dramatically increased efficiency, expanded capabilities, and automated repetitive or mundane tasks. In the years ahead, AI will likely impact many aspects of the court system, including the prosecution and defense of crimes and the practice of law in both private and public service settings. This brief (1) offers mental models for leaders in the criminal court system to use when evaluating AI applications, (2) presents example AI applications and use cases, and (3) highlights key risk considerations within the criminal courts context.

Criminal Justice Testing (and Evaluation Consortium . 2020. 11p.

Four Decades of Law Enforcement in New York State: Changing Arrest, Prosecution, and Sentencing Trends, 1980-2023

By Sarah Monaghan, Kellyann Bock, Michael Rempel, & Olive Lu

Spanning more than four decades, how has the footprint of New York’s criminal legal system changed? This comprehensive report explores the changing landscape of law enforcement in New York State from 1980 to 2023. It analyzes trends in arrests, prosecutorial declinations, criminal convictions, and sentencing practices, with a focus on regional and racial disparities.

Key Takeaways

● Statewide Arrest Trends

● After varying patterns by charge and region from 1980 to 2010, arrest rates declined significantly from 2010 to 2020, with a modest resurgence from 2020 to 2023.

● Misdemeanor arrests in NYC increased nearly fourfold from 1980 to 2010, dropped by 75% from 2010 to 2020 but rose by 40% from 2020 to 2023.

● Felony arrests decreased across all regions from 1980 to 2020, with a modest uptick in recent years.

● Charge-Specific Arrest Patterns

● Drug arrests in NYC peaked at over 128,000 in 2000, before falling to under 18,000 in 2023.

● Prostitution and fare evasion arrests in NYC saw drastic declines. Prostitution declined 99% from 1985 to 2023, and fare evasion declined 99% from 1994 to 2021, before a 2021-to-2023 uptick.

● DUI remained a leading charge outside NYC, comprising 18%-19% of suburban and upstate misdemeanors in 2023.

● Prosecutorial Declinations

● After changing only modestly until 2017, district attorneys’ offices in the Bronx, Manhattan, and Brooklyn declined to prosecute increasing numbers of low level misdemeanor arrests from 2017 to 2023.

● Select low level arrests for transit fare evasion, prostitution, trespass, and marijuana possession saw especially significant increases in declinations in the Bronx, Manhattan, and/or Brooklyn.

● Sentencing Trends: Jail and prison sentences for misdemeanors and nonviolent felonies peaked around 2000 before decreasing significantly by 2023. Violent felony convictions increasingly resulted in prison sentences across all regions.

● Racial and Ethnic Disparities: While shrinking in some areas since 1980 (e.g., felony arrest disparities narrowed), the study found that sizable Black-white and Hispanic-white disparities on most metrics examined.

New York: Data Collaborative for Justice at John Jay College, 2024. 45p.

Applying Situational Context Analysis to Five Years of Washington Post Police Use of Deadly Force Data (2015-2019)

By Arthur H. Garrison

This article uses five years of data, 2015–2019, from the Washington Post dataset on police use of deadly force and enhances the data with 21 situational and 8 police perceived threat measure variables to put in context the use of force and the disproportionate incidents involving Blacks compared to other races. Rather than comparing percentage race outcomes of police use of force to general population or behavior proxy measures the benchmark of situational contexts of police use of force is used to interpret race percentage distributions by race within the same context. Under this analysis, the top three situations that result in police deadly force involved 1) an assault or civilian call for help, 2) a call for domestic violence, and 3) a police officer being attacked. When viewing police shootings by situation and race percentage distribution, the data shows that police use of force is differentiated. Within the same situations Blacks were more likely to be shot and killed than Whites. Blacks were more likely to be shot by the police in a traffic stop, were more likely to shot by the police mistaking them as armed, were more likely to be shot if they are perceived to be suffering mental illness and were more likely to be shot if the police are responding to call for illegal drug activity than other races in the same situations and contexts that resulted in police use of deadly force.

Journal of Race and Policy 16(1) 2022