Digital Commons Network^™

How Not To Democratize Algorithms, Ngozi Okidegbe

Faculty Scholarship

A growing set of jurisdictions has embraced “consultative algorithmic governance,” the idea that community members, particularly racially and otherwise politically marginalized ones, should be involved in the processes by which state institutions procure, construct, implement, and oversee artificially intelligent algorithms employed in public sector decision-making. Consultative processes range from public hearings that provide communities with an opportunity to comment about anticipated algorithmic use to community advisory boards that help public officials evaluate the impact of current or future algorithmic use.

This Article argues that consultative algorithmic governance is critically flawed and then builds upon this critique to point toward a …

Title Ix And Athlete Compensation In The Postamateurism Era, Erin E. Buzuvis

Faculty Scholarship

This Essay argues that Title IX applies to all manners of compensation that universities provide and facilitate to their athletes because of their athletic participation. This includes paying wages (when and if that becomes permissible), paying for NIL (when that permission takes effect), and facilitating payments from booster collectives that are working on those universities’ behalf (as happens now). The statute and its implementing regulations create a structure of substantive equality that is flexible enough to address even the changing landscape of college athletics as it applies to matters of compensation that were not contemplated by the drafters of the …

Normalizing Facial Recognition Technology And The End Of Obscurity, Woodrow Hartzog, Evan Selinger, Judy Hyojoo Rhee

Faculty Scholarship

This article argues that facial recognition technology is the most dangerous surveillance tool ever invented. Given the unique threats this morally suspect tool poses to privacy, civil liberties, human flourishing, and democracy, the only appropriate response is a ban. To justify our position, we explain why facial recognition is distinctive among biometrics, clarify how even seemingly benign and positive uses of the technology can trigger dangerous normalization dynamics, and pinpoint why current United States laws (with reverberations in the EU’s AI Act) are designed to accelerate a slippery slope that makes mass surveillance nearly inevitable. Our most fundamental contribution lies …

Human Rights Risks In Clean Energy Supply Chains: Racial Capitalism, Critical Minerals, And Corporate Responsibility, Erika George

Faculty Scholarship

This paper argues that decarbonization will fail to deliver climate justice unless the transition to clean energy confronts the racialized political economy that has historically structured extractive activity and shaped international economic law. Grounding its analysis in racial capitalism, the paper contends that the growing demand for critical minerals risks reproducing patterns of exploitation, expropriation, and expulsion. Using lithium extraction in Chile as a case study, it shows how colonial legacies, dictator-era neoliberal reforms, and present-day regulatory architectures governing foreign investment and natural resource extraction have prioritized investors over human rights and the environment. Recent decisions of the International Court …

The Judicial Administrative Power, Jonathan Petkun, Joseph Schottenfeld

Faculty Scholarship

Article III of the Constitution confines the “judicial Power of the United States” to the adjudication of “cases” and “controversies.” In practice, however, federal judges exercise control over, and spend their scarce time on, a wide range of activities that traverse far beyond any individual adjudication. Typically classified as a form of “judicial administration,” these activities span everything from promulgating the rules of the various federal courts to overseeing federal pretrial detention services or choosing federal public defenders.

This Article describes how judges became involved in these nonadjudicatory Article III activities, clarifies the activities’ relationship to Article III adjudication, and …

Critical Constitutional Law And The Alito Palimpsest, William J. Aceves

Faculty Scholarship

This article uses an innovative metaphor—the palimpsest—and a provocative philosophical tradition—genealogy—to generate a new theory of critical constitutional law. It is a theory born from this unique moment in time.

Originalism is now ascendant at the Supreme Court. Its search for essential origins in history as a method for grounding extant constitutional values was used in Dobbs v. Jackson Women’s Health Organization to end recognition of the fundamental right to abortion. The Court’s conservative majority has made clear that Dobbs is only the beginning.

Critical constitutional law uses the metaphor of the palimpsest to study law and the search for …

Generative Contracts, Spencer Williams

Faculty Scholarship

This Article examines how consumers can use generative artificial intelligence to write their own contracts. Popularized by “chatbots” such as OpenAI’s ChatGPT, generative AI is a form of artificial intelligence that uses statistical models trained on massive amounts of data to generate human-like content such as text, images, music, and more. Generative AI is already being integrated into the practice of law and the legal profession. In the context of contracting and transactional law, most generative AI tools are focused on reviewing and managing large volumes of business contracts. Thus far, little attention has been given to using generative AI …

Artificial Intelligence And The Self-Represented Inventor, Brenda M. Simon

Faculty Scholarship

Lack of access to competent legal representation is pervasive throughout the justice system. Unfortunately, the patent system is no exception. Self-represented inventors are far less likely to obtain patents than those with legal representation. Increasing access to artificial intelligence (AI) can mitigate some of the disadvantages of self-representation, but the use of AI will also raise new challenges. To the extent that AI systems can help self-represented inventors, they can begin to address one of the underlying causes of the patent gap—lack of access to high quality legal services. Women and people of color hold fewer patents, in part, because …

(Non)Police Brutality, Shawn E. Fields

Faculty Scholarship

Local governments increasingly rely on unarmed, nonpolice experts to provide public safety services. In response to demands to reduce police violence, many municipalities have empowered paramedics, mental health counselors, social workers, and homeless outreach personnel, to triage health and safety issues without police involvement. Pilot programs reallocating police funds to these alternate responders appear to reduce arrest rates and rates of police violence. But they have not eliminated acts of violence committed by these nonpolice actors themselves. Shocking stories of paramedics chemically sedating motionless patients to death, social workers assaulting clients, and homelessness response units brutally dispersing unhoused persons after …

Ending The Paper Chase At The U.S. Supreme Court, William J. Aceves

Faculty Scholarship

This Article offers the first systematic analysis of the administrative impact and practical consequences of the U.S. Supreme Court's filing requirements. The lack of meaningful research on this subject reveals how Justices, clerks, and lawyers have become inured to these requirements and their attendant costs.

Every year, the Supreme Court receives approximately five thousand petitions for certiorari. With some exceptions, the Court compels litigants to file multiple paper copies of their submissions. When combined, these submissions exceed two hundred thousand documents, which include over five million separate pieces of paper. If stacked, these documents would reach beyond the height of …

Lone Stars Lessons, Amy F. Kimpel

Faculty Scholarship

This Article provides the first comprehensive empirical account of Operation Lone Star (OLS), Texas Governor Abbott’s immigration enforcement initiative at the southern border. Though OLS consists of several components, including border wall construction and the busing of migrants to “blue” states, the machinery of OLS is primarily designed to apprehend recent migrants and prosecute them for violations of Texas state criminal law. The most common OLS prosecutions are for misdemeanor criminal trespass after migrants are arrested on private ranch lands near the border. As many criminal justice reforms aim to shrink the scale and scope of the criminal legal system, …

Determinants Of Socially Responsible Ai Governance, Daryl Lim

Faculty Scholarship

The signing of the first international AI treaty by the United States, European Union, and other nations marks a pivotal step in establishing a global framework for AI governance, ensuring that AI systems respect human rights, democracy, and the rule of law. This article advances the concepts of justice, equity, and the rule of law as yardsticks of socially responsible AI—from development through deployment—to ensure that AI technologies do not exacerbate existing inequalities but actively promote fairness and inclusivity. Part I explores AI’s potential to improve access to justice for marginalized communities and small and medium-sized law firms while scrutinizing …

Grading Legal Research, Julie Tedjeske Crane

Faculty Scholarship

Law school grading practices often conflict with legal research instruction goals. Small class sizes render norm-referenced (curved) grading unreliable, and the emphasis on ranking students detracts from learning essential skills. Drawing on scholarship on legal education and other disciplines, this article examines several grading approaches that may better serve students and instructors, including criteria-referenced, specification-based, and equitable grading systems. It offers practical suggestions for improving grading practices, such as working with colleagues on assessment design, being intentional about grading formative work, and using anonymous grading. The article concludes with a call for more discussion about grading in legal research courses.

Addressing Perceived Racial And Ethnic Disparities In Attorney Discipline, Susan Saab Fortney, Heather Zirke

Faculty Scholarship

Perceived racial and ethnic disparities in attorney discipline threaten public confidence in the legal profession’s fairness and equity. This Article explores whether lawyers of color are subject to a disproportionate number of disciplinary actions. It draws on studies that reveal patterns of disparate outcomes tied to factors such as practice setting, representation during proceedings, and decision-maker bias. The authors assess how systemic issues may contribute to these disparities and highlights gaps in research and transparency. To address these challenges, the Article recommends a multi-faceted approach. This includes better collection and analysis of demographic data, procedural reforms to ensure equitable treatment, …

Original Discontent, William Magnuson

Faculty Scholarship

There are many theories of constitutional interpretation. Most, but not all, of them assert that, in interpreting the Constitution’s provisions, we should start by taking seriously the intentions of the enactors, meaning, roughly speaking, its drafters, defenders and ratifiers. This Article argues that, in doing so, judges, scholars and policymakers have underestimated an important feature of the process of constitution-making: the discontent of the enactors themselves with the Constitution they were enacting. Time and again, during the Philadelphia Convention of 1787, during the penning of the Federalist Papers, and during the state ratifying conventions, the enactors expressed deep reservations about …

Should We Watch The Watcher Or The Watched? The Transparency Debate In Auditor Regulation, Sarah Williams

Faculty Scholarship

Federal law has mandated the use of outside auditors by public companies since 1934. For much of that time, the audit industry watched itself. It monitored audit quality and decided how to address auditor misconduct. In 2002, Congress created the Public Company Accounting Oversight Board (“PCAOB” or “Board”) to watch the auditors. The legislation designed a regulatory scheme that presumed audit performance could be improved through an open and cooperative relationship between the regulator and the regulated audit firm. Congress created accountability for the agency by mandating that it disclose its oversight activities to the public (an approach characterized as …

The Great Unsettling: Administrative Governance After Loper Bright, Cary Coglianese, Daniel E. Walters

Faculty Scholarship

“Chevron is overruled.” These three words surely captured more attention than any others in the U.S. Supreme Court’s thirty-five-page opinion in Loper Bright Enterprises v. Raimondo. For forty years, the Chevron doctrine had been virtually synonymous with administrative law. Now that the Court has taken a step that many scholars thought unfathomable even just a few years ago, speculation abounds about the possible downstream impacts of Loper Bright on both what agencies will be able to do in the future and how lower courts will respond when reviewing agency action. The vast majority of early expert commentaries suggest …

The Globalization Of Copyright Exceptions For Ai Training, Matthew Sag, Peter K. Yu

Faculty Scholarship

Generative AI, machine learning and other computational uses of copyrighted works pose profound questions for copyright law. This article conducts of global survey of how different countries have attempted to answer these questions in relation to the unauthorized use of copyrighted works for training. Although the world has yet to achieve international consensus on this issue, an international equilibrium is emerging. Jurisdictions with common law and civil law traditions, and with varying economic conditions, technological capabilities, political systems, and cultural backgrounds, have found ways to reconcile copyright law and AI training. In this equilibrium, countries recognize that text data mining, …

Moral Politics Theory Applied To Abortion: Utopias, Dystopias, And Dobbs, Susan Ayres

Faculty Scholarship

This article examines Moral Politics Theory (MPT) as a way to understand current tensions in the US concerning reproductive justice. MPT, as developed and researched for over thirty years by cognitive scientist, George Lakoff, provides a way to explain differences in political worldviews. According to Lakoff’s research in Moral Politics and Don’t Think of an Elephant!, conservatives tend to hold a strict-father model, and progressives hold a nurturant-parent model. People in the political middle tend to endorse both models; Lakoff labels those in the middle as “biconceptuals,” and discusses how this group is most susceptible to persuasion because metaphors frame …

An Introduction To U.S. Groundwater Law: Domestic And Transboundary Considerations, Caleb Cook, Gabriel Eckstein

Faculty Scholarship

In light of the scientific and historical factors that have shaped the development of groundwater law and policy, this chapter seeks to provide a primarily descriptive account of its current state in the United States and to lay a foundation for future efforts to address gaps in the regime. Section 8B.02 considers the importance of groundwater in modern American society, with a particular focus on its uses and the threats these resources face. Section 8B.03 describes the U.S. framework for the domestic governance of groundwater resources. Section 8B.04 describes the mechanisms for transboundary governance of groundwater between the United States …

The United States Healthcare System: From Medicare To Post-Pandemic Health Policy, William M. Sage

Faculty Scholarship

My purpose in this essay is to comment on national health policy in the United States over the past sixty years.  My conclusions are less optimistic than what I had hoped when I began my teaching and research career in the 1990s to be able to say in 2025.  In particular, the successful expansion of publicly supported health coverage via the passage of the Affordable Care Act (“ACA” or “Obamacare”) in 2010 seems to have triggered -- though I hesitate to say that it caused – a backsliding from broader commitments to clinical performance, population health, and social solidarity that …

"Arbitration In Name Only": A Race Claims Mismatch, Michael Z. Green

Faculty Scholarship

With arbitration's meteoric rise as a tool in resolving statutory employment discrimination matters beginning in the 1990s, concerns about lack of employee bargaining power received little consideration when raised in court challenges to the enforcement of employer-mandated agreements to arbitrate those claims. Only in rare circumstances, when an employer appeared to go to extremes in using its overwhelming bargaining power to implement an arbitration process so clearly unfair would a court find the agreement created an unfair "arbitration in name only" that should not be enforced. 

Employers have become savvier in how they require employees to agree to resolve discrimination …

Navigating The Growing Prospects And Growing Pains Of Managed Aquifer Recharge, Dave Owen, Helen Dahlke, Andrew Fisher, Ellen Bruno, Michael Kiparsky

Faculty Scholarship

Increasing water demands and declining groundwater levels have led to rising interest in managed aquifer recharge. That interest is growing in the United States—the focus of this article—and elsewhere. Increasing interest makes sense; managed aquifer recharge can reduce water-supply challenges and provide environmental benefits, sometimes with lower costs than alternative water-management approaches. But managed aquifer recharge also faces growing pains, which will make it difficult for projects to scale up and may limit the benefits provided by those projects that do go forward. Some of the problems arise from the challenges of finding physically suitable locations for managed aquifer recharge; …

Determinants Of Success On The Bar Exam: One Law School’S Experience 2010–2023, Morris Ratner, Stephen N. Goggin, Stefano Moscato, Margaret Greer, Elizabeth Mcgriff

Faculty Scholarship

No abstract provided.

Betwixt And Between: Restorative Justice, Dei, And Education Carcerality, Thalia Gonzalez, Alyssa Faith Scott

Faculty Scholarship

American K-12 public education is at a critical anti-civil rights inflection point amidst a rapidly changing landscape of federal and state education law and policy. From local anti-literacy measures to state “three strikes” exclusionary school discipline legislation to punitive federal executive orders, new legal mechanisms are conjoining to produce public school climates marked by structural violence, and the erasure of students with multiple marginalized identities. Attending to these political and legal realities is a growing cluster of legal scholarship empirically categorizing, and theoretically challenging, the rise of such anti-education civil rights obstructions. Though diverse in scope, analyses prominently center the …

New York Environmental Legislation In 2024, Michael B. Gerrard

Faculty Scholarship

In 2024, New York State enacted several laws aimed either at dealing with the adverse impacts of climate change such as extreme heat and increasingl severe and frequent storms or at helping to mitigate greenhouse gas emissions to avoid or minimize the adverse impacts. The final bill signed by Governor Kathy Hochul in 2024 was the most high-profile of these laws — the Climate Change Superfund Act, which will require fossil fuel companies to pay for adaptation measures.

Other new laws last year related to extreme heat in schools and prisons, food waste, expanded polystyrene containers, community gardens, and native …

Loper Bright And The Great Writ, Anthony G. Amsterdam, James S. Liebman

Faculty Scholarship

Chevron deference is dead. The Court’s forty-year, seventy-decision experiment with Article-III-court deference to “reasonable” agency interpretations of ambiguous federal statutes failed, killed in part by concern that it unduly curbed the “judicial Power” to enforce the rule of law in the face of politics, partisanship, and mission-driven agency decision-making.

“AEDPA deference” lives. The Court’s twenty-five-year, seventy-two decision experiment with Article-III-court deference to “reasonable” state-court interpretations of the Constitution under the 1996 Antiterrorism and Effective Death Penalty Act continues to relegate criminal defendants to prison or death, notwithstanding federal habeas judges’ independent judgment that the state courts have misread or misapplied …

In Search Of A State, Maeve Glass

Faculty Scholarship

This article offers a legal history of one of America’s earliest campaigns of state legislative resistance: the effort in Massachusetts to protest the national government’s perceived dismantling of an old Atlantic commercial order from 1803 to 1815. To date, scholars have either condemned this protest as a dangerous harbinger of the Civil War or vindicated it as an inevitable and salutary extension of the Founding. This article steers a different course. By focusing on the evolving language of protest and the complex hybrid of ideas and material realities from which this language emerged, this article illuminates how Federalist leaders who …

For Whose Benefit Is The Freedom Of Speech?, Vincent A. Blasi

Faculty Scholarship

In United States v. Alvarez, the US Supreme Court ruled that an official of a water district who introduced himself to his constituents by falsely stating in a public meeting that he had earned the Congressional Medal of Honor had a First Amendment right to make that demonstrably untrue claim. Audience members misled by the statement might well be considered to have a First Amendment interest in not being directly and knowingly lied to in that way. Other members of the community might be thought to have a First Amendment interest in public officials such as Xavier Alvarez telling …

Fixing Mfw: Fairness And Vision In Controller Self-Dealing, Zohar Goshen, Assaf Hamdani, Dorothy S. Lund

Faculty Scholarship

The legal regime governing controlling shareholders relies on the ability of Delaware courts to police conflicted transactions under the stringent "entire fairness" standard of review. This review involves both implicit valuation – evaluating the transaction process, and explicit valuation – assessing the fairness of the transaction's financial terms. This Article reveals a critical flaw in this regime: courts cannot reliably engage in valuation when the transaction involves an entrepreneur's idiosyncratic vision for the company. As a result, there is a gaping hole in Delaware's framework for policing the fairness of controller transactions.

Delaware courts have developed guardrails to avoid judicial …