Digital Commons Network^™

Beyond Forecast Accuracy: A Responsible Ai Framework For Provenance-Aware Fine Jewelry Retail Planning, Katayoun Kiarsi, James Hutson

Faculty Scholarship

Fine jewelry retailers must reconcile uncertain demand, high-value inventory, complex material histories, and expectations of responsible sourcing. This article develops a responsible artificial intelligence framework that connects demand forecasting, provenance evidence, and governance within retail planning. A conceptual framework-development approach informed by design-science research combines a targeted literature update through October 9, 2026, with descriptive analysis of published market statistics and an external retail forecasting benchmark. The analysis distinguishes original design propositions from empirical findings reported by other researchers; no retailer-level experiment or environmental impact assessment was conducted. Three sourced bar charts illustrate changing gold jewelry consumption and the methodological …

Legalist Verses Realist Accounts Of United States V. Skrmetti, Neil S. Siegel

Faculty Scholarship

Although the Supreme Court is increasingly adopting an understanding of sex discrimination that is biologically focused and/or formalistic, this Article argues that the Court does not consistently apply that conception when doing so benefits transgender Americans. The Court’s conclusion in United States v. Skrmetti that no facial sex classification exists in Tennessee’s law banning gender-affirming care for transgender—but not cisgender—minors is irreconcilable with its conclusion five years earlier in Bostock v. Clayton County that Title VII’s prohibition on sex discrimination prohibits employers from firing employees just because they are transgender. Perhaps tellingly, only Justice Gorsuch, Bostock’s author, and Chief Justice …

Legal Scapegoating Of Transgender People, Democratic Vulnerability, And The Problem Of Judicial Blinders, Suzanne B. Goldberg

Faculty Scholarship

Over the past decade, lawmakers have proposed an extraordinary number of restrictions on transgender people across nearly every area of public and private life — bathrooms, health care, athletics, education, identity documents, military service, prisons, and more. This Article argues that these measures are best understood as legal scapegoating, meaning the use of law to galvanize public discomfort and hostility toward a targeted group. While demagogic rhetoric can also galvanize those reactions, the concrete restrictions of a legal scapegoating effort raise two further risks, one for democratic governance and the other for judicial review. First, legal scapegoating normalizes government’s use …

The Case For Cases: From Compelling Stories To Responsible Reasoning And Adaptive Learning, Hashem Elassad, James Hutson

Faculty Scholarship

Examples, stories, and cases connect abstract propositions with situations, yet their pedagogical usefulness does not establish their evidentiary adequacy. This conceptual article examines how case-based learning can support understanding, responsible judgment, and adaptive knowledge use without allowing memorable narratives to substitute for warranted inference. Building on an originating essay about the value of examples, the analysis integrates selected scholarship on case-based reasoning, worked examples, analogical comparison, narrative persuasion, epistemic cognition, and Cognitive Flexibility Theory. The methodology consists of purposive literature selection, conceptual differentiation, comparison of explanatory mechanisms, examination of boundary conditions, and development of an integrative instructional framework; it is …

"How Do I Design My Law Course?": A Quick Guide For New Professors, Steven Arrigg Koh

Faculty Scholarship

How do professors start teaching law? This question is a particular challenge for new law professors, who often lack resources for course design. Written from the perspective of a recently tenured law professor, this Essay offers four major categories of decisions: semester structure, classroom, final exam, and “professorial personality.” It argues that, for each decision, reasonable minds can differ. This Essay also provides some personal reflections on the decision-making to illustrate how one professor might weigh various considerations in course design. A final Appendix is a checklist for new professors.

Fifty Years After Estelle V. Gamble—Where Does Carceral Health Law Go From Here?, James René Jolin, Jenean Docter, Benjamin A. Barsky

Faculty Scholarship

Fifty years ago, the US Supreme Court decided Estelle v.Gamble—a landmark case commonly known for establishing a duty on the government to provide health services to incarcerated people, whether before or after conviction. In this column, we offer a brief critical reappraisal of Estelle by reviewing its demanding legal standard and identifying a set of related litigation barriers that stymie the availability of relief in federal court. Given these constraints, we argue for a carceral health law paradigm that moves beyond the current, dominant focus on litigation.We use Medicaid law and policy as a case study to explore the …

Ai Slop, Jessica Silbey, Woodrow Hartzog

Faculty Scholarship

The term “AI slop” has become popular to describe the output of generative AI systems seen as voluminous, low quality, or the result of little effort. When AI-generated music and videos flood platforms, they are called slop. Peer-reviewed journals and legal tribunals are drowning in low-quality and low-reliability AI slop submissions.  Employees are seen to be producing mountains of slop in their reports and communications with each other. The term has inertia and heft, and the phenomenon has significant consequences. Most of them are not good.

But the boundaries of “AI slop” and its usefulness in policy discussions are not …

The Coming Health Insurance Transition, Brendan S. Maher

Faculty Scholarship

For decades, the dominant form of private health insurance in the United States—by far—has been employment-based group health insurance. Somewhere in the range of 175 million employees and their families receive health care coverage through a system in which employers serve as financiers, procurers, administrators, and fiduciaries of the health insurance promise. An overwhelming percentage of those health insurance arrangements are governed by ERISA, with little room for state law.

That is going to change.

This Article explains—for the first time anywhere—why and how. Because of the tremendous and as-yet unrecognized power of an obscure-sounding funding arrangement called the Individual …

Think Twice Before You Sign! An Experiment On A Cautionary Function Of Contractual Formalities, Monika Leszczynska

Faculty Scholarship

Contractual formalities, such as handwritten signatures, have long been viewed as serving a cautionary function that protects individuals from entering ill-considered agreements. With the rise of digital contracting, it is uncertain whether online forms of assent can play the same role. In an incentivized laboratory experiment, four modes of contract confirmation were compared: clicking “OK,” typing one’s name, entering a PIN code (analogous to a qualified e-signature), and handwritten signing. The study examined how these methods affect choices between smaller–sooner and larger–later rewards. Results show that participants were more impulsive when confirming by clicking “OK” or typing their name than …

Directing The Absent Tool: Friction Embodiment And Competency Progression In Ai Assisted Creative Learning, Daniel Suarez, James Hutson

Faculty Scholarship

Generative artificial intelligence complicates the relationship between successful creative production and the development of independent disciplinary judgment. Task allocation offers a practical response by identifying operations that learners should protect, perform with support, or delegate, yet the educational value of an allocation depends on conditions that change beyond a single assignment. This article extends a process-centered framework along three connected axes: absence, modality, and time. Constructivist friction describes difficulty encountered when learners must reconstruct judgments previously supplied by an available tool; its educational value depends on subsequent diagnosis, feedback, and transfer rather than difficulty alone. A spatial and embodied extension …

Inequality, Collective Power, And Democratic Renewal, Kate Andrias

Faculty Scholarship

With each passing week since this essay series commenced, American democracy has come under greater threat. Leading political scientists have concluded that the U.S. is now better described as a competitive autocracy rather than a democracy. President Trump’s recent attacks on core institutions and violations of the rule of law — from the use of violent force by ICE to the investigation of the Federal Reserve Chair and the threats involving Greenland — were unimaginable even a few months ago.

The Health Status Of U.S. Democracy, Philip C. Bobbitt

Faculty Scholarship

In 1776, Thomas Paine wrote Common Sense, a pamphlet that galvanized American public opinion in the aftermath of the colonial confrontations at Lexington and Concord. The disorganized revolt against British authority was largely undecided on next steps, public opinion having failed to coalesce around capitulation to London or revolution against the British government. Paine’s argument for American independence was uncompromising. Prefiguring the Declaration of Independence that put King George III front and center in the emerging conflict, Paine wrote: “In the monarchies, the King is the Law but in America, Law is King.”

The Threat To Government Ethics, Richard Briffault

Faculty Scholarship

That was quite a week. Over seven days in mid-October:

• President Trump hosted a White House dinner for three dozen super-wealthy individuals and representatives of major corporations who pledged funds for his $300 million ballroom.
• The president commuted the sentence of former Congressman George Santos, who had served less than three months of an 87-month term for corruption, and canceled Santos’s obligation to pay restitution to his victims.
• The president fired, without providing a reason or giving the 30 days’ notice required by law, the Inspector General for the Export-Import Bank.
• We learned the president is demanding the Department of …

Judging Fast And Slow, Bert I. Huang

Faculty Scholarship

The federal courts serve as our first responders in conflicts over constitutional rights and the separation of powers. They are called upon to react — fast — to legal challenges to governmental actions. To avert harm before it’s too late, they may rule within weeks, days, or even hours. They have done so in recent cases about free speech, freedom of the press, election law, independent agencies, federal workers, domestic troop deployments, spending and taxation, due process, search and seizure, and more.

The trial judges and appeals courts of the federal judiciary have long been tasked with this kind of …

Democracy Needs The Administrative State, Gillian E. Metzger

Faculty Scholarship

In public debate, the federal bureaucracy is not typically praised for its democratic credentials. Consisting of a wide array of agencies staffed by a permanent civil service and governed by detailed regulations, the administrative state is more likely to be portrayed as a bastion of red tape and unelected power. To hear members of the Supreme Court tell it, for example, the administrative state’s “unaccountable bureaucrats” and “vast power[s]” pose a dire threat to constitutional democracy that only expanded presidential control can solve. President Trump has offered an even darker view, attacking a “deep state” of entrenched government officials as …

A Conventional Solution To Constitutional Stagnation?, David E. Pozen

Faculty Scholarship

Our charter of government is stuck. The last time the U.S. Constitution was revised was over 30 years ago, when the “fluky” and largely inconsequential Twenty-Seventh Amendment stole into the text two centuries after it was written. The last time Congress proposed an amendment was almost 50 years ago, when the District of Columbia Voting Rights Amendment was sent to its demise at the ratification stage. Although state constitutions remain far more dynamic, they too have experienced a declining rate of amendment in recent years.

International Law And Power Politics: On Koskenniemi's Perceptions Of Justice, Monica Hakimi

Faculty Scholarship

Martti Koskenniemi wrote ‘Perceptions of Justice’ against the backdrop of the 2003 Iraq War. The piece draws a stark distinction between American and European conceptions of justice – and approaches to international law. Over twenty years later, his distinction might still (or again) resonate. This retrospective analyses it in light of his other work and more contemporary events, arguing that it is a mix of misguided and confused. The United States and Europe have for decades, if not centuries, been profoundly entwined; each has significantly shaped and been shaped by its relationship with the other. The urgent question now is …

Police Surveillance And The Perils Of Techno-Solutionism, Prithika Balakrishnan

Faculty Scholarship

This Article charts domestic law enforcement’s use of video surveillance, beginning in the backlash to the Civil Rights movement in the late 1960s, continuing through the War on Terror and, more recently, in the context of the post-George Floyd public critiques of policing. The undergirding philosophy of policing’s embrace of surveillance technology is techno-solutionism, the view that all complex social situations can be simplified to measurable data primed for quick-fix, unbiased, algorithmic answers. While technology may have initially been adopted by police to respond to specific problems, it has changed the problems themselves, altered the array of potential solutions, and …

Connecting Families Through Cash Transfers And An Enabling Environment In Colombia, Mexico, And The Philippines: A Qualitative Study, Johanna K P Greeson, John Gyourko, Sarah Wasch, Kristin Mallory, Lory Fehlig, Cesar Jácome, Nestor David Lara Yanes, Fátima Areli Ruiz Gutiérrez, Dennis Guamos, Adele R. Lehman

Faculty Scholarship

Nearly 700 million people worldwide live in extreme poverty, and almost half of the world’s population lives below the poverty line. Cash transfer programs are increasingly used to address poverty’s effects on family well-being, yet less is known about how families experience programs that combine cash transfers with peer-driven mutual aid. Children International’s (CI) Community Independence Initiative (CII) provides conditional cash transfers and promotes family-led goal setting, mutual support, and shared learning. This qualitative study explored how families in Colombia, Mexico, and the Philippines experienced CII and made meaning of its material and relational components. We conducted focus groups with …

State Legislatures: Guardians Of The Federal Balance, Practical Strategies For Monitoring, Strengthening, And Sustaining American Federalism (Remarks), Christian G. Fritz

Faculty Scholarship

My remarks today are drawn from my book, Monitoring American Federalism: The History of State Legislative Resistance, and from an essay I wrote this year for the Center for the Study of Federalism about the responsibility of state legislators to sound the alarm when the federal government overreaches its constitutional authority.

Lessons Learned For The Independent Panel For Evidence For Action Against Amr From Previous International Science Panels: Stakeholder Views From The 2025 Lagos Workshop, Iruka N. Okeke, Anthony Mcdonnell, Ayodele A. Akinyele, Javier Guzman, Kevin Outterson

Faculty Scholarship

In September, 2024, the UN General Assembly assigned the Quadripartite Joint Secretariat on Antimicrobial Resistance (AMR) the task of establishing an Independent Panel for Evidence for Action against AMR (IPEA). To promote stakeholder views and input around the constitution and functioning of this Panel, which could feed into the Quadripartite Joint Secretariat’s consultation process, we independently commissioned seven papers to examine the lessons that could be learned from other high-level scientific panels. We then convened 85 stakeholders, primed with the background papers. The Workshop, held in Lagos, Nigeria in April, 2025, drew representation from around the world, particularly low-income or …

Constitutional Drafting Processes And Constitutional Success, Adam Chilton, Murat C. Mungan, Mila Versteeg

Faculty Scholarship

Several recent constitution-making processes have been celebrated for being participatory, inclusive, and representative. However, many of these processes also failed. We theorize that aspects of these kinds of constitutional drafting processes could reduce the probability of constitutional success. To show why, we construct a “Constitution Drafting game” (CD game) in which representatives from different interest groups must draft a constitution. We consider the case where the probability of constitutional success is single peaked, but the value from successful adoption is increasing in the degree of issue protection chosen. The drafting process then leads to protection choices that are above those …

Trademarks, Functionality, And Competition, Glynn Lunney

Faculty Scholarship

Courts and commentators have long thought that the purpose of trademark and unfair competition law is to distinguish fair competition from unfair competition and prohibit the latter. Yet, trademark law has a more fundamental, more foundational purpose. Before trademark law can distinguish fair competition from unfair competition, there must first be competition. That makes ensuring competition trademark law’s highest priority. Identifying and prohibiting unfair competition becomes, by necessity, a subordinate concern. Until 1982, courts recognized this hierarchy and enforced a broad and flexible functionality limitation on trademark or trade dress protection to ensure competitive markets. In 1982, however, this changed. …

Socially-Minded Investors And Corporate Behavior, Merritt B. Fox, Menesh S. Patel

Faculty Scholarship

Many equity investors are concerned with the world’s worsening social and environmental problems and are losing faith in the capacity of political institutions to respond. Corporate behavior is often contributing to these problems. Some investors, at least if fully informed as to costs and benefits involved, would favor corrective changes to corporate behavior even where that would lessen their investment returns. Two important questions arise: (1) given existing law, are such willing-to-sacrifice equity investors currently affecting firm behavior; and (2) should there be legal reform that makes firms more sensitive to these willing-to-sacrifice investors’ preferences? This Article seeks to answer …

A Quantitative Content Analysis Of Media Framing Of Illegal Mining In Ghana, Ebenezer Ato Kwamena Aidoo, Patrick Ansah, Fredrick Daoyenikye, Maame Aba Afful

Faculty Scholarship

Illegal mining in Ghana has attracted considerable public and policy attention due to its far-reaching environmental, social, and health consequences. Our study examines how Ghanaian news media frame illegal mining, the tone of media coverage, and the stakeholders represented in news narratives. Using a quantitative content analysis, 800 news articles were sampled from six widely read media outlets, Daily Graphic, Ghanaian Times, TV3 Ghana, GTV, Joy FM, and Citi Newsroom. A multivariate analysis of variance (MANOVA) was employed to examine differences in framing, tone, and stakeholder representation across outlets. Findings indicate that news organizations emphasize distinct frames, resulting in varied …

Community Ai Resilience: A Five-Pillar Framework For Preparing Communities For An Ai-Transformed World, Robin D. Anderson, Nicholas A. Curtis

Faculty Scholarship

Current artificial intelligence readiness strategies focus almost exclusively on two priorities: expanding access to AI tools and developing a technical workforce. While necessary, these efforts are insufficient. AI seems likely to transform how people work and, with that, to reshape how individuals derive meaning, how families function, and how communities organize. This paper presents the Community AI Resilience Framework, a five-pillar model addressing the human systems dimensions of AI transformation: (1) Economic Resilience and Regulatory Adaptation; (2) Social Cohesion and Belonging Infrastructure; (3) Psychological Resilience and Identity Reconstruction; (4) Civic and Educational Renewal; and (5) Ecological and Leisure Commons Management. …

The Coming Privatization Of Corporate Law, Dorothy S. Lund, Eric L. Talley

Faculty Scholarship

For more than a century, American corporate law has revolved around a simple competitive premise: State governments supply corporate law while companies choose their state of incorporation, and the market rewards the state offering the best corporate law product. Delaware’s longstanding market dominance (especially for public companies) is often explained through the confluence of its unusually attractive institutional package: expert judges, extensive precedent, a specialized bar, an enabling statute, and a legislature that — at least traditionally — treats corporate law as something to be calibrated technocratically rather than politicized.

Classical Liberalism And Property, Thomas W. Merrill

Faculty Scholarship

Classical liberalism is characterized by several key attributes. Its central normative criterion is the well‑being of the individual, not some aggregate like society or the nation‑state. Individuals are presumptively regarded as responsible actors, capable of judging their own best interests and accountable for their actions that interfere with the well‑being of others. Because individuals are presumptively regarded as responsible actors, there is a strong preference for imposing only minimal obligations on them through the power of the state, and these usually involve general negative duties that are universal in character, chiefly to forbear from using force or fraud to interfere …

There Is No Free Benchmark: An Institutional View Of Legal Ai Benchmarking, Neel Guha, Andy K. Zhang, Christine Tsang, Christopher D. Manning, Julian Nyarko, Daniel E. Ho

Faculty Scholarship

Despite substantial excitement around the use of AI in law, little information exists on the performance and associated risks of the domain’s widely marketed tools. Recent work, for instance, has demonstrated the significant potential for “hallucinations” — wherein models make up facts, law, and precedent — leading Chief Justice Roberts to spotlight this risk in his annual report on the judiciary. We argue that there is a need for public AI benchmarking in law. First, relative to other AI application domains, the legal AI ecosystem lacks legibility — there is little information about the design and performance of many commercial …

Free Expression And Civil Rights On Campus: Consistency And The Kant-Rawls Heuristic, David M. Schizer

Faculty Scholarship

Universities learned hard lessons in the months after Hamas attacked Israel on October 7. 2023. This painful and challenging time highlighted the urgent need to pursue two critical goals, which sometimes are in tension with each other. First, universities have to protect academic freedom and free expression. This is their life blood. Second, universities also have to honor their legal and moral obligation to combat discrimination, including antisemitism.

Yet this is easier said than done. Protecting free expression means allowing speech that is controversial and even offensive. But this speech can contribute to a hostile environment. So, in seeking both …