Digital Commons Network^™

An Economic, Psychological, And Linguistic Explanation Of (Some Reasons) Why Women Don’T Get A Fair Shake, Claire A. Hill

Minnesota Journal of Law & Inequality

No abstract provided.

Building A Long Text Privacy Policy Corpus With Multi-Class Labels, David Stein, Florencia Marotta-Wurgler

Vanderbilt Law School Faculty Publications

Legal text poses distinctive challenges for natural language processing. The legal import of a term may depend on omissions, cross-references, or silence, Further, legal text is often susceptible to multiple valid, conflicting interpretations; as the saying goes: a good lawyer’s answer to any question is “it depends.”This work introduces a new, hand-coded dataset for the interpretation of privacy policies. It includes privacy policies from 149 firms, including materials incorporated by reference. The policies are annotated across 64 dimension that reflect the applicable legal rules and contested terms from EU and US privacy regulation and litigation. Our annotation methodology is designed …

Wealth Taxes Under The Constitution: An Originalist Analysis, David M. Schizer, Steven G. Calabresi

Faculty Scholarship

A federal wealth tax is high on the wish list of progressives, but is it constitutional? This Article shows that under the original public meaning of the Constitution, a wealth tax is a “direct tax” that must be apportioned. This means that the percentage of revenue collected in each state must match its percentage of the population. For instance, if two states both have three percent of the population, each must provide three percent of the revenue. This leads to an unappealing outcome: if one state is less wealthy, it needs a higher tax rate to supply its share.

Article …

Dark Patterns As Disloyal Design, Johanna Gunawan, Woodrow Hartzog, Neil Richards, David Choffnes, Christo Wilson

Faculty Scholarship

Lawmakers have started to regulate “dark patterns,” understood to be design practices meant to influence technology users’ decisions through manipulative or deceptive means. Most agree that dark patterns are undesirable, but open questions remain as to which design choices should be subjected to scrutiny, much less the best way to regulate them.

In this Article, we propose adapting the concept of dark patterns to better fit legal frameworks. Critics allege that the legal conceptualizations of dark patterns are overbroad, impractical, and counterproductive. We argue that law and policy conceptualizations of dark patterns suffer from three deficiencies: First, dark patterns lack …

Digital Economy Innovation In The Indo-Pacific: Towards A 'Singapore Effect'?, J.G. Allen, Qiu Xu Martin Liao

Research Collection Yong Pung How School Of Law

This paper examines the rise of Digital Economy Agreements (DEAs) in the Indo-Pacific as a strategic response to digital trade fragmentation and great power competition. Focusing on Singapore’s leadership, we introduce the ‘Singapore Effect’ – a model of regulatory influence distinct from others, such as the ‘Brussels Effect’ and ‘Beijing Effect.’ Unlike market-driven regulatory diffusion, the Singapore Effect emphasizes interoperability, norm entrepreneurship, and mini-lateralism, enabling middle powers to shape digital trade governance. We analyze DEA formation, implementation challenges in national law, and Singapore’s role as a bridge between diverse regulatory regimes. DEAs’ flexible, modular structure allows for incremental regulatory alignment …

Taxprof Blog Op-Ed: More On The University Of Florida, The Adjunct Professor, And The Issues At Hand, Joshua E. Kastenberg

Faculty Scholarship

In assessing the conduct of the University of Florida’s law school leaders, Preston Damsky, Judge John Badalamenti, and the New York Times, I’ll concede that it is darn near impossible for any of us to be objective. But I’d like to contribute to this conversation in a way that at least attempts a degree of objectivity. This comment focuses on the judge turned adjunct professor, but to do so, there is a matter of context.

The Bogeyman Of Environmental Regulation: Federalism, Agency Preemption, And The Roberts Court, Kamaile A.N. Turčan

Minnesota Law Review Vols. 106:2 onward (2021-present)

In a trio of environmental cases—West Virginia v. EPA, Sackett v. EPA, and Loper Bright v. Raimondo—the Roberts Court curtailed the federal regulatory power and produced corresponding deregulatory outcomes under seemingly neutral legal principles. This Article interrogates the doctrinal coherency of the Roberts Court’s jurisprudence by applying the rationales of these cases to climate change litigation. Climate change policies advanced by state and local governmental plaintiffs represent the inverse of what the Court has previously rejected. The regulatory burdens arise under state, not federal, law. In this analysis, the Article advances a previously undertheorized aspect of the trio’s combined effect: …

A Tragedy Of Incommensurability: Indigenous Rights And The Limits Of Human Rights Law, Zeina Ali

Theses and Dissertations

This thesis explores the tragedy of incommensurability between indigenous rights and international human rights law. Despite the emergence of frameworks like the United Nations Declaration on the Rights of Indigenous Peoples (UNDRIP), indigenous calls for sovereignty remain fundamentally unintelligible within a liberal order structured to preserve settler-state legitimacy. Tracing the historical and theoretical evolution of indigenous advocacy, this study critiques the strategic shift from demands for self-determination to claims of cultural rights. It argues that this shift offers no real alternative: self-determination and cultural rights are functionally equivalent, as both are ultimately filtered through legal and political frameworks that cannot …

Strategic Narratives To Counter Global Threats, Jerry E. Landrum, Chase Metcalf, Michael M. Posey

The US Army War College Quarterly: Parameters

This article argues that the current National Security Strategy lacks the necessary coherence and fidelity to mobilize collective action against the emerging Russia-China axis. It merges multiple theoretical concepts to assert that the “rules-based order” theme is insufficient for mobilizing public support. Using textual analysis of the strategy compared with publicly available polling to determine levels of popular resonance, the authors find that the “rules-based order emphasis” does not resonate. This study’s conclusions will assist practitioners as they develop an updated National Security Strategy in the new presidential administration.

Symbiotic International Law: Combatting Uyghur Forced Labor, Preston Jordan Lim

Faculty Publications

Since 2017, the Chinese government has launched a campaign of repression against the Muslim Turkic minorities of Xinjiang, a region located in China’s Northwest. While most scholars have focused on the mass internment of Uyghurs and other minorities, this Article highlights an under-discussed aspect of China’s campaign: the construction of a sophisticated forced labor system. Minority forced labor supplies key sectors of the global economy—from the automotive to the energy sectors—and allows Chinese companies to outcompete foreign firms. The unprecedented scope and sophistication of what I term the “modern Xinjiang forced labor system” imperils the very future of the international …

Establishing A "Duty To Not Destroy": Using Fiduciary Duty To Hold Settler-Colonial States Responsible For Cultural And Linguistic Harms Committed Against Indigenous Students At Government-Run Boarding Schools, Kristina Mclaughlin

Minnesota Journal of International Law, Vols. 28:2 onward (2019-present)

No abstract provided.

Human Rights And Foreign Policy: South Africa's Genocide Complaint Against Israel At The International Court Of Justice, Penelope Andrews

Minnesota Journal of International Law, Vols. 28:2 onward (2019-present)

No abstract provided.

Friends Of The Inyo V. United States Forest Service, Sarah J. Leopard

Public Land & Resources Law Review

Friends of the Inyo v. United States Forest Service provides necessary guidance for categorical exclusion analysis under the National Environmental Policy Act. The Ninth Circuit Court of Appeals held that the United States Forest Service wrongfully construed NEPA as permissive of applying different categorical exclusions to various components of the same mining project until the project was excluded in its entirety from further environmental review. The Court’s holding establishes two essential rules for evaluating mining proposals on public lands: (1) a categorical exclusion, when applied under § 220.6, must cover the entire scope of a proposed project; and (2) the …

Session 4: Analyzing The Benefits Of Artificial Intelligence To Racially Inclusive Democracy, Spencer Overton, Jeffrey Omari

SITIE Symposiums

This keynote discussion explored the intersection of artificial intelligence (AI), race, and democratic governance, focusing on the challenges and opportunities AI presents for creating a racially inclusive democracy. Professor Overton argued that while AI has transformative potential, it is currently influenced by actors and systems that may unintentionally (or intentionally) weaken racial equity. The spread of AI technologies—without proper safeguards—has opened new pathways for reinforcing structural inequalities, especially in the democratic process.

Chevron Was Not, And Cannot Be, Overruled: The Dullness Of Loper Bright, Edward L. Rubin

Duke Journal of Constitutional Law & Public Policy

As expected, the Supreme Court declared, in Loper Bright Enterprises. v. Raimondo, that "Chevron is overruled." But the Court did not understand the decision that it claimed to overrule. It focused its criticisms on Chevron's notorious two-step test, but failed to recognize that the decision is a major conceptual advance – the first clear judicial recognition that statutory interpretation is the initial and invariably necessary stage in the process by which administrative agencies enforce the law. Chevron thus revealed a reality that the current Court is powerless to alter. Most administrative statutes are not the normative declarations of the pre-administrative …

Democratic Lawyering: Upending The “Hidden Curriculum” To Prepare New Lawyers For A New World, Eduardo R.C. Capulong, Andrew King-Ries, Monte Mills

The Journal of Law Teaching and Learning

Multiple heightening crises reveal the deficiencies and contradictions of legal education, in particular the values it imparts. Perpetuating myths about U.S. democracy and rule of law, the enduring formalist, liberal legalist cast of law school is increasingly at odds with students’ lived experiences. As liberal democracy and the rule of law falter, no longer is relying on the “hidden curriculum” or the historically nebulous and mythical narratives of the law and our legal system sufficient to prepare tomorrow’s lawyers for the challenges faced by our profession. Instead, with a boost from ABA Standard 303, this article draws on the tradition …

Vaccination Mandates And Civil Liberties, Sophia Choti

Florida Atlantic University Undergraduate Law Journal

Vaccination mandates in the United States sit at the crossroads of public health and individual freedoms, a complex and often controversial intersection. The enforcement of immunization policies has a long history of legal and ethical scrutiny, balancing the state's responsibility to protect its citizens with the constitutional rights individuals hold dear. The COVID-19 pandemic reignited this debate, amplifying existing tensions and presenting new challenges. This analysis argues that while vaccination mandates are constitutionally valid and essential for safeguarding public health, they must be designed with care to respect individual liberties and address modern challenges such as misinformation, inequities, and public …

Systemic Barriers To Voting Rights For Minorities: Gerrymandering And Voter Id Laws, Kalela Leonard

Florida Atlantic University Undergraduate Law Journal

Since 1870, the struggle for voting accessibility has been an ongoing challenge for marginalized communities in the United States. Despite the Voting Rights Act of 1965, systemic barriers limit minority participation in elections and influence their political representation. Modern systemic barriers refer to institutional practices and policies that hinder equal access to resources, rights, and opportunities. These barriers typically disproportionately impact minority groups. Furthermore, recent U.S. Supreme Court decisions and legislative policies have led to an examination of how modern obstacles—such as gerrymandering and voter identification laws—lead to discriminatory burdens on marginalized groups. These practices differ from tactics such as …

Serial Killer Terminology And Its Effect On Criminal Trials, Alice Gnesin

Florida Atlantic University Undergraduate Law Journal

The terminology used during court proceedings plays a pivotal role in shaping the legal outcomes and sentencing for serial killers. This study examines how specific language, mainly terms such as "serial killer," impacts sentencing severity. By analyzing cases involving serial killers and the terminology used, there is a proven correlation between terminology and sentencing. For example, Ted Bundy (30 confirmed murders) and Jeffrey Dahmer (17 confirmed murders) were both investigated by Robert Ressler—who pioneered FBI profiling and coined the term "serial killer." The term was extensively used within their trials, impacting their sentencing. This can be compared to John Wayne …

Enhancing The Sport Spectatorship Market For Hearing-Impaired Audiences: Accessibility And Engagement Strategies, Niveditha Karthikeyan

Journal of Applied Sport Management

This paper examines the application of the Americans with Disabilities Act (ADA) to the in-person sport spectatorship experience of hearing-impaired individuals. The delivery of the core sport product, especially at the stadium, is not equally accessible to individuals with disabilities, particularly for audience with hearing impairments. While the ADA mandates accessibility in public accommodations, its implementation for communication access within sport venues remains inconsistent. Through a focused review of legal frameworks, venue practices, and emerging technologies, the paper identifies gaps in current accessibility efforts and outlines practical recommendations to enhance inclusivity. Key strategies include the use of AI-powered real-time captioning, …

Interpretation As Creation: Article Vi Of The Outer Space Treaty, Charles Stotler

Chicago Journal of International Law

From the launch of Sputnik I in 1957 to proposals for In-Space Servicing, Assembly and Manufacturing (ISAM) and new lunar activities such as resource utilization, advancing technology has always been a driving factor in the creation of space law. From a legal-historical perspective, the notion of law as creation should be contextualized in a broader legal-philosophical transition that began with the rise of positivism. Article VI of the Outer Space Treaty orbits unsteadily between international obligations and national implementation measures, rendering significant States’ understandings of those provisions. Our understanding of Article VI turns on perhaps the most creative legal endeavor: …

Digital Evidence: Facilitating What And For Whom?, Rebecca Hamilton, Adebayo Okeowo

Chicago Journal of International Law

The emergence of user-generated evidence has revolutionized how atrocities and human rights violations are documented globally. Since 2011, when Syrian human rights defenders began documenting atrocities on their smartphones, a professional field has emerged around the collection, authentication, and preservation of digital evidence. However, this professionalization has created unintended consequences, as expertise and verification power shifted away from frontline communities to Global North institutions. This Article examines this tension through two case studies: the Rohingya Genocide Archive, and Nigeria's #EndSARS movement. These examples demonstrate both the power of locally-informed evidence collection and the challenges when verification skills remain concentrated among …

Training Humanoids To Use Good Dispute Resolution Language, John Lande

Faculty Publications

This short essay uses satire to spotlight the entrenched, misleading terminology widely used in the dispute resolution field, especially in legal and academic settings. Drawing on metaphors of humanoids, bots, and malware, it critiques outdated jargon like “facilitative” and “evaluative” mediation and proposes clearer alternatives derived from Real Practice Systems theory. It describes efforts to train an AI tool, the RPS Negotiation and Mediation Coach, to model improved language use and nudge human users toward better decision-making. Though light in tone, it reflects a serious commitment to reforming the way we talk about and practice negotiation and mediation.

All-American Crime: Reflections On Welcome The Wretched By César Cuauhtémoc García Hernández, Kit Johnson

University of Arkansas at Little Rock Law Review

In his 2024 book, Welcome the Wretched, Professor César Cuauhtémoc García Hernández questions why it is that non-citizens who have committed crimes are slated for removal from this country. After all, he notes, “Migrants don’t bring crime here. It’s already here. It always has been and always will be.”

We may not readily admit it, but crime in the United States is truly All-American. Section I of this Essay tries to shed light on the widespread nature of criminality in the United States by recounting my own crimes and those of family and friends, with the goal of pushing the …

Self-Determination Beyond The Nation-State, Ash U. Bali, Omar M. Dajani

University of the Pacific Law Review

No abstract provided.

Putting A Band-Aid On A Bullet Hole: The Deaf Individual's Subdued Constitutional Right Against Self-Incrimination, Alexandra Kotowski

Hofstra Law Review

No abstract provided.

Dark Patterns As Disloyal Design, Johanna Gunawan, Woodrow Hartzog, Neil Richards, David Choffnes, Christo Wilson

Indiana Law Journal

Lawmakers have started to regulate “dark patterns,” understood to be design practices meant to influence technology users’ decisions through manipulative or deceptive means. Most agree that dark patterns are undesirable, but open questions remain as to which design choices should be subjected to scrutiny, much less the best way to regulate them.

In this Article, we propose adapting the concept of dark patterns to better fit legal frameworks. Critics allege that the legal conceptualizations of dark patterns are overbroad, impractical, and counterproductive. We argue that law and policy conceptualizations of dark patterns suffer from three deficiencies: First, dark patterns lack …

The Mirage Of Artificial Intelligence Terms Of Use Restrictions, Peter Henderson, Mark A. Lemley

Indiana Law Journal

Artificial intelligence (AI) model creators commonly attach restrictive terms of use to both their models and their outputs. These terms typically prohibit activities ranging from creating competing AI models to spreading disinformation. Often taken at face value, these terms are positioned by companies as key enforceable tools for preventing misuse, particularly in policy dialogs. The California AI Transparency Act even codifies this approach, mandating certain responsible use terms to accompany models.

But are these terms truly meaningful, or merely a mirage? There are myriad examples where these broad terms are regularly and repeatedly violated. Yet except for some account suspensions …

Don’T Mess With Mr. In-Between, Brian Langille, Ben Mayer-Goodman

Dalhousie Law Journal

In a separate, related paper, we reveal and criticize an important “methodical error” which is commonly made in labour law jurisprudence. In this paper, we undertake a review of the attempts by Canadian and UK legislators and decision makers to overcome some of the problems of applying labour law’s traditional orthodoxy in the face of an ever more complex world by creating new categories “in between” the existing classes of employees and independent contractors. These attempts often fail precisely because they perpetuate the traditional approach and its methodological error, maintaining its perverse incentive structures. Our advice: “Don’t mess with Mr. …

Digital Investigations Of Systematic And Conflict-Related Sexual Violence: Practice And Possibilities, Alexa Koenig

Chicago Journal of International Law

This article discusses a new guide that has been developed to support the responsible use of digital open-source information to investigate systematic and conflict-related sexual violence (SCRSV). Drafted by the Institute for International Criminal Investigations and the Human Rights Center at UC Berkeley School of Law, the just-published pilot version of the Open- Source Practitioner’s Guide to the Murad Code aims to minimize the risks and maximize the potential for digital investigations into SCRSV. Part I of this article opens with a brief history of accountability for SCRSV, touching on the need to strengthen SCRSV investigations and providing a brief …