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Full-Text Articles in Science and Technology Policy

Cyberspace Collaborative Awareness: A Model For Unity Of Effort In Homeland Defense, Mike Knapp, Sean Atkins, Matthew Mclaughlin Sep 2026

Cyberspace Collaborative Awareness: A Model For Unity Of Effort In Homeland Defense, Mike Knapp, Sean Atkins, Matthew Mclaughlin

Joint Force Quarterly

The increasing frequency and severity of cyberattacks against U.S. critical infrastructure continue to confound homeland defense efforts. Defending against state cyber campaigns that threaten the nation’s most critical systems requires a new awareness model that can enable unity of effort across public and private actors. Examining homeland defense awareness in other domains reveals principles and approaches that can inform the development of a collaborative awareness model in cyberspace. This new framework acknowledges the interconnectedness of government and commercial networks and the independent goals of each player in the domain. Doing so provides a viable path to achieving shared domain awareness …


Expanding The Cognitive Attentional Standards Platform Through Artificial Influence Assessment (Aia): Rationale, Development, And Measurement Design, Delante Clark Jun 2026

Expanding The Cognitive Attentional Standards Platform Through Artificial Influence Assessment (Aia): Rationale, Development, And Measurement Design, Delante Clark

Graduate Scholarship and Creative Works

Artificial intelligence is increasingly shaping how individuals access information, make decisions, and interact with digital environments. The Cognitive Attentional Standards Platform (C.A.S.) was developed to assess attention related harms, cognitive safety, digital autonomy, and platform influence across digital systems (Clark, 2026). However, the growth of generative AI, conversational agents, and algorithmic decision support technologies has introduced new forms of influence that may not be fully captured by existing assessment domains. This paper proposes the Artificial Influence Assessment (AIA) as an expansion of the C.A.S. framework designed to measure AI mediated influence on cognition, behavior, autonomy, and information processing. Drawing on …


Governing Algorithmic Attention: Attention Safeguard Models And The Cognitive Attentional Standard As System Level Interventions In Human Computer Interaction, Behavioral Economics, And Artificial Intelligence, Delante Clark Jun 2026

Governing Algorithmic Attention: Attention Safeguard Models And The Cognitive Attentional Standard As System Level Interventions In Human Computer Interaction, Behavioral Economics, And Artificial Intelligence, Delante Clark

Graduate Scholarship and Creative Works

Algorithmic recommendation systems and interface designs shape attention by combining visually salient cues with uncertain reward timing and low friction interaction. These conditions can sustain anticipatory checking, extend time on task, and reduce natural disengagement points through patterns such as infinite scrolling and autoplay. This paper synthesizes research across neuroscience, human computer interaction, behavioral economics, and artificial intelligence to argue that attention capture is a predictable outcome of incentive driven design rather than an individual failure of self regulation. It advances the Attention Safeguard Models and the Cognitive Attentional Standard as system level interventions that regulate exposure conditions, pacing, and …


Shaping Egypt’S Transition To Sustainable Electric Transport: Current Policies And Future Directions, Noha A. Ragab Jun 2026

Shaping Egypt’S Transition To Sustainable Electric Transport: Current Policies And Future Directions, Noha A. Ragab

Theses and Dissertations

Egypt has enacted policies to promote the adoption of electric vehicles (EVs) in order to reduce their overall carbon footprint. However, the pace of transition remains limited, so the research aims to answer the following question: “How do current policies shape Egypt’s transition towards sustainable electric transport, and what additional measures can support this transition?" The study employs a qualitative analysis methodology, based on diffusion of innovation theory and conceptual framework, to analyze current policies in Egypt and identify challenges and gaps in their implementation. It also analyzes responses from 23 interviews with experts in the field, manufacturers, dealers, EV …


Justice On Autopilot: Comparing Predictive Litigation And Data Justice In Bay Area Municipal Governments, Darris M. Thomas May 2026

Justice On Autopilot: Comparing Predictive Litigation And Data Justice In Bay Area Municipal Governments, Darris M. Thomas

Master's Projects and Capstones

This Capstone project examines how Bay Area municipal governments, specifically the City and County of San Francisco, Alameda County, San Mateo County, and Santa Clara County, are adopting and governing predictive litigation technologies, and what these practices reveal about the possibilities and limitations of data justice in advancing racial equity, transparency, and public accountability. Drawing on a qualitative, comparative case study methodology analyzing procurement contracts, AI governance policies, California Public Records Act (CPRA) disclosures, and semi-structured interviews gathered across fifteen municipal legal institutions, the research applies an interdisciplinary theoretical framework synthesizing John Rawls’s distributive fairness, Nancy Fraser’s recognition justice, Tom …


The Expanding Digital Border: Ai, Surveillance, And The Fight For Justice, James Chesser Apr 2026

The Expanding Digital Border: Ai, Surveillance, And The Fight For Justice, James Chesser

Immigration and Human Rights Law Review

As artificial intelligence transforms the mechanisms of immigration control, the modern border has become a digital filter—one governed less by geography and more by code. This Article examines the legal, technical, and ethical implications of AI-driven systems now central to global border enforcement, including biometric surveillance, algorithmic risk scoring, and predictive profiling. It explores how states use these technologies not only to manage irregular migration, but to compete for global talent—constructing migration regimes that reward capital and compliance while eroding transparency, due process, and equality.

Through an international and comparative lens, the piece highlights the expansion of algorithmic decision-making across …


Data Centers In Mountain West Markets, 2026, Cason Noll, Krish Sharma, Maisoon Faris, Olivia K. Cheche, Caitlin J. Saladino, William E. Brown Jr. Mar 2026

Data Centers In Mountain West Markets, 2026, Cason Noll, Krish Sharma, Maisoon Faris, Olivia K. Cheche, Caitlin J. Saladino, William E. Brown Jr.

Transportation & Infrastructure

This fact sheet reports on the distribution and geographic concentration of data centers across the Mountain West states of Arizona, Colorado, Nevada, New Mexico and Utah as of March 6th, 2026. Using data from DataCenterMap, this fact sheet examines the number of data centers in each Mountain West state and further analyzes market-level  distribution, defined as cities within each state where data centers are located. The data are used to compare state totals and to rank Mountain West markets from highest to lowest based on the number of data centers operating in that area.


Opportunities, Challenges, And Conspicuous Absences: An Integrative Review Of The Social Work Literature On Artificial Intelligence, Michael J. Massey, Ian G. Williams, Grace C. Polistina, Eathan A. Breaux Mar 2026

Opportunities, Challenges, And Conspicuous Absences: An Integrative Review Of The Social Work Literature On Artificial Intelligence, Michael J. Massey, Ian G. Williams, Grace C. Polistina, Eathan A. Breaux

Publications and Research

INTRODUCTION: Social work discourse regarding artificial intelligence (AI) in practice, research, and education has proliferated over the last 5 years, reflecting both excitement over its potential and ambivalence about its ethical challenges. However, the extent to which social work is fully engaging with the structure of AI and its enormous impacts on the environment, labour, and distribution of power remains unclear.

METHODS: An integrative review of social work literature from 2020–2024 was conducted to address two research questions: 1) What is the nature of the social work discourse related to AI? 2) To what extent is the discourse …


Watching The Watchers: Redefining Privacy And Human Rights In Correctional Surveillance, Ianna H. Choi Feb 2026

Watching The Watchers: Redefining Privacy And Human Rights In Correctional Surveillance, Ianna H. Choi

Binghamton University Undergraduate Journal

Incarcerated individuals exist in a space where security and privacy constantly clash. This study examines how surveillance technologies—biometric monitoring, video surveillance, and electronic tracking—in correctional settings impact the privacy rights of those incarcerated. Through a review of peer-reviewed literature, and insights from informal conversations with incarcerated individuals at Broome County Jail, this research examines the ethical, legal, and social implications of surveillance in carceral facilities, focusing on how constant monitoring impacts privacy, relationships, and mental well-being. Expanding beyond jails, the study considers surveillance in state and federal prisons, evaluating its implications under the United Nations International Covenant on Civil and …


Symbolic Reform Or Substantive Change? The Effect Of Body-Worn Camera Implementation On Lethal Use-Of-Force In Missouri, Sophia A. Tuncer Jan 2026

Symbolic Reform Or Substantive Change? The Effect Of Body-Worn Camera Implementation On Lethal Use-Of-Force In Missouri, Sophia A. Tuncer

CMC Senior Theses

This thesis investigates whether body-worn cameras reduce lethal use-of-force among police departments in Missouri. Aggregating data from the Bureau of Justice Statistics and Mapping Police Violence, I create a panel of 188 cities in Missouri, with and without body-worn camera adoption. The OLS and Poisson regression results show that body-worn cameras do not have a significant effect on lethal use-of-force in the short run, but that the technology does significantly lower lethal use-of-force in the medium run.


Localized Air Pollution Impacts From Data Centers In Northern Virginia, Damian Pitt, Ivan Suen, Ellie Plisko Jan 2026

Localized Air Pollution Impacts From Data Centers In Northern Virginia, Damian Pitt, Ivan Suen, Ellie Plisko

Institute for Sustainable Energy and Environment Publications and Presentations

This report examins the extent of air pollution emissions resulting from the use of backup generators at data centers in Northern Virginia, including both actual current emissions and potential future emissions, and how those emissions totals compare to other sources of air pollution in the Northern Virginia region. It also examines how exposure to data center emissions correlates with demographic characteristics such as race, income, and education.

We while the air pollution emissions from individual data centers is minor, the collective impact from the 100+ such facilities in the Northern Virginia region is significant. Notably, the cumulative emissions exposure in …


Revenge Of The Interceptors? The Dod, Congress, And The Return Of Space-Based Missile Defense During Trump 45, Chad Mcelroy Jan 2026

Revenge Of The Interceptors? The Dod, Congress, And The Return Of Space-Based Missile Defense During Trump 45, Chad Mcelroy

CMC Senior Theses

The initiation of the Golden Dome for America program has brought space-based missile defense (SBMD) to the forefront of American national security policy and rekindled debates that had laid dormant since the administration of President Ronald Reagan. How, forty-two years after President Reagan first proposed the Strategic Defense Initiative, did SBMD return as a national priority? In lieu of public information about the ongoing Golden Dome initiative, this thesis explores the first Trump administration, otherwise known as Trump 45, in order to analyze the development of SBMD proposals by its proponents in Congress and the Department of Defense. I used …


Powering The Machine, Draining The Planet: Whether U.S. Environmental Law Is Equipped To Regulate The Energy And Water Demands Of Ai Data Centers, Michael Marcu Jan 2026

Powering The Machine, Draining The Planet: Whether U.S. Environmental Law Is Equipped To Regulate The Energy And Water Demands Of Ai Data Centers, Michael Marcu

Journal of Earth and Life Science

Artificial intelligence (AI) data centers have become one of the United States' fastest-growing and least-regulated sources of environmental stress. In 2024 alone, U.S. data centers consumed 183 terawatt-hours (TWh) of electricity more than the entire nation of Pakistan and consumed an estimated 17 billion gallons of water (IEA, 2025; Berkeley Lab, 2024). By 2030, electricity demand from these facilities is projected to reach 426 TWh, a 133% increase in six years (Pew Research Center, 2025). This paper examines whether the existing U.S. environmental regulatory framework put by the National Environmental Policy Act (NEPA), the Clean Water Act (CWA), and the …


The Attention Safeguard Models: Governing Digital Harm Without Restricting Lawful Speech, Delante Clark Jan 2026

The Attention Safeguard Models: Governing Digital Harm Without Restricting Lawful Speech, Delante Clark

Graduate Scholarship and Creative Works

Digital platforms increasingly govern contemporary social, civic, and psychological life through systems optimized for attention capture, amplification, and monetization. While lawful expression remains protected under the First Amendment, the infrastructural mechanisms that determine how speech circulates have produced a range of attention‑based harms, including cyberbullying, engagement farming, compulsive doom scrolling, emotional dysregulation, and civic polarization. This research paper introduces the Attentional Safeguards Model (ASM), coined and formalized by Delante Clark, as a novel governance framework that mitigates such harms by regulating systems of amplification rather than restricting expression itself. Building on attention economy theory, technological mediation, constitutional free‑speech doctrine, …


Artificial Elections: How Artificial Intelligence Can Affect Elections And Decide Our Future, Ryan D. Granger Jan 2026

Artificial Elections: How Artificial Intelligence Can Affect Elections And Decide Our Future, Ryan D. Granger

Honors Undergraduate Theses

This thesis examines the growing role of artificial intelligence (AI) in democratic elections, highlighting both its transformative potential and its associated risks. Drawing on a qualitative analysis of existing literature, the study explores how AI is increasingly integrated into political campaigns, election administration, and voter engagement. Key benefits include enhanced data analysis, personalized political messaging, and improved efficiency in campaign operations. AI also supports real-time fact-checking and more accurate vote tabulation, which can strengthen transparency and trust in electoral processes. However, the thesis emphasizes that these advantages are accompanied by significant challenges. AI technologies enable the rapid creation and dissemination …


The Effect Of The Affordable Care Act Medicaid Expansion On The Risk Of Hospital Closure And Adolescent Hpv Immunization In Rural Counties, Juliette Des Rosiers Jan 2026

The Effect Of The Affordable Care Act Medicaid Expansion On The Risk Of Hospital Closure And Adolescent Hpv Immunization In Rural Counties, Juliette Des Rosiers

Scripps Senior Theses

From 2005 to 2025, over 200 rural hospitals shut their doors, often citing increased operational costs, staffing shortages, low patient volume, regulatory barriers, financial challenges exacerbated by the COVID-19 pandemic, and uncompensated care as common contributors to the closures. Rural patients are often referred by their primary care physician to a hospital for regular immunizations, since smaller clinics have less capacity to provide immunizations due to a shortage of pediatricians and limited vaccine stock. A crucial vaccine that is not required by schools and underutilized in rural areas is that against human papillomavirus (HPV), a virus that infects cutaneous and …


Aiding And Abetting Scientific Integrity In U.S. Federal Government Agencies, Keeley Townsend Dec 2025

Aiding And Abetting Scientific Integrity In U.S. Federal Government Agencies, Keeley Townsend

Theses and Dissertations in Business Administration

Science can play a critical role in supporting sound public administration and policy decisions. However, the value that science provides to government decision-making is contingent on a government’s scientific integrity standards and the degree to which employees adhere to those standards when conducting, managing, using, or communicating about science. Within the U.S. federal government, scientific integrity standards have historically been defined and applied inconsistently, at times resulting in harmful government actions.

Since at least 2000, the U.S. Congress and several executive administrations have taken steps to strengthen scientific integrity in government operations. One recent step included requiring all federal government …


Artificial Intelligence (Ai) And The Anthropic Economic Index In The Mountain West, 2025, Cason Noll, Olivia K. Cheche, William E. Brown Jr. Nov 2025

Artificial Intelligence (Ai) And The Anthropic Economic Index In The Mountain West, 2025, Cason Noll, Olivia K. Cheche, William E. Brown Jr.

Economic Development & Workforce

This fact sheet presents 2025 data on the state of artificial intelligence (AI) adoption among the five Mountain West states of Arizona, Colorado, Nevada, New Mexico, and Utah. The data are sourced from the “Anthropic Economic Index,” which provides data on Claude.ai (an AI large language model) and its adoption across all 50 U.S. states and Washington, D.C. This fact sheet focuses on Claude.ai usage, the most common topic Claude.ai has been used for, and augmentation and automation shares for each Mountain West state.


Federal Funding In The Mountain West, 2021-2024, Isabelle G. Graham, Olivia K. Cheche, Caitlin J. Saladino, William E. Brown Jr. Sep 2025

Federal Funding In The Mountain West, 2021-2024, Isabelle G. Graham, Olivia K. Cheche, Caitlin J. Saladino, William E. Brown Jr.

Elections & Governance

This fact sheet presents data on the number of federal funding awards granted to the five Mountain West states of Arizona, Colorado, Nevada, New Mexico, and Utah between 2021 and 2024. These awards include investments authorized under major federal legislation such as the Inflation Reduction Act (IRA), CHIPS and Science Act, and Bipartisan Infrastructure Law (BIL), among other programs tracked by Invest.gov. The One Big Beautiful Bill Act (OBBBA) will see funding for these programs sunsetted (terminated as the above legislation expires).


The Chemistry Workforce In The Mountain West, 2022, Sean Curry, Otoniel Ramos, Mohit Pande, Olivia K. Cheche, Caitlin J. Saladino, William E. Brown Jr. Jul 2025

The Chemistry Workforce In The Mountain West, 2022, Sean Curry, Otoniel Ramos, Mohit Pande, Olivia K. Cheche, Caitlin J. Saladino, William E. Brown Jr.

Economic Development & Workforce

This fact sheet presents 2022 data on the industrial chemistry workforce in five Mountain West states: Arizona, Colorado, Nevada, New Mexico, and Utah. The American Chemistry Council’s (ACC’s) report, “2023 Guide to the Business of Chemistry,” offers insights into the chemistry industry’s role in the U.S. economy. This fact sheet focuses on 2022 state-level data related to the number of chemistry establishments, the number of individuals employed in the industry, and the average wages and salaries of industry workers in the Mountain West.


Elder Fraud In The Mountain West, 2023, Taylor Volk, Madison Dwyer, Caitlin J. Saladino, William E. Brown Jr. Jun 2025

Elder Fraud In The Mountain West, 2023, Taylor Volk, Madison Dwyer, Caitlin J. Saladino, William E. Brown Jr.

Criminal Justice

This fact sheet presents data on complaints of fraud affecting individuals over the age of 60 and associated financial losses reported by elderly individuals in the Mountain West. The 2023 Elder Fraud Report serves to illuminate trends in elder fraud reports throughout the 50 U.S. states, Washington, D.C., Puerto Rico, Guam, U.S. Minor Outlying Islands, American Samoa, U.S. Virgin Islands, and Northern Mariana Islands. This fact sheet focuses on elder fraud data for the Mountain West states of Arizona, Colorado, Nevada, New Mexico, and Utah.


Federal Health Research Cuts In The Mountain West, 2025, Mia Tschan, Ivan Sun, Sydney Mitchell, Caitlin J. Saladino, William E. Brown Jr. May 2025

Federal Health Research Cuts In The Mountain West, 2025, Mia Tschan, Ivan Sun, Sydney Mitchell, Caitlin J. Saladino, William E. Brown Jr.

Health

This fact sheet presents data from the Science & Community Impacts Mapping Project (SCIMaP) report, “Impact of Federal Health Research Cuts,” which predicts economic and job losses resulting from proposed National Institutes of Health (NIH) funding/grants cuts for indirect research costs as of April 9, 2025. This fact sheet focuses on predicted economic and job loss for the Mountain West states of Arizona, Colorado, Nevada, New Mexico, and Utah, and county-level data for the State of Nevada.


Recent U.S. Government Policy Literature On Critical And Strategic Minerals, Bert Chapman May 2025

Recent U.S. Government Policy Literature On Critical And Strategic Minerals, Bert Chapman

Libraries Faculty and Staff Scholarship and Research

Critical and strategic minerals have become increasingly important in U.S. government civilian and military policymaking in recent years. This is demonstrated by the heavy use of such minerals in many critical civilian and military infrastructures. This work will discuss how this subject has been addressed in laws, presidential documents, and works by government agencies along with congressional oversight committees and support agencies. It will stress how the United States is heavily dependent on strategic minerals from adversarial foreign countries such as China and will examine U.S. efforts to increase its ability to produce such materials in the United States by …


Amidst The Frenzy Over Deepseek Ai, Us Federal Science And Tech Policy Is A Mess Of Internal Contradictions, Yujia He Feb 2025

Amidst The Frenzy Over Deepseek Ai, Us Federal Science And Tech Policy Is A Mess Of Internal Contradictions, Yujia He

Patterson School of Diplomacy and International Commerce Faculty Publications

The release of the R1 model by the Chinese artificial intelligence (AI) company, DeepSeek, shocked the US tech industry. Yujia He writes that while DeepSeek’s model may not be quite as superior compared to its competitors as originally thought, the Trump administration has responded to its innovations by further pushing for US leadership in AI. Taking a close look at US research and development policy under the second Trump administration, however, shows the significant disconnect between rhetoric and policy. Federal funding freezes and reduced funding for the National Science Foundation could have dire long-term consequences for research and international cooperation …


Bolstering The Startup Sector In Palestine And Its Potential Impact On Public Finance, Rabeh Morrar, Rand Jibril Jan 2025

Bolstering The Startup Sector In Palestine And Its Potential Impact On Public Finance, Rabeh Morrar, Rand Jibril

An-Najah University Journal for Research - B (Humanities)

Objective: This study aimed to analyze of the ecosystem surrounding startups in Palestine in general, with a particular focus on public finance; specifically, how public authorities can enhance the regulatory framework and adopt incentive policies for startups and entrepreneurship to create a positive long-term impact on both the overall economy and public finance. Methodology: The study's methodology primarily involved conducting in-depth interviews with a sample of all stakeholders related to the Palestinian startup ecosystem. This included government entities, relevant public bodies, startups, entrepreneurs, accelerators, incubators, venture capital funds, universities, innovation centers, and legal entities. Results: The study reached several important …


Cyber Threats, Cyber Risks, And Cybersecurity Responses: Modeling Whole-Of-Nation Strategy Implementation For American Organizations And Citizens, Vincent Leon Guerrero Aug 2024

Cyber Threats, Cyber Risks, And Cybersecurity Responses: Modeling Whole-Of-Nation Strategy Implementation For American Organizations And Citizens, Vincent Leon Guerrero

All Dissertations

Amid a landscape of cyber attacks on America occurring below the threshold of armed conflict, strategic national policy efforts recommend a whole-of-nation approach where individuals and public and private organizations increase their defensive posture in cyberspace. Motivation to address the risk of a cyber event includes a continuum of cyber threats that can range from low-level disruptive events to cybercrime and cyber espionage to the possibility of a potentially catastrophic attack on critical infrastructure. In this dissertation, I conduct a survey experiment of various cyber threat conditions and cyber policies to model cybersecurity responses, risk perceptions to a possible cyber …


Policy Frameworks And Citizens’ Use Of Fintech Solutions: The Pros And Cons In Egypt, Salma Al-Mohamady Jun 2024

Policy Frameworks And Citizens’ Use Of Fintech Solutions: The Pros And Cons In Egypt, Salma Al-Mohamady

Theses and Dissertations

This thesis provides a comprehensive analysis of the significant influence of financial technology (FinTech) on the banking industry, consumer finance, and economic growth. It specifically concentrates on the swiftly changing FinTech environment in Egypt. The study investigates the impact of incorporating advanced technologies on worldwide financial practices, which has significantly transformed traditional banking models and facilitated the emergence of inventive financial services. The transition is clearly apparent in Egypt, where the expansion of FinTech has been driven by advances in regulations, adaptation to technology, and a population that is becoming more comfortable with digital solutions.

Using a combination of quantitative …


Rethinking Supply Chains: Mitigating The Risk Of Chinese Dependence And Protecting Us Semiconductor Intellectual Property, Jamison Finnamore Apr 2024

Rethinking Supply Chains: Mitigating The Risk Of Chinese Dependence And Protecting Us Semiconductor Intellectual Property, Jamison Finnamore

Helm's School of Government Conference - 2021-2024

This paper explores the complex economic interdependence between the US, China, and Taiwan, specifically in the semiconductor industry. China’s increased aggression and intellectual property (IP) theft threatens to unbalance the iron triangle of US, China, and Taiwan trade relations. The problem overview elaborates on Taiwan’s crucial role in the semiconductor supply chain, and China’s threat against it. The argument is made that the US must take a nuanced and multifaceted approach to solving the diplomatic, economic, and military policy problem. Criteria for success are outlined, emphasizing the need to address root causes and not compromise US commitment to a free …


Exploring The Potential Of E-Government In Reducing Corruption – Case Of Egypt, Mahinour Abou Elseoud Feb 2024

Exploring The Potential Of E-Government In Reducing Corruption – Case Of Egypt, Mahinour Abou Elseoud

Theses and Dissertations

Many countries have recognized the significance of electronic work transition to application, frequently known as e-government, with the purpose of improving their bureaucratic performance and reducing corruption. From an economic standpoint, transparency may boost government efficiency as it increases the government capacity and, eventually, fosters good governance by reducing corruption and inefficiency. As a result, this study aims to analyze the correlation between e-government and corruption, as well as whether e-government reduced the detrimental effects of corruption on public trust. To accomplish this objective, the thesis focuses on in-depth interviews with citizens of all ages, socioeconomic and educational backgrounds, as …


Police Flight Oversight: Lapd Drone As First Responder Implementation, Nathaniel Worley Jan 2024

Police Flight Oversight: Lapd Drone As First Responder Implementation, Nathaniel Worley

CMC Senior Theses

This thesis explores the feasibility of implementing a Drone as First Responder (DFR) program within the Los Angeles Police Department (LAPD), analyzing the operational, social, and financial implications compared to traditional police helicopter usage. The thesis investigates helicopter flight patterns, demographic correlations, and the potential for drones to provide a less invasive and more cost-effective aerial support system. Key findings include the use of incorrect identifying hex codes by LAPD helicopters, suggesting potential transparency issues in aerial operations. The thesis recommends DFR due to substantial cost savings and enhanced surveillance transparency and asserts that a DFR program can mitigate negative …