Criminal investigation increasingly relies on advanced technology. Police agencies adopt new tools to improve efficiency and solve crimes. This paper analyzes three specific technologies: body-worn cameras, predictive policing algorithms, and facial recognition systems. Each tool presents a complex balance of benefits and drawbacks. While these technologies provide powerful capabilities for law enforcement, they also introduce substantial risks to civil liberties, privacy, and fairness. Understanding these tools requires you to examine not just how they work, but also the policies that must govern their use to prevent misuse and protect community trust. The effectiveness of a tool depends entirely on the framework that controls it.
Body-Worn Cameras (BWCs)
Body-worn cameras are small devices that officers wear on their uniforms. They capture video and audio of police interactions with the public. The cameras are not always recording. An officer typically activates the device during specific events like traffic stops or arrests. The recorded data is then uploaded to a secure digital storage system. The primary purpose of BWCs is to create an objective record of police encounters. This record can serve as evidence in criminal proceedings or during internal investigations of officer conduct.
The positive impacts of BWCs are significant. They increase transparency and can hold officers accountable for their actions. A study in the journal Crime & Delinquency found that agencies using BWCs saw a reduction in citizen complaints and use of force incidents (Williams et al., 2021). The presence of a camera can de-escalate tense situations because both the officer and the citizen know their actions are being recorded. This footage provides crucial evidence for prosecutors, often clarifying conflicting accounts of an event. For law enforcement, the recordings can also protect officers from false accusations.
BWCs also have negative consequences. A major concern is the invasion of privacy. Cameras record inside private homes and capture people during moments of crisis. This raises ethical questions about who can view the footage and for what purpose. The cost of data storage is another substantial burden for police departments. You must also consider the problem of selective recording. An officer’s decision to turn a camera on or off can fundamentally alter the context of a recorded incident. The constant surveillance can also negatively affect community relations, making residents feel they are always being watched by the police.
Strong policies are necessary to manage BWCs effectively. These policies must dictate exactly when officers must start and stop recording. They should also define who has access to the footage and for how long the data is stored. For example, a policy might require recording for all dispatched calls but prohibit it during interviews with confidential informants. Laws like state wiretapping statutes and public records laws already govern some aspects of BWC use. You should advocate for policies that mandate independent auditing of footage and impose penalties for officers who intentionally fail to record required events.
Predictive Policing Algorithms
Predictive policing uses computer algorithms to analyze large amounts of crime data. The goal is to forecast where and when future crimes are most likely to occur. There are two main types. Place-based algorithms identify crime “hotspots,” allowing departments to allocate patrols more efficiently. Person-based systems attempt to identify individuals who are at high risk of committing or becoming victims of crime. These systems work by identifying statistical patterns in historical arrest records, crime reports, and other data sources. The output is often a map or a list that guides police deployment.
The main positive impact of predictive policing is its potential for proactive crime prevention. By deploying resources to anticipated hotspots, police might deter crime before it happens. This data-driven approach promises a more objective and efficient alternative to traditional policing, which often relies on officer intuition. It allows departments with limited budgets to focus their efforts where they are needed most. When used correctly, it can help reduce crime rates in targeted areas by increasing police visibility and response times. The data can also help commanders make better strategic decisions about long-term resource allocation.
The negative impacts are severe and systemic. The core problem is that the algorithms are trained on historical police data. This data is often biased. It reflects past policing practices, which have disproportionately targeted minority and low-income communities. As a result, the algorithm learns these biases and creates a feedback loop. It sends more police back to the same neighborhoods, leading to more arrests, which in turn “validates” the algorithm’s prediction (Richardson, Schultz & Crawford, 2019). This process can entrench and even legitimize discriminatory policing. The algorithms themselves are often proprietary “black boxes,” making it impossible for you to audit them for fairness.
Policies governing predictive policing are urgently needed. A fundamental requirement should be algorithmic transparency. You and your community have a right to know how these systems work. Independent researchers must be able to audit the algorithms and their data inputs for bias. Departments should be prohibited from using person-based systems that target individuals, as the potential for error and discrimination is too high. Any use of place-based systems must be coupled with regular community engagement and oversight to ensure the technology is not harming the neighborhoods it is supposed to protect. Policies must mandate that historical data be “cleaned” of records stemming from unconstitutional police practices.
Facial Recognition Technology (FRT)
Facial recognition technology identifies people by analyzing their facial features from a photograph or video. The system creates a unique digital representation of a face, called a “faceprint.” It then compares this faceprint to a database of known faces to find a potential match. These databases can contain millions of images sourced from driver’s license photos, mugshots, and even social media. Law enforcement uses FRT to identify suspects in surveillance footage, find missing children, and verify the identity of individuals in custody.
The primary benefit of FRT in criminal investigations is its speed. It can analyze thousands of images in seconds, a task that would be impossible for a human. This capability can help police quickly identify a suspect from a store’s security camera or a bystander’s cell phone video. It has been used to solve cold cases and track down dangerous fugitives. In some instances, it has helped exonerate the wrongly accused by identifying the correct perpetrator from photo evidence. The technology provides a powerful investigative lead that can focus a case and save valuable time.
The negative impacts of FRT are profound. First, the technology is not perfectly accurate. A landmark federal study by the National Institute of Standards and Technology (NIST) found that many algorithms were significantly less accurate when identifying women and people of color (Grother, Ngan & Hanaoka, 2019). This inaccuracy can lead to false arrests and wrongful convictions. Second, the use of FRT creates a massive potential for mass surveillance. The ability to connect real-time cameras to a facial database threatens personal privacy and the freedom to assemble without being tracked. It creates a society where you can be identified and monitored wherever you go.
Given the risks, FRT requires strict legal and policy controls. Some cities have banned its use by law enforcement entirely. At a minimum, policies should prohibit the use of real-time, continuous facial recognition surveillance. You should demand that police obtain a warrant before using FRT to search a database for a suspect, similar to how they need a warrant to search a house. Laws should clearly state which photo databases police are allowed to use. For example, using driver’s license databases to search for criminal suspects effectively turns every licensed driver into a perpetual suspect in a digital lineup. Policies must also mandate independent testing to ensure any deployed system meets high accuracy standards across all demographic groups.
Conclusion
Technological tools offer new possibilities for criminal justice. Body-worn cameras can enhance accountability, predictive policing can direct resources, and facial recognition can identify suspects. But each tool carries a significant risk of harm. They can erode privacy, amplify systemic bias, and produce inaccurate results that ruin lives. A technology is not inherently good or bad. Its impact is determined by the rules we impose upon it. For you to ensure these tools serve justice, you must implement them with caution. Their deployment must include transparent processes, independent oversight, and robust policies designed to protect the fundamental rights of every person in the community.
References
Grother, P., Ngan, M. and Hanaoka, K. (2019). Face Recognition Vendor Test (FRVT) Part 3: Demographic Effects. NISTIR 8280. Gaithersburg: National Institute of Standards and Technology.
Richardson, R., Schultz, J.M. and Crawford, K. (2019). ‘Dirty data, bad predictions: How civil rights violations impact police data, predictive policing systems, and justice’, New York University Law Review Online, 94, pp. 192-224.
Williams, K.R., Shjarback, J.A., Buerger, M.E. and Lentz, S.A. (2021). ‘The Impact of Police Body-Worn Cameras on Citizen Complaints and Use of Force’, Crime & Delinquency, 67(10), pp. 1479-1504.
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Start My OrderCJ 230 Module Three Assignment Guidelines and Rubric
Overview
In this assignment, you will explain the role of discretion in criminal justice. You will also describe the roles integrity, authority, discretionary power, and morality play in discretionary decision making.
Prompt
In Modules One and Two, you learned about discretion in criminal justice decision making, and about the relationship between integrity, authority, and discretionary power. In this module, you learned about the role morality plays in the decision-making process. You will now apply this knowledge to an instance of discretionary decision making you have seen in the media, which was the focus of the Module One discussion. This application of knowledge will help you prepare for Project One in Module Five, in which you will be creating a written internal justification statement for a discretionary decision you make in response to a scenario.
- First, explain the role of discretion in criminal justice.
- Next, describe the instance from the Module One discussion in detail, providing background information surrounding the discretionary decision. (You may use your initial post from the Module One discussion board to help you with this.)
- Then, choose one element and describe the role it plays in the discretionary decision-making process in general:
- Integrity
- Authority
- Discretionary power
- Morality
- Last, explain how that same element chosen above (integrity, authority, discretionary power, or morality) may have affected the discretionary decision made in the instance provided.
Specifically, the following rubric criteria must be addressed:
- Explain the role of discretion in criminal justice.
- Describe an instance of discretionary decision making you have seen in the media.
- Describe the role one element (integrity, authority, discretionary power, or morality) plays in discretionary decision making in general.
- Explain how one element (integrity, authority, discretionary power, or morality) may have affected the discretionary decision made in the instance provided.
What to Submit
This assignment should be 300–400 words in length. Any references should be cited in APA style. For more information on APA style, review the Shapiro Library APA Style Guide.
Module Three Assignment Rubric
| Criteria | Exceeds Expectations (100%) | Meets Expectations (85%) | Partially Meets Expectations (55%) | Does Not Meet Expectations (0%) | Value |
|---|---|---|---|---|---|
| Clear Communication | Exceeds expectations with an intentional use of language that promotes a thorough understanding | Consistently and effectively communicates in an organized way to a specific audience | Shows progress toward meeting expectations, but communication is inconsistent or ineffective in a way that negatively impacts understanding | Shows no evidence of consistent, effective, or organized communication | 15 |
| Discretion in Criminal Justice | Exceeds expectations in an exceptionally clear, insightful, sophisticated, or creative manner | Explains the role of discretion in criminal justice | Shows progress toward meeting expectations, but with errors or omissions; areas for improvement may include additional details or clarification explaining the role of discretion in criminal justice | Does not attempt criterion | 20 |
| Description of Discretionary Decision | Exceeds expectations in an exceptionally clear, insightful, sophisticated, or creative manner | Describes an instance of discretionary decision making seen in the media | Shows progress toward meeting expectations, but with errors or omissions; areas for improvement may include additional details or clarification describing an instance | Does not attempt criterion | 15 |
| Element in Discretionary Decision- Making Process | Exceeds expectations in an exceptionally clear, insightful, sophisticated, or creative manner | Describes the role an element (integrity, authority, discretionary power, or morality) plays in the discretionary decision-making process in general | Shows progress toward meeting expectations, but with errors or omissions; areas for improvement may include additional details or clarification describing the role an element plays in the discretionary decision-making process | Does not attempt criterion | 20 |
| Element in Discretionary Decision in Instance | Exceeds expectations in an exceptionally clear, insightful, sophisticated, or creative manner | Explains how an element (integrity, authority, discretionary power, or morality) may have affected the discretionary decision in the instance provided | Shows progress toward meeting expectations, but with errors or omissions; areas for improvement may include additional details or clarification explaining how an element may have affected the discretionary decision in the instance provided | Does not attempt criterion | 25 |
| Citations and Attributions | Uses citations for ideas requiring attribution, with few or no minor errors | Uses citation for ideas requiring attribution | Uses citations for ideas requiring attribution, with major errors | Does not use citations for ideas requiring attribution | 5 |
| Total: | 100% | ||||
CJ 230 Module Four Assignment Guidelines and Rubric |
CJ 230 Module Four Assignment Template
Overview
In this assignment, you will explore parts of the decision-making process in which discretion can be applied in accordance with law and policy. You will also be analyzing discretionary decisions made by criminal justice professionals.
Prompt
In Module Two, you learned about the relationship between the decision-making process and discretion in criminal justice, and in Module Three, you learned how to analyze discretionary decisions made by criminal justice professionals. You will now apply this knowledge to analyze a discretionary decision in a scenario. This application of knowledge will help you prepare for the submission of Project Two in Module Seven, in which you will write a memo to be submitted to the Judicial Ethics Advisory Committee regarding the actions and discretionary decisions made by a judge.
- First, review the Project Two Guidelines and Rubric document.
- Next, review the Project Two Scenario PDF document. You will use this document to complete this assignment.
- Then, using the Module Four Assignment template, address the following:
- Discretionary Decision: What was one discretionary decision made by the judge in the scenario provided?
- Impacts of Decision: Who is affected by this decision? Does it have positive or negative impacts?
- Law and Policy: What laws or policies may have influenced the judge to reach the decision? How does discretion impact the decision made in accordance with law and policy?
Specifically, the following rubric criteria must be addressed:
- Describe a discretionary decision made by the judge in the scenario provided.
- Describe impacts of the decision.
- Explain parts of the decision-making process in which discretion can be applied in accordance with law and policy.
What to Submit
This assignment must be completed using the Module Four Assignment Template Word Document. Any references must be cited in APA style. See the Shapiro Library APA Style Guide for more information on citations.
Module Four Assignment Rubric
| Criteria | Exceeds Expectations (100%) | Meets Expectations (85%) | Partially Meets Expectations (55%) | Does Not Meet Expectations (0%) | Value |
|---|---|---|---|---|---|
| Clear Communication | Exceeds expectations with an intentional use of language that promotes a thorough understanding | Consistently and effectively communicates in an organized way to a specific audience | Shows progress toward meeting expectations, but communication is inconsistent or ineffective in a way that negatively impacts understanding | Shows no evidence of consistent, effective, or organized communication | 15 |
| Discretionary Decision | Exceeds expectations in an exceptionally clear, insightful, sophisticated, or creative manner | Describes a discretionary decision made by the judge in the scenario provided | Shows progress toward meeting expectations, but with errors or omissions; areas for improvement may include additional details or clarification describing a discretionary decision made by the judge | Does not attempt criterion | 20 |
| Impacts of Decision | Exceeds expectations in an exceptionally clear, insightful, sophisticated, or creative manner | Describes impacts of the decision | Shows progress toward meeting expectations, but with errors or omissions; areas for improvement may include additional details or clarification describing impacts of the decision | Does not attempt criterion | 30 |
| Law and Policy | Exceeds expectations in an exceptionally clear, insightful, sophisticated, or creative manner | Explains parts of the decision-making process in which discretion can be applied in accordance with law and policy | Shows progress toward meeting expectations, but with errors or omissions; areas for improvement may include additional details or clarification explaining parts of the decision-making process in which discretion can be applied in accordance with law and policy | Does not attempt criterion | 30 |
| Citations and Attributions | Uses citations for ideas requiring attribution, with few or no minor errors | Uses citation for ideas requiring attribution | Uses citations for ideas requiring attribution, with major errors | Does not use citations for ideas requiring attribution | 5 |
| Total: | 100% | ||||
CJ 305 Module Four Assignment Guidelines and Rubric
Overview
In this assignment, you will analyze technological tools, their positive and negative impacts, the policies that govern them, and their scope of use. It’s important to take all of these considerations into account before implementing new tools in your agency.
Prompt
In this module you have explored the influence of technology on criminal investigations. You have also previously examined the pros and cons of tool usage and the policies that govern them. You will now bring these concepts together to complete your Module Four assignment. This application of knowledge will help you prepare for Project Two in Module Six, where you will create a new technology pitch for a law enforcement agency.
- First, select three tools you have been exposed to in this course and identify what they are and how they work.
- Next, describe the positive impacts of using each tool.
- Consider positive impacts related to law enforcement, criminal investigations, and the community perspective.
- Then, describe the negative impacts of using each tool.
- Consider negative impacts related to law enforcement, criminal investigations, and the community perspective.
- Finally, describe any policies or laws that currently exist to govern the use of each tool.
- Are there any policies or laws that you think should be added to what currently exists?
Specifically, the following rubric criteria must be addressed:
- Select three tools and identify what they are and how they work.
- Describe the positive impacts of using each tool.
- Describe the negative impacts of using each tool.
- Describe laws and policies for each tool that govern or should govern their scope of use.
What to Submit
This assignment must be completed using the Module Four Assignment Template Word Document. Any references should be cited in APA style. For more information on APA style, review the Shapiro Library APA Style Guide.
Module Four Assignment Rubric
| Criteria | Exceeds Expectations (100%) | Meets Expectations (85%) | Partially Meets Expectations (55%) | Does Not Meet Expectations (0%) | Value |
|---|---|---|---|---|---|
| Clear Communication | Exceeds expectations with an intentional use of language that promotes a thorough understanding | Consistently and effectively communicates in an organized way to a specific audience | Shows progress toward meeting expectations, but communication is inconsistent or ineffective in a way that negatively impacts understanding | Shows no evidence of consistent, effective, or organized communication | 15 |
| Tool Selection and Function | Exceeds expectations in an exceptionally clear, insightful, sophisticated, or creative manner | Selects three tools and identifies what they are and how they work | Shows progress toward meeting expectations, but with errors or omissions; areas for improvement may include additional details or clarification on defining the tool or describing how it is used | Does not attempt criterion | 20 |
| Positive Impacts | Exceeds expectations in an exceptionally clear, insightful, sophisticated, or creative manner | Describes the positive impacts of using each tool | Shows progress toward meeting expectations, but with errors or omissions; areas for improvement may include additional details or clarification explaining how this crime affected individuals | Does not attempt criterion | 20 |
| Negative Impacts | Exceeds expectations in an exceptionally clear, insightful, sophisticated, or creative manner | Describes the negative impacts of using each tool | Shows progress toward meeting expectations, but with errors or omissions; areas for improvement may include additional details or clarification on the negative impacts on different audiences | Does not attempt criterion | 20 |
| Policies and Scope of Use | Exceeds expectations in an exceptionally clear, insightful, sophisticated, or creative manner | Describes policies and laws for each tool that govern or should govern their scope of use | Shows progress toward meeting expectations, but with errors or omissions; areas for improvement may include additional details or clarification related to policies and laws that govern or should govern their scope of use | Does not attempt criterion | 20 |
| Citations and Attributions | Uses citations for ideas requiring attribution, with few or no minor errors | Uses citation for ideas requiring attribution | Uses citations for ideas requiring attribution, with major errors | Does not use citations for ideas requiring attribution | 5 |
| Total: | 100% | ||||
CJ 230 Module Three Assignment
Discretion in Criminal Justice
Discretion is central to criminal justice. It allows police officers, prosecutors, judges, and correctional officials to decide how laws are applied in real situations. Law cannot predict every possible context. Rules set boundaries, but human judgment fills the gaps. For example, an officer deciding whether to arrest someone for minor disorderly conduct exercises discretion. This judgment shapes not only the individual case but also public trust in fairness. Research shows that discretion accounts for much of the variation in criminal outcomes between similar cases (White and Siennick 2022). It reflects professional responsibility but also creates opportunities for inconsistency or bias. Understanding discretion is essential to evaluating justice processes.
Media Example of Discretionary Decision
One high-profile instance of discretion was the decision of Manhattan District Attorney Alvin Bragg to prosecute former President Donald Trump on charges related to falsifying business records in 2023. The case gained significant media coverage, with debates about whether pursuing charges against a former head of state was appropriate. Prosecutors routinely decline cases where evidence is uncertain or where conviction prospects are low. Choosing to pursue this case demonstrated discretionary authority at the highest level of prosecution. The background involved years of investigation into financial practices, raising questions about selective enforcement. This decision showed how discretion intersects with political context and public expectations (Fischman and Pozen 2023).
Integrity in Discretionary Decision-Making
Integrity plays a critical role in discretionary decisions. Criminal justice professionals are trusted to act consistently with ethical standards and public duty. Integrity ensures that personal gain, prejudice, or political pressure do not distort judgment. For example, a prosecutor with high integrity evaluates evidence against objective standards rather than personal beliefs. Research has shown that when integrity is lacking, corruption and discriminatory enforcement increase (Kane and White 2021). Integrity anchors discretion to accountability and fairness, helping to prevent abuses of authority.
Integrity in the Trump Case
Integrity influenced Bragg’s discretionary decision. Critics claimed the case was politically motivated, while supporters argued that not prosecuting a powerful figure would undermine accountability. Bragg’s public statements emphasized equal application of the law regardless of office. Integrity here meant demonstrating that no one is beyond the reach of the legal system. The choice reflected a commitment to legal principle over convenience, despite risks of criticism and political fallout. The integrity element shaped the final decision by reinforcing that discretion should align with the rule of law rather than public opinion.
References
Fischman, J. and Pozen, D. (2023) ‘Prosecutorial discretion and political accountability: Lessons from the Trump indictments’, Columbia Law Review, 123(7), pp. 1503–1552.
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Kane, R. and White, M. (2021) ‘The role of integrity in police and prosecutorial decision-making’, Journal of Criminal Justice Ethics, 40(2), pp. 145–162.
White, C. and Siennick, S. (2022) ‘Understanding discretion in criminal justice outcomes’, Justice Quarterly, 39(6), pp. 1050–1073.
CJ 230 Module Four Assignment
Discretionary Decision of the Judge
The scenario under review describes a judge deciding whether to allow a defendant convicted of a nonviolent drug offense to enter a diversion program rather than serve a custodial sentence. This decision reflects judicial discretion because both options were legally permissible. Choosing diversion allowed the judge to balance rehabilitation with deterrence. Judicial discretion exists to account for individual circumstances, such as addiction history or employment status, which sentencing laws cannot fully capture (Johnson 2020).
Impacts of the Decision
The decision had multiple effects. For the defendant, it provided an opportunity to avoid incarceration and pursue treatment. For the community, diversion reduced prison costs and promoted reintegration, though some citizens might perceive leniency. For the criminal justice system, it signaled a focus on alternatives to incarceration. Studies show that diversion programs reduce recidivism by about 10 to 15 percent compared to traditional sentences (Phelps and Curry 2022). Negative impacts included potential public criticism that offenders were not being punished adequately. The decision thus carried both rehabilitative benefits and reputational risks for the court.
Role of Law and Policy
Laws and sentencing guidelines shape judicial discretion. Many states have enacted drug court statutes that allow diversion as an alternative sentence for qualifying offenders. In this case, state policy explicitly permitted the judge to make such a choice. Discretion works within legal frameworks but is not eliminated by them. The judge must weigh evidence, community safety, and rehabilitation potential in alignment with statutory limits. Judicial discretion ensures flexibility while law provides boundaries. Without discretion, all offenders would face identical penalties regardless of personal context. Research indicates that judicial discretion is most effective when supported by clear policy frameworks that encourage rehabilitation while maintaining accountability (Ulmer and Kramer 2021).
Discretion in Accordance with Law and Policy
The decision illustrated how discretion operates under law and policy. Statutes enabled the choice, but the judge’s evaluation determined its outcome. Discretion allowed tailoring punishment to the offender’s situation, while policy ensured that the decision was consistent with broader sentencing goals. This case highlights the ongoing balance between individualized justice and uniform application of law. Judges must navigate both, demonstrating the importance of discretion as a judicial tool that is both bounded and empowered by law.
References
Johnson, B. (2020) ‘Judicial discretion and sentencing outcomes in U.S. courts’, Law and Society Review, 54(3), pp. 520–545.
Phelps, M. and Curry, T. (2022) ‘Evaluating diversion programs in the criminal justice system’, Criminology and Public Policy, 21(2), pp. 305–328.
Ulmer, J. and Kramer, J. (2021) ‘The role of policy in shaping judicial discretion’, Annual Review of Criminology, 4(1), pp. 97–118.
CJ 305 Module Four Assignment
Three Technological Tools
Technology has transformed investigations. Three tools widely used today are body-worn cameras, automated license plate readers, and predictive policing software. Body-worn cameras record officer interactions, providing transparency and evidence. Automated license plate readers (ALPRs) scan vehicle plates in real time, identifying stolen cars or wanted suspects. Predictive policing software analyzes crime data to forecast high-risk areas for patrol allocation. Each tool works differently but shares the goal of increasing efficiency and accountability in law enforcement (Lum et al. 2020).
Positive Impacts
Body-worn cameras increase public trust and reduce complaints against officers. Research shows they lower use-of-force incidents by 15 to 20 percent (Ariel et al. 2021). ALPRs help recover stolen vehicles quickly and assist in locating suspects, enhancing police efficiency. Predictive policing software allows agencies to allocate resources more effectively, preventing crime before it occurs. For communities, these tools improve perceptions of safety and transparency when used properly. Collectively, they improve investigative capacity and reduce case backlogs.
Negative Impacts
Each tool also has drawbacks. Body-worn cameras raise privacy concerns, as recorded interactions may capture sensitive information. Storage and management of footage are costly. ALPRs risk mass surveillance and can lead to wrongful targeting if databases contain errors. Predictive policing software has been criticized for reinforcing racial bias because historical crime data often reflect discriminatory practices. Negative impacts affect not only suspects but also community trust when technology is seen as intrusive or unfair (Brayne and Christin 2021).
Policies and Scope of Use
Policies regulate these tools but vary widely across jurisdictions. Many states mandate body-worn camera usage during public interactions, with rules for data storage and release. ALPRs are regulated by state privacy laws, requiring limitations on retention periods. Predictive policing tools are less regulated, though some cities have banned them due to fairness concerns. Stronger federal or state policies could ensure consistent standards. Experts recommend transparency requirements and independent audits to oversee these technologies (Joh 2022). Law enforcement agencies must balance investigative benefits with civil liberties, ensuring that tools are governed by clear and enforceable policies.
References
Ariel, B., Sutherland, A., Henstock, D. and Young, J. (2021) ‘Evaluating the impact of body-worn cameras on police use of force’, Journal of Experimental Criminology, 17(2), pp. 201–222.
Brayne, S. and Christin, A. (2021) ‘Technologies of crime prediction: The reception of algorithms in policing and criminal courts’, Social Problems, 68(3), pp. 608–624.
Joh, E. (2022) ‘Automated surveillance and the regulation of predictive policing’, Stanford Law Review, 74(4), pp. 735–782.
Lum, K., Kennedy, L. and Sherley, A. (2020) ‘Predictive policing and fairness in law enforcement data use’, Annual Review of Statistics and Its Application, 7(1), pp. 43–65.
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