Science and Technology Law Commons^™

Grading Machines: Can Ai Exam-Grading Replace Law Professors?, Kevin L. Cope, Jen Frankenreiter, Scott Hirst, Eric A. Posner, Daniel Schwarcz, Dane Thorley

Faculty Scholarship

In the past few years, large language models (LLMs) have achieved significant technical advances, such that legal-advocacy organizations are increasingly adopting them as complements to—or substitutes for—lawyers and other human experts. Several studies have examined LLMs' performance in taking law school exams, finding mixed results. Yet there have been no published studies systematically analyzing LLMs' competence at one of law professors' chief responsibilities: grading law school exams. This paper presents results of an analysis of how LLMs perform in evaluating student responses to legal analysis questions of the kind typically administered in law school exams. The underlying data come from …

Toward A Transformative Fair Use Standard After Warhol, Sangwook Park

Georgia Journal of Law & Technology

The Supreme Court’s 2023 decision in Andy Warhol Foundation v. Goldsmith narrowed the transformative fair use inquiry but left unresolved where derivative adaptation ends and genuine transformation begins. This article proposes that the Purpose-Expression Shift (PES) Framework can supply that missing line, a dual-pronged standard rooted in § 107(1) that asks (1) whether the secondary work serves a purpose meaningfully different from the original and (2) whether its expressive alterations are tailored to realize that new purpose. Mapping two decades of case law onto a four-quadrant matrix, this article shows how the PES Framework can predict outcomes under first factor …

The Rise Of Biometrics And The Erosion Of Privacy: A Case Study Of Biometric Systems In Amusement Parks, Sarah A. Yarger

Honors Undergraduate Theses

This thesis explores data privacy concerns surrounding the implementation of facial recognition technology using amusement and theme parks as a case study. With the lack of general federal guidelines, states have been left to address this rapid expansion of technology. This situation has left consumers with inconsistent protections and varied levels of liability for corporations. This thesis will explore the current gaps of legislation on legal use of facial recognition technology using amusement and theme parks as the context of focus. As this technology continues to advance and become normalized in society, the inconsistency in privacy protections amongst states suggests …

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 …

Against Ai Half Measures, Woodrow Hartzog, Neil Richards, Ryan Durrie, Jordan Francis

Faculty Scholarship

So far, U.S. consumer protection policy for artificial intelligence (AI) accountability has largely consisted of industry-led approaches such as encouraging transparency, mitigating bias, promoting principles of ethics, and empowering people. These approaches are vital, but they are only half measures. To bring AI within the rule of law, lawmakers must start drawing substantive lines.

In this Article, we identify four AI regulatory approaches to consumer, data, and democratic harms as half measures. First, transparency does not produce accountability on its own. Second, while mitigating bias in AI systems is critical, even unbiased systems are a threat to the vulnerable. Third, …

A Bottom-Up Approach To Ai Facial Recognition Technology Wrongful Arrests And Subsequent 42 U.S.C. § 1983 Actions, Marty Ishmael

University of Cincinnati Law Review

No abstract provided.

Influencing The Meteoric Rise Of Ai: Centering Ethics, Law, And Society In Urgent Policy Reform, Erin L. Shah Mspm, Heath A. Clark Mba, Xarlene B. Choi Bs, Garrett K. Chan Phd

The Guardianship Journal

Artificial intelligence (AI) represents a transformative technological advancement with the potential to yield extraordinary societal benefits while simultaneously introducing significant potential harms to individuals, governments, and society. The adoption of AI has outpaced the ability of society to collectively and cohesively respond through the implementation of adequate regulatory guardrails. While AI presents novel benefits and challenges, the broader dynamic of responding to new, uncharted technologies has historical precedence. The article's methodological approach employed empirical research using law articles and policies. As such, the article explores the benefits, challenges, and actual or potential harms in three business sectors: business and finance, …

Attorneys And Ai: How Lawyers Use Artificial Intelligence And Analyze Its Impacts, Matthew I. Hall, Christian Turner, Eddie A. Gomez Schieber, Nathaniel Kite, Ari Schlesinger

Scholarly Works

AI systems are testing lawyers' professional ethics obligations of competence, confidentiality, and candor. In the legal profession, the widespread availability of AI systems presents opportunities, like improving the review of documents during the discovery stage of a lawsuit, and challenges, illustrated by the handful of high-profile incidents where lawyers submitted legal briefs in court citing and describing fictitious cases based on AI-generated output. We conducted interviews with 44 legal professionals in the U.S. to understand how attorneys are making sense of AI technology and the impacts these technologies are having on their profession, legal ethics, and legal institutions. We describe …

The Use Of Ai In Canadian Courts, Shaughnessy Dow

Dalhousie Journal of Legal Studies

Like many other fields, there has been growing discussion about the potential benefits of AI for the law. In light of the Federal Court’s interim principles and guidelines on the use of AI, this paper considers whether AI applications can assist the judiciary with its decision-making function. In doing so, it starts by considering the role that judges play in our legal system, finding that they are often called upon to consider and weigh information with human, emotional qualities and to assess the broader policy implications of their legal rulings. This paper concludes that the optimism of proponents of AI …

Being There: Perils Of Disembodied Mediation, Rob Mcniff

Pepperdine Dispute Resolution Law Journal

Following the growth of online mediation during the COVID-19 pandemic, practitioners and ADR scholars sought to delineate the virtues and shortcomings of the online process. Many report satisfaction with online mediation. Still, critics find the process devoid of emotional experience or otherwise “dehumanizing.” As ADR practitioners contrast online and face-to-face experiences, and recommend a forum to disputing parties, they should acknowledge that online platforms can never replicate physical encounters between embodied persons. This Article draws on the work of 20th century philosophers, psychologists, and sociologists to explore mediation as corporeal encounter between embodied subjects. Online mediation, by constraining the involvement …

Foreword, Mark D. Janis, Jennifer D. Oliva, Alivia D. Benedict

Indiana Law Journal

In this issue we are delighted to present papers from the symposium “Law and Technology at the Crossroads: A Centennial Summit,” held in Bloomington in November 2024. The symposium originated from the collaborative efforts of the Indiana University Maurer School of Law’s law and technology faculty and the Indiana Law Journal’s editorial board, notably 2023–2024 Editor-in-Chief John Vastag and 2024–2025 Executive Articles & Symposium Editor Paige Wynkoop. The Maurer School of Law’s Center for Intellectual Property Research provided funding, as did Indiana University through its Research Conference Grant Program. Indiana University’s Ostrom Workshop and the Luddy School of Informatics, Computing, …

Facial Recognition Technology: The Case For Comprehensive Federal Oversight, Christopher Hart

Journal of the National Association of Administrative Law Judiciary

This article will argue that regulations for government agency use of FRT should be stringent and limit the exploitation of personal biodata in the private sector. Instead of creating a new agency, Congress could expand an existing agency’s responsibility by granting it regulatory power over facial recognition technology. First, this article will seek to delineate the contours of facial recognition technology and its contemporary application within the United States. Then, this article will analyze the intricacies of FRT in both the public and private sectors. Within the public domain, specific attention will be devoted to discussing the use of FRT …

The Rising Returns To R&D: Ideas Are Not Getting Harder To Find, Yoshiki Ando, James Bessen, Xiupeng Wang

Faculty Scholarship

R&D investment has grown robustly, yet aggregate productivity growth has stagnated. Is this because “ideas are getting harder to find”? This paper uses micro-data from the US Census Bureau to explore the relationship between R&D and productivity in the manufacturing sector from 1976 to 2018. We find that both the elasticity of output (TFP) with respect to R&D and the marginal returns to R&D have risen sharply. Exploring factors affecting returns, we conclude that R&D obsolescence rates must have risen. Using a novel estimation approach, we find consistent evidence of sharply rising technological rivalry. These findings suggest that R&D has …

Playing To Win: The Use Of Export Controls To Address Non-Military Strategic Competition, Joshua Angelo

Duke Law & Technology Review

Technology and national security have been intimately related throughout American history. Over the past eighty-five years, the United States has increasingly made use of export controls to prevent adversarial countries from using the fruits of its technological advancement to strengthen their militaries and harm American interests. Today, strategic competition with the People’s Republic of China involves a myriad of technologies which present risks outside of, as well as within, the military context. Chinese exports of technologies, including artificial intelligence, quantum computing, and 5G communications, can promote the country’s authoritarian model abroad, enable economic coercion, and help to enrich the regime. …

Promises, Promises: Understanding Claims Made In Social Robot Consumer Experiences, Johanna Gunawan, Sarah Elizabeth Gillespie, David Choffnes, Woodrow Hartzog, Christo Wilson

Faculty Scholarship

Social robots are a class of emerging smart consumer electronics devices that promise sophisticated experiences featuring emotive capabilities, artificial intelligence, conversational interaction, and more. With unique risk factors like emotional attachment, little is known on how social robots communicate these promises to consumers and whether they adequately deliver upon them within their overall product experiences prior to and during user interaction.

Animated by a consumer protection lens, this paper systematically investigates manufacturer claims made for four commercially available social robots, evaluating these claims against the provided user experience and consumer reviews. We find that social robots vary widely in the …

Infringing Information Architectures, Michael Goodyear

Articles & Chapters

Information architectures—systems that facilitate storing and sharing data and content—underpin daily life, from streaming sites like Netflix and Hulu to social media platforms like Instagram and TikTok. Since the printing press, these systems and their novel features have challenged the bounds of copyright law, leading to accusations that providers and users directly infringe others’ copyrights. Almost fifty years ago, however, a largely unexplored paradigm shift occurred. Copyright owners started to allege that information architecture providers should be broadly secondarily liable for all their users’ infringements. These claims, which this Article terms architectural infringement claims, pose an acute challenge to the …

Keynote Address: The Movement To Protect Kids From Addictive Technologies, Gaia Bernstein

Seattle University Law Review

In this keynote address, I describe my personal journey starting with a school outreach program I created in 2017 to address technology overuse among kids. While I initially advocated for self-help methods, I grew to recognize that the tech industry bore responsibility. This realization led me to write Unwired: Gaining Control over Addictive Technologies, which focused on collective action to pressure the tech industry to redesign its addictive products.

I then describe the movement to control addictive technologies and protect kids, which has gained momentum since the end of the pandemic. This movement combines grassroots parent activism with legal-political action. …

Re-Imagining Tomorrow: A Technology, Innovation Law, And Ethics Symposium On Addictive Technology And Children, Margaret Chon

Seattle University Law Review

In this Foreword, Professor Margaret Chon introduces Seattle University's Technology, Innovation Law, and Ethics (TILE) program, the 2024 TILE Symposium, and Dr. Gaia Bernstein’s Unwired: Gaining Control Over Addictive Technologies.

El Derecho A La Privacidad Del Pensamiento: Neurotechnología En El Sistema Interamericano De Derechos Humanos, Javier Alejandro Diaz Briceno

American University International Law Review

La historia de la tecnofobia y el ludismo nos enseña que superar el miedo a lo nuevo implica reflexionar sobre cómo enfrentamos las innovaciones pasadas. Mirando hacia atrás, podemos identificar que invenciones o descubrimientos—ahora esenciales—enfrentaron resistencia inicial antes de ser aceptadas de forma general. Por mencionar algunas: los teléfonos, la electricidad, las vacunas, los elevadores, aviones, automóviles, las computadoras y más.

Locating Consumer Financial Regulation, Nikita Aggarwal

Articles

Recent advances in data-driven technology in consumer financial markets, commonly referred to as "fintech," have resurfaced the question of whether and to what extent data, particularly consumers' personal data, should be a locus for regulatory intervention in these markets. While innovation in fintech and the accompanying increase in the processing of personal data offer to improve the functioning of consumer financial markets, like all advances in technology, they also come with costs and risks. In 2024, in a move that favored the regulation of personal financial data per se and many of the traditional features of personal data protection regulation, …

Katz'S Imperfect Circle: An Empirical Study Of Reasonable Expectations Of Privacy, Tonja Jacobi, Christopher Brett Jaeger

Faculty Articles

Under Katz v. United States, the Fourth Amendment restricts government actions that infringe upon expectations of privacy that society recognizes as reasonable. This foundational test has long been criticized as circular, both because courts can shape the very expectations they seek to identify through their decisions and because governments can manipulate those expectations to expand the reach of their own power. But how do members of society decide what expectations are reasonable, and how do judges ascertain those expectations? And are expectations of privacy malleable even without deliberate manipulation?

This Article shows that the circularity critique is both understated …

Gig Work At What Cost? Exploring Privacy Risks Of Gig Work Platform Participation In The U.S., Amogh Pradeep, Johanna Gunawan, Álvaro Feal, Woodrow Hartzog, David Choffnes

Faculty Scholarship

In recent years, "gig work" platforms have gained popularity as a way for individuals to earn money; as of 2021, 16% of Americans have at some point earned money from such platforms. Despite their popularity and their history of unfair data collection practices and worker safety, little is known about the data collected from workers (and users) by gig platforms and about the privacy dark pattern designs present in their apps.

This paper presents an empirical measurement of 16 gig work platforms' data practices in the U.S. We analyze what data is collected by these platforms, and how it is …

Consumer Agents, Rory Van Loo

Faculty Scholarship

In the twenty-first century economy, individuals need market help that they are not getting. The technology has long existed for a browser plug-in that would filter out toxic social media content or a virtual shopping assistant that would find and even purchase the best deals online without having to go to many different websites and product pages. Yet tech platforms have used lawsuits and data control to stifle such tools. The lack of digital helpers has potentially profound consequences. Social media use is linked to alarming increases in teenage depression and anxiety. Businesses’ ability to manipulate consumers into paying higher …

Taking Scale Seriously In Technology Law, Mark P. Mckenna, Woodrow Hartzog

Faculty Scholarship

Issues of scale—the relationship between the amount of an activity and its associated costs and benefits—permeate discussions around law and technologies. Indeed, it’s not much of an exaggeration to say that scale is the reason for most technology regulation.

But it’s not always clear how lawmakers and judges conceptualize “scale” when approaching questions around automated technologies. Scale is often used intuitively, just to mean “more.” But scale is not always just about more—scale can introduce new harms and benefits along different dimensions, not simply costs or efficiencies of greater magnitude.

In this Article, we argue for a more sustained interrogation …

Fintech And Techno-Solutionism, Hilary J. Allen

Scholarly Articles in Law Reviews & Journals

Silicon Valley-style technological innovation is ill-suited to addressing complex problems like financial inclusion, concentrated market power, and privacy harms, yet promises abound that “fintech” can fix them. This oversimplified reduction of complex structural problems into technological puzzles is known as “techno-solutionism,” and it poses real dangers for public policy. When we start with the tech industry’s favored tools and then ask how to solve complex problems using those tools – rather than starting by defining the problem to be solved – it can distract policymakers from supporting real, structural solutions. Techno-solutionism can also deter policymakers from interrogating the limitations, and …

Volume 7 (2024) Artificial Intelligence And Responsibility, Arwa Alnajashi, Danielle Derise, Philip L. Frana, David Mcgraw, Amanda Sawyer, Tatjana Titareva, Raafat Zaini, Allie Zombron

International Journal on Responsibility

The seventh volume of the International Journal on Responsibility (IJR) arrives at a crucial moment in the evolution of artificial intelligence and its integration into our academic and social fabric. As we witness the rapid advancement and deployment of AI systems across various domains, this special issue examines the multifaceted dimensions of responsibility surrounding AI technology, with a particular focus on its role in higher education and broader societal implications.

The articles in this volume contribute to our understanding of responsibility through diverse lenses, from classroom implementation to ethical design considerations. Together, they fulfill IJR’s central mission of exploring “Who …

Reinventing Operational Risk Regulation For A World Of Climate Change, Cyberattacks, And Tech Glitches, Hilary J. Allen

Scholarly Articles in Law Reviews & Journals

Around 30 years ago, banking regulators began to construct the concept of “operational risk,” and devise rules to manage this newly created risk category. This “invention” of operational risk assembled a grab-bag of otherwise uncategorized risks associated with banking operations; this Article argues that the resulting operational risk regulation framework isn’t very well suited to some of those risks. In particular, this Article demonstrates that the existing operational risk regulation framework is becoming an increasingly inadequate response to banks’ exposure to operational losses following damage to their physical assets and business disruption and system failures. This is so for two …

Digital Coercive Control (Dcc): The Role Of Platforms In Victims’ (In)Justice And Potential For Online Dispute Resolution, Reeve Lanigan

Pepperdine Dispute Resolution Law Journal

Domestic violence (DV) is a form of gender-based violence characterized by acts of coercion whereby a perpetrator employs power and control to isolate, surveil, harass, and abuse a current or former intimate partner. The rise of and reliance on digital technologies, especially social networking sites, have intensified gender-based violence and methods of perpetuating DV. The term Digital Coercive Control (DCC) describes mechanisms perpetrators use to stalk, harass, and abuse current or former partners in cyberspace through technological platforms and their associated social media sites. The widespread expansion and power allocated to social networking sites and technology platforms has perpetuated the …

The Promise And Perils Of Tech Whistleblowing, Hannah Bloch-Wehba

Northwestern University Law Review

Whistleblowers and leakers wield significant influence in technology law and policy. On topics ranging from cybersecurity to free speech, tech whistleblowers spur congressional hearings, motivate the introduction of legislation, and animate critical press coverage of tech firms. But while scholars and policymakers have long called for transparency and accountability in the tech sector, they have overlooked the significance of individual disclosures by industry insiders—workers, employees, and volunteers—who leak information that firms would prefer to keep private.

This Article offers an account of the rise and influence of tech whistleblowing. Radical information asymmetries pervade tech law and policy. Firms exercise near-complete …

Open Source Perfume, Amanda Levendowski

Georgetown Law Faculty Publications and Other Works

ABRIDGED ABSTRACT: Perfume is a powerful art and technology, but its secrets are closely held by a privileged few - by some counts, there are more astronauts than there are perfumers. As critics have noted increasingly since 2020, those select few perfumers often share similar backgrounds. As interviews with American, British, and French perfumemakers reveal, intellectual property (IP) also plays a gatekeeping role in perfumery. Drawing on work by perfumer and educator Saskia Wilson-Brown, this Article suggests that perfumery is overdue for a transformation. One is emerging: open source perfume. For those seeking ways to share scents and signal commitment …