Digital Commons Network^™

Gamification: The Viability Of Using Genai To Create Games To Teach Legal Concepts, Nicole Belbin

Faculty Scholarship

This Essay examines whether generative artificial intelligence (GenAI) can lower the technical, time, and cost barriers that have limited the use of game-based learning (GBL) in legal education. It first considers the science of learning, focusing on spaced practice, retrieval practice, and concrete examples, and explains how GBL can incorporate these strategies. It then evaluates four general-purpose GenAI tools—Perplexity, Gemini, ChatGPT, and Claude—by testing their ability to state legal rules accurately and create games that teach personal jurisdiction.

The results demonstrate both GenAI’s promise and its limitations. Although all four tools incorporated core concepts of general jurisdiction, each omitted at …

Peeking Inside The Black Box: Discovery In Fair Housing Act Cases Arising From Ai Decision Making, Jessica Mahon Scoles

Faculty Scholarship

In today’s real estate market, more housing decisions are being automated. If artificial intelligence renders a biased decision, will the person impacted have any legal recourse? Commentators have expressed concern that the proprietary nature of AI will allow defendants in discrimination lawsuits to avoid discovery, effectively shielding their decision making from judicial scrutiny. This article examines whether AI and algorithm-related information is the discovery black box that some fear it to be.

Addressing the issue in the context of Fair Housing Act (FHA) litigation, the article argues that concerns about access to AI and algorithm-related discovery are overstated. In real …

2026 Supplement To The Corporations Curriculum - Caremark: The Board's Duty Of Oversight Regarding Work Force Safety And Sexual Misconduct, Sarah Haan

Faculty Scholarship

No abstract provided.

Why Constitutional Argument Matters, Philip C. Bobbitt

Faculty Scholarship

The program for this symposium promised that I would be discussing the “descriptive grammar of constitutional law.” To put my purpose less benignly, I should say that I mean to attack the practice of limiting what I will call “modal analysis” to its descriptive virtues. Part of that attack will be the claim that courts and their commentators should pay closer attention to the modal requirements of the fundamental forms of constitutional discourse, but not because straying from this is a kind of grammatical faux pas. After all, if the system I have urged for constitutional analysis — the system …

Outside Counsel Guidelines: Power, Ideology, And The Evolution Of The Corporate Bar, Bruce A. Green, Eli Wald

Faculty Scholarship

Outside Counsel Guidelines (“OCGs”), terms of the lawyer–client relationship imposed by corporations, are a significant development in the practice of law by large corporate law firms (“BigLaw”). Among the most controversial OCGs are those that expand on law firms’ fiduciary obligations, thereby restricting their future clientele. The organized bar maintains that rules of professional conduct should restrict lawyers’ acquiescence to these OCGs because they limit clients’ access to legal services and undermine lawyers’ independence without advancing corporate clients’ legitimate interests.

This Article shows why the bar’s effort has (very recently) deservedly failed: corporate clients have a legitimate interest in demanding …

Why Are Executions Becoming Crueler?, Deborah W. Denno

Faculty Scholarship

Since the modern death penalty era, this country’s six execution methods have become crueler over time. This article details the execution procedures adopted across death penalty states up to the end of 2025, analyzing their societal and cultural underpinnings and explaining how they were implemented, including their shared flaws, unscientific origins and protocols, and reliance on untrained, unqualified, or unknown executioners. While legislatures and courts claim that states move from one technique to the next to enhance greater humaneness, history shows that such switches are primarily propelled by constitutional challenges to a state’s particular technique. In theory, rendering a state’s …

Should Statutory Interpretation And Contract Interpretation Be Harmonized?, Ethan J. Leib

Faculty Scholarship

This paper develops four case studies about how states have harmonized or separated their statutory interpretation regimes and their contract interpretation regimes.  After exploring the choices of Texas, Alaska, New York, and Alabama—all of which take different approaches to their lumping or splitting—the paper seeks to make state courts more aware of what their options are; to help states think about whether their commitments to formalism or contextualism make sense to apply in both domains; and to help them evaluate their meta-choices about whether to bring their interpretive regimes closer together or further apart.

Risky Business, Atinuke O. Adediran

Faculty Scholarship

Corporate law scholarship and doctrine have largely operated on the assumption that corporate shareholders are interested in financial goals, while corporate stakeholders—such as employees, consumers, and local communities—are interested in social and environmental goals, like diversity and inclusion and climate change. Because of this assumption, the law largely requires a corporation to disclose information it considers to be “financially material” to shareholders—that is significant enough to impact the company’s financial position—including factors it considers to be financially risky.

Financial materiality is so embedded in corporate law doctrine that even if an issue is about social and environmental concerns, financial materiality …

The International Order, International Law, And The Definition Of Security, Harlan G. Cohen

Faculty Scholarship

As economic security has seemingly moved to the center of American and European foreign policy, both the United States and the European Union have broadened their interpretation of international law rules governing security, coercion, and intervention. But these interpretations are not exactly new, echoing developing state interpretations of international law that developed states had long ago seemingly rejected. How are these once moribund interpretations of security, force, and coercion being brought back to life?

This article argues that these interpretative shifts highlight the role of the international order as an interpretative mechanism within international law. Borrowing from the work of …

Transparency As A Regulatory Duty, Olivier Sylvain

Faculty Scholarship

This symposium piece offers a simple survey of transparency measures addressed to deepfakes and other related consumer harms, as well as the constitutional problems they present.

Ain’T Nothing Like The Real Thing: How Legal Research Programs Can Provide The Needed Safety Rails For Pro Se Litigants Using Ai In Litigation, Nicole Belbin

Faculty Scholarship

An estimated 92% of legal needs go unmet in America, leaving a growing number of pro se litigants to “manage their own cause.” Between 2000 and 2019, 27% of all civil cases filed in U.S. District Courts, totaling 1,501,079 cases, had at least one party without attorney representation. The legal profession is abuzz about the potential for generative artificial intelligence (GenAI) tools to “smooth out any mismatch between available resources and urgent needs in our court system”; however, “hallucinations” have quickly proved a limitation to reaching this technology’s full potential. The complexity of legal research and analysis increases the chance …

U.S. Administrative Law: A Casebook (6th Ed.), Jud Mathews

Faculty Scholarship

The number of administrative law texts is vast. The approach of this one, now in its fifth edition, is simple. It is: (1) to focus on the richest and most canonical cases; (2) to provide more extensive extracts of them than most casebooks; and (3) to keep the notes to a bare minimum. Updated through October 2025, the book contains a number of significant decisions from recent Supreme Court terms, as well as foundational classics that many contemporary casebooks cut, and much in between.

The Surveillance Of System-Adjacent Individuals, Mariam A. Hinds

Faculty Scholarship

Although the Fourth Amendment protects against “unreasonable searches and seizures,” this right is not enjoyed by all people equally. Supreme Court jurisprudence has curtailed the Fourth Amendment privacy rights of individuals under probation or parole supervision. In this line of cases, the Court concluded that the government’s interest in monitoring supervisees, reducing recidivism, and promoting public safety outweighed their reasonable expectation of privacy.

However, surveillance mechanisms like probation and parole extend the criminal legal system’s carceral gaze beyond the supervisees and peer into the bedrooms and digital lives of their families, roommates, and communities, or who this Article calls system-adjacent …

The One-Stop-Shop Is One Step In The Right Direction, Olivier Sylvain

Faculty Scholarship

In Brokering Safety, Sharma, Kadri, and Adler urge federal policymakers to impose on data brokers the greater duty of policing and stemming online stalking, harassment, and related abuse; that burden should not fall to victims, they argue. Their proposal would close the unevenness among state laws, shift the burden of oversight away from victims, and, importantly, ensure accountability at a systemic level, addressing gaps in enforcement that allow brokers to evade meaningful consequences. Yet, the one-stop-shop solution that Brokering Safety proposes also accedes to the core neoliberal presumption insofar as it individualizes harm. Online abuse, like dark patterns and …

Silencing As Blackening, I. Bennett Capers

Faculty Scholarship

We are so accustomed to seeing defendants sit silently at criminal trials while their lawyers speak that we hardly question it. Or we tell ourselves this silence is for their own protection, part of their privilege against self-incrimination and the rules we have created for their own benefit. But what if we've gotten everything wrong? What if encouraging defendants to remain silent does not inure to their benefit at all, but to the State's? And what if this silencing is tied to race? "Silencing as Blackening" tells a fuller story about silent defendants. One, that this silence is rarely voluntary, …

Outbound Investment Restrictions And International Law’S Challenge, Harlan G. Cohen

Faculty Scholarship

The Outbound Investment Rule, restricting U.S. investment in certain Chinese advanced technology sectors, has largely been portrayed as an incremental measure, a modest extension to fill loopholes in the existing investment screening regime. But while perhaps the logical next step in the securitization of the economy, the Outbound Investment Rule actually reflects a momentous shift in the relationship between governments and business, one playing out in the United States and around the world and worth attention. Unlike traditional investment screening, the Outbound Investment Rule operates like a sanctions regime, designed not to protect the U.S. economy, but to hamper the …

The Brady Materiality Standard, Brandon L. Garrett, Adam M. Gershowitz

Faculty Scholarship

The Brady doctrine requires prosecutors to disclose all favorable and material evidence to the defense. To effectuate that rule, the U.S. Supreme Court has defined materiality as a “reasonable probability” that the evidence would have affected the outcome at trial. But apart from that definition, the Court has resisted offering any further guidance to lower courts. While far too little is known about how Brady materiality claims are actually adjudicated, there is strong evidence that courts often reject Brady claims involving withheld evidence on the grounds that the evidence was not significant enough to be material.

To examine how Brady …

Health Truth To Power: Professional Collaboration To Bolster Trust Against Misinformation, William M. Sage, Keegan D. Warren

Faculty Scholarship

This Article is about health, leaving aside more general challenges to shared civic information today. The Article begins by surveying the principal challenges for health information in post-pandemic, arguably post-truth America, and then describes briefly the sources and limits of medical professional authority. Noting the double-edged sword of free speech guarantees under the U.S. Constitution, the Article continues by commenting on speaking truth to government, to industry, and to the crowd. Next, the Article considers the physicians’ role in speaking truth to power from the perspective of standard medical professional ethics and identity, comparing it to that of lawyers. Finally, …

Clinical Correlates Of Insomnia Symptoms In Young Children With Autism Spectrum Disorder, Megan L. Wenzell, Stephanie Griggs, Camdyn Roark, Megha Patil, Manav Patel

Faculty Scholarship

Objective: To examine clinical correlates of insomnia symptoms in children with autism spectrum disorder ascertained from a general outpatient autism clinic. Study design: This analysis included 103 children with autism spectrum disorder (mean age = 5.8 ± 2.2 years; range 2-10, 77.7% male). A multidisciplinary team assessed medical and psychosocial histories using parent ratings from the Pediatric Autism Insomnia Rating Scale (PAIRS), Aberrant Behavior Checklist (ABC), Brief Autism Mealtime Behavior Inventory, and the Parent Health-Related Quality of Life and Family Functioning and Family Functioning Surveys. Height and weight were collected. Children in the current sample with scores on the PAIRS …

The Ambitions Of History And Tradition In And Beyond The Second Amendment, Joseph Blocher, Reva B. Siegel

Faculty Scholarship

This Article examines the ambitions of history-and-tradition review in and beyond the Second Amendment. In Bruen and Rahimi, the Roberts Court rejected means-end review in favor of a historical-analogical approach, claiming to constrain the exercise of judicial discretion and thus to promote the democratic decisions of the founders. But our examination of these cases shows that the Court has created new opportunities for judges to advance their values in considerably less transparent ways. We identify contexts in which Second Amendment doctrine enables judicial discretion, key among them that it allows judges to reason about gun rights and regulation at disparate …

Truth And Consequences: What Catastrophe Teaches Us About Homeownership And Underinsurance, Kenneth S. Klein

Faculty Scholarship

The firestorms enveloping Los Angeles in January 2025 made yet more inescapable the reality of the increasingly overwhelming impacts that climate change is having on communities. Many thousands of owner-occupied homes were destroyed. Most homes will have insurance, but many homeowners will be surprised to find themselves underinsured, meaning their insurance proceeds will be materially less than the insurer-reported, incurred cost of rebuilding their destroyed home. The human consequences on these homeowners, each of whom has lost everything in a single week, are a now sadly all too imaginable tragedy in real time.

How underinsurance happened and what could have …

Measuring Lawyer Mental Illness: Evidence From Two National Surveys, Benjamin David Pyle, Clifford Rosky

Faculty Scholarship

The American Bar Association declared a “well-being crisis” among lawyers, but the empirical basis for this claim has been contested in recent years. This study systematically compares two high-quality, nationally representative surveys —the National Health Interview Survey (NHIS) and the National Survey on Drug Use and Health (NSDUH)—to measure the prevalence of mental illness and alcohol misuse among lawyers. In both surveys, lawyers report elevated rates of alcohol misuse compared to the general public and similarly educated peers. The NHIS finds that lawyers experience psychological distress at rates lower than the general public and similar to, or moderately higher than, …

Beyond Digital Pessimism: How A Focus On Trust Can Enhance Eu Digital Law, Neil Richards, Woodrow Hartzog, Claire Boine, Lea Despotis

Faculty Scholarship

Lawmakers looking to foster technological innovation on the European market are adopting laws they hope will promote consumer trust in digital products. Their strategy can be broken down into three components. First, they aim to empower consumers to choose how much data they want to share with companies through an express consent framework. Second, they seek to avoid harms from digital products through product safety law such as adapting the Product Safety Regulation to digital products or adopting the AI Act. Third, they endeavor to prevent manipulation of consumers through digital means.

In this essay, we argue that while laudable, …

Uncorrected, Janet Freilich, W. Nicholson Price Ii

Faculty Scholarship

In addition to making rules and deciding outcomes, the legal system generates, curates and shares information. When the system gets rules and outcomes wrong, it is obviously a problem, and much effort (and scholarly attention) goes into identifying those mistakes and fixing them. But the system also gets information wrong; a problem mostly overlooked by policymakers and scholars. Those information mistakes matter too: they are prevalent and harmful. We show here that even when the mistakes are widely known and the errors broadly acknowledged, the information very often goes uncorrected. As a result, people make decisions based on bad information …

Obscurity And The Fallacy Of No Privacy In Public Information, Woodrow Hartzog

Faculty Scholarship

The main thesis of this chapter is that because there are so many different possible interpretations of ‘public information’, the concept cannot be used to justify data practices and surveillance without first articulating a more precise meaning that recognises what is at stake. By disposing of the myth that there is an objective and dispassionate concept of public information, judges and lawmakers can clear the way for information rules based on overt value choices. In short, if the concept of ‘public’ is going to shape people’s social and legal obligations, its meaning and neutrality should not be assumed.

My argument …

The Other Side Of The Glass Cliff, Angela Onwuachi-Willig, Kellye Testy

Faculty Scholarship

First articulated by researchers Michelle K. Ryan and S. Alexander Haslam in 2005, the glass cliff theory posits that individuals from traditionally underrepresented groups in leadership, such as women and people of color, are more likely to obtain executive leadership positions during times of crisis, which means that such leaders take on their roles under conditions where they are more prone to fail. In this Essay, we focus on what we have termed “the other side of the glass cliff”: the intentional steps that women and people of color leaders in the legal academy have taken to build structures that …

Keeping Evidence Real, Anya Bernstein, Julia Simon-Kerr

Faculty Scholarship

Commentators largely agree that the Federal Rules of Evidence have problems. Expert testimony standards admit junk science. Impeachment rules chill defendant testimony. The hearsay regime defies consistent application and obstructs self-representation. The list goes on: Many rules fail to assist, or affirmatively thwart, jurors trying to make good decisions. Such shortcomings disproportionately harm those with the least power in the system, raising profound questions about whether the evidence code serves its statutory mandate—to promote truth and justice in court proceedings. In the face of widely recognized problems, the government body charged with managing the evidence code—the Advisory Committee on Evidence …

Sidelining The Public, Anya Bernstein, Glen Staszewski, Wendy E. Wagner

Faculty Scholarship

This Article challenges the widely held view that Congress is the American government’s institution closest to the people, while administrative agencies are unaccountable and unresponsive. Providing a systematic, side-by-side institutional analysis, we compare the actual practices and capacities of these two institutions to engage affected publics in policymaking. We find that despite the democratic bona fides of an elected legislature, agencies possess superior capacities, more evolved practices, stricter rules, and stronger incentives for meaningful public engagement. Yet these capacities have been eroded—particularly over the last 50 years—by intensifying legal, political, and managerial obstacles. The Supreme Court and political actors have …

The Hypocrisy Of Data Governance, Zubair Shafiq, Olivia Figueira, Athina Markopoulou, Woodrow Hartzog, Michael Lavine

Faculty Scholarship

“Data governance” is an empty term, like a Rorschach inkblot just waiting to be filled with meaning. Tech companies take advantage of this ambiguity to craft narratives about their data-governance capabilities to fit their audience and purpose. On one hand, tech companies brag about their data-governance capabilities when it fits their business model (for example, to advertisers) and public image (for example, to their customers). On the other hand, tech companies claim that meaningful data governance is challenging or impossible when accountability is demanded.

In this Article, we argue that tech companies systematically misrepresent or selectively ignore their data-governance capabilities. …

Regulating Crisis Pregnancy Centers After Nifla And Dobbs: Controversies Over When Government Is Imposing An Orthodoxy About Abortion, Linda C. Mcclain

Faculty Scholarship

How does this broader sense of Barnette’s proscription of government from imposing “what shall be orthodox” implicate governmental restrictions on reproductive autonomy? Battles over reproductive freedom centrally implicate objections that government is unconstitutionally imposing a gender orthodoxy. Arguments for a right of personal autonomy embodying an antitotalitarian principle of liberty are arguments for a right to resist governmental imposition of an orthodoxy— for example, an idea about the natural or traditional role of women as mothers together with a view about how best to respect the sanctity of life. Rights to reproductive autonomy, grounded in personal autonomy and equality, …