Digital Commons Network^™

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 …

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 …

Policing Gender: The Interest Convergence Of Women's And Transgender Rights, Michael Ulrich

Faculty Scholarship

The social, political, and legal landscape has seen a resurgence of gender fundamentalism, seeking to reinforce archaic notions of what it means to be a woman. Social media movements run in tandem with this resurgence of gender fundamentalism. For instance, the “tradwife” phenomenon that romanticizes a domestic, subservient role for women.¹ Alabama Senator Katie Britt most infamously reflected the convergence of these trends when she delivered her response to the State of the Union from a kitchen table and proclaimed that her message was “a direct appeal” to her “fellow moms.”² Meanwhile, executive orders and state laws have …

Copyright Law And Property Law, Keith N. Hylton

Faculty Scholarship

Property is at the core of state law since it is the exclusive power of the individual state governments to define and protect property rights within their jurisdiction. In this paper I will discuss the general connection between copyright and property generally. I will argue that property law sheds important light on copyright law and can help us cut through modern controversies in copyright law. If I am correct in this view, any judge sufficiently familiar with property law doctrines could do better than the Supreme Court of the United States in resolving a new copyright controversy. Specifically, property law …

The Perverse Effects Of Mandatory Judicial Reporting To Bar Authorities Of Ineffective Assistance Of Counsel Determinations, Tigran W. Eldred, David M. Siegel

Faculty Scholarship

California Business & Professions Code § 6086.7(a)(2) provides that a court shall notify the State Bar “[w]henever a modification or reversal of a judgment in a judicial proceeding is based in whole or in part on the misconduct, incompetent representation, or willful misrepresentation of an attorney.” Some California judges now interpret this provision as mandating referral to the State Bar in any case in which a new trial or withdrawal of a plea is granted due to ineffective assistance of counsel. This interpretation directly conflicts with an attorney’s continuing duty to her former client. It is unnecessary and has profoundly …

Challenging The Law, Steven Arrigg Koh

Faculty Scholarship

Frédéric Mégret’s engaging contribution, A Look Back at The Women’s Hague Peace Conference: What Contribution To International Law Today?, exposes a legal duality. On one hand, the legalist perspective: law is a closed system. From this perspective, law is objective, hard, universal, and bounded. On the other hand, the sociocultural perspective: law is a human practice. From this perspective, law is subjective, organic, particular, and porous. This Essay reads Mégret’s analysis of the 1915 International Congress of Women in The Hague as a “sociocultural challenge,” disrupting the legalist perspective on international law, war, and peace during World War I. …

Why Did Prosecution Strengthen President Trump In The 2024 Election?, Steven Arrigg Koh

Faculty Scholarship

Why did criminal prosecution strengthen President Donald Trump's electoral prospects in the 2024 federal election? It was not supposed to be this way: after President Trump's 2024 New York state conviction, many speculated that President Trump's "felon" status would imperil his political career. In fact, the opposite occurred: federal and state criminal prosecutions reenergized President Trump's 2024 presidential candidacy. Contemporary criminal law theories-traditional individualist, expressivist, and critical-struggle to explain why. 

This Article advances a theory of criminal coalescence to explain why the Trump prosecutions led the former President to political victory. Criminal coalescence is the intensification of mass support for …

Panel Discussion: Mindfulness In The Law School Environment, Erika George, Nicky Boothe, Kellyn O. Mcgee

Faculty Scholarship

A 2016 study of 13,000 lawyers conducted by American Bar Association Commission on Lawyer Assistance Programs and the Hazelden Betty Ford Foundation found that approximately 28 percent struggle with depression, 19 percent anxiety and 23 percent stress.¹² The study found “younger lawyers in the first ten years of practice and those working in private firms experience the highest rates of problem drinking and depression.”¹³ At least one study suggests that 40-70 percent of disciplinary proceedings and malpractice claims against lawyers involve substance abuse or depression.

According to a 2016 Survey of Law Student Well-Being including over 3,300 law …

Response: Work And Home, Katharine B. Silbaugh

Faculty Scholarship

The idea of work, as it pertains to a place called home, as distinct from the market, has engaged and perplexed scholars for generations. Work in the home raises complicated issues that have accordingly drawn the focus of generations of scholars, from Charlotte Perkins Gilman and the material feminists of the late nineteenth century¹ to historians of labor such as Eileen Boris² and of law like Reva Siegel,³ from legal scholars like Fran Olson, Dorothy Roberts, and Robert Ellickson⁴ to social theorists like Friedrick Engels⁵ and architectural historians like Dolores Hayden,⁶ to name just …

What We Should Know About The Reliability Of Empirical Legal Studies, Kathryn Zeiler

Faculty Scholarship

The findings of replication studies conducted in the early 2010s led many to declare that science was in the midst of a “replication crisis.” Since then, a growing number of reforms have been proposed and tested. The field of empirical legal studies seems behind other fields such as psychology, economics, political science, medicine, biology, and others that have taken significant steps toward uncovering the general reliability of the field’s empirical work, investigating the causes of observed unreliability, and instituting and testing the effects of various reforms. The purpose of this Article is to summarize what we know about the reliability …

Rejecting The Racialization Of Indianness, Andrea J. Martin

Faculty Scholarship

No abstract provided.

Promoting Financial Empowerment Via 401(K) Plan Domestic Abuse Victim Distributions, Samantha Prince

Faculty Scholarship

Domestic violence is sadly and shockingly all too prevalent in the United States. According to the U.S. Centers for Disease Control, more than one in four women and one in seven men in this country are subject to domestic abuse “affecting an estimated 10 million people every year.”

Finances and financial abuse play a significant role in 99% of domestic abuse cases. “[L]acking financial knowledge or resources is the number one indicator of whether a domestic violence victim will stay, leave, or return to an abusive relationship.”When abusers have control over financial assets, victims are monetarily paralyzed and have little …

From Ambiguity To Accountability: The Case For A Legal Definition Of Antisemitism In Academia, Andrea Martin

Faculty Scholarship

Following the October 7, 2023, Hamas attacks on Israel, U.S. college campuses experienced a sharp rise in antisemitic incidents, driven by an antizionism movement aimed at demonizing and delegitimizing the Jewish state and its supporters. A congressional investigation found that antisemitism persisted at prominent universities because administrators repeatedly failed to denounce antizionist conduct that functions as a vehicle for harassment of Jewish students and neglected to enforce their own nondiscrimination policies. The congressional committee, as well as several university antisemitism task forces, identified antizionism as a primary driver of campus antisemitism and strongly recommended that university leaders recognize and address …

Border Decriminalization As A State Project: Lessons From Marijuana And Assisted Suicide Legalization Across The United States, Victor C. Romero

Faculty Scholarship

My prior work argued for the decriminalization of border crossings without proof of specific intent to violate another law (like drug trafficking), which is even less likely to happen now than it was when the piece was published, given the current presidential administration’s zealous deportation strategy and Congress’s seeming acquiescence. As such, I advocate for a second-best solution involving federal-state cooperative agreements wherein border states abutting both Mexico and Canada are given the option by the federal government to pass local legislation decriminalizing border crossings into their states as their communities desire. To the extent that the current presidential administration …

Stories, Statistics, And The Regulation Of Alternative Data, Aniket Kesari, Mark Verstraete

Faculty Scholarship

Financial technology has long relied on data like an applicant’s current indebtedness to make decisions about who gets access to new credit, but AI is now enabling credit determinations based on some unusual inputs. This “alternative data”—or data that is not intuitively connected to creditworthiness—includes information like a consumer’s online shopping habits, whether they paid their rent and utility bills, and even how many friends they have on social media. The use of this kind of data has exciting potential to expand access to credit but exemplifies a well-known feature of machine learning: It works by finding nonintuitive relationships in …

The Siren Song Of Territoriality, Robin J. Effron, Alan M. Trammell

Faculty Scholarship

Territoriality—the theory that a state’s physical borders determine its power and sovereignty—boasts a long, venerable history. For centuries, it served as the dominant political theory for myriad ideas. It defined a wide range of doctrines, including personal jurisdiction, choice of law, and prescriptive jurisdiction. By the middle of the twentieth century, though, this rigid territoriality no longer described or responded to the challenges of a society that had grown increasingly mobile and interconnected. Courts replaced inflexible territorial theories with more functional theories rooted in fairness and state regulatory interests.

In recent years, territoriality has seen a curious resurgence. The Supreme …

Corporate Scenarios: Drawing Lessons From History, Madison Condon

Faculty Scholarship

As corporations are increasingly pressed to reveal information about their exposure to climate-related risks, they are often asked to undertake and disclose the outcome of “scenario analysis.” In this exercise, corporations, including financial institutions, examine how their business would fare under different pathways the future may take. One oft-used scenario, for example, is the International Energy Agency’s “Net-Zero by 2050: A Roadmap for the Energy Sector.” This Essay presents a history of the use of scenarios as a corporate planning tool, particularly in the oil industry, arguing that it is key for understanding our present moment and the role of …

Foundations For Platform Liability, Kathryn E. Spier, Rory Van Loo

Faculty Scholarship

From spreading misinformation to selling deadly products, bad actors use technology platforms to their advantage while causing devastating harms to privacy, health, and even democracy. Despite their central role in enabling these bad actors, the platforms almost entirely escape liability. This legal immunity is purportedly grounded in economics. From the beginning, courts and legislatures feared that liability would chill innovation, growth, and user access. They also speculated that platforms have sufficient market incentives to voluntarily police bad actors, making liability unnecessary.

Whereas many scholars have argued that platform immunity is blind to justice, this Article shows that it is also …

Governance & Guardrails: Emerging Technologies And Low-Wage Workers, Seema N. Patel

Faculty Scholarship

This Article examines an important, but undertheorized phenomenon at the intersection of technology and work: the rapidly increasing presence of artificial intelligence systems into low wage workplaces—and decidedly into the lives of low-wage workers themselves—and the resulting broader implications on work law and democracy. For decades, technology has enabled employers to increasingly exert control over workers; but for all their promise, emerging technologies like artificial intelligence also extend a new and potentially harmful level of concern for low-wage workers in particular. From algorithmic software that unilaterally determines workers’ schedules “on demand” and without notice; to constant and often surreptitious surveillance …

Per Se Non-Takings, Nestor M. Davidson, Timothy M. Mulvaney

Faculty Scholarship

In the discourse on the Takings Clause, disputes over methodology have long formed a kind of proxy war, with per se rules ordinarily underwriting strong constitutional protection for property rights and ad hoc standards more often vindicating public interests. At a moment when the Supreme Court is increasingly embracing the rules end of this rules–standards spectrum, this Article offers a novel perspective to challenge the conventional link between categorical reasoning and classical liberal conceptions of constitutional property.

To do so, the Article excavates a vast body of law denying takings liability through rule-like reasoning, an approach the Article calls per …

The Shadow Defendants, Mariam A. Hinds

Faculty Scholarship

Although the overrepresentation of men, specifically Black men and men of color, in the criminal legal system is well documented, the people who support these men, especially women, have garnered less attention. Women who are proximate to system-involved men—mothers, grandmothers, sisters, daughters, girlfriends, and wives—are invisible actors in the criminal legal system who perform critical tasks and provide essential support. They appear in court to demonstrate a person’s family and community ties, use their assets as collateral for bail, deposit money in commissary accounts, maintain social ties during imprisonment through letters and visits, and bear the burden of filling the …

Bailing Out Biometrics, Chinmayi Sharma, Elijah Gordon

Faculty Scholarship

In 2023, hackers breached 23andMe and extracted the biometric and genealogical data of nearly seven million people. By 2025, that data-originally offered up in the spirit of medical discovery and consumer empowerment-was being auctioned off in bankruptcy court as a corporate asset. The breach exposed more than technical lapses or governance failures. It revealed a structural gap in how the law understands, regulates, and protects biometric identity. Biometric data is intimate, immutable, and implicates human dignity and autonomy. And yet, the legal frameworks most often tasked with protecting it-tort, contract, and even modern privacy statutes-have consistently failed to impose meaningful …

The Future Of Ai Regulation In Drug Development: A Comparative Analysis, Gabriela Lenarczyk, Timo Minssen, Nicholson Price, Arti Rai

Faculty Scholarship

As artificial intelligence (AI) transforms drug development, regulatory frameworks are evolving to oversee its implementation, particularly at the US Food and Drug Administration (FDA) and the European Medicines Agency (EMA). This paper makes three contributions to understanding emerging regulatory approaches. First, we offer a comparative analysis of how these agencies have responded to AI-driven advances, incorporating new US executive orders and the European Union (EU)’s AI Act. Second, we propose a novel analytical framework to understand regulatory divergence: the FDA’s flexible, dialog-driven model contrasts with the EMA’s structured, risk-tiered approach, reflecting broader institutional and political-economic differences. While the former encourages …

Teaching Firearms Law: One Big Opportunity And Three Pedagogical Challenges, Joseph Blocher, Jacob D. Charles, Darrell A.H. Miller

Faculty Scholarship

The U.S. Supreme Court’s groundbreaking 2008 decision in District of Columbia v. Heller ushered in a new era for the Second Amendment: one in which the right to keep and bear arms, long dormant as a matter of practical impact and even “embarrassing” as a matter of legal scholarship, vaulted into the front ranks of constitutional law. The Court itself has only revisited the Amendment a few times since then—albeit once by revolutionizing the doctrine. Meanwhile, lower courts have issued thousands of decisions giving shape to the right, while scholars have generated work that is increasingly deep, diverse, and challenging. …

Artificial Intelligence And Procedural Due Process, Brandon L. Garrett

Faculty Scholarship

Artificial intelligence (AI) violates procedural due process rights if the government uses it to deprive people of life, liberty, and property without adequate notice or an opportunity to be heard. A wide range of government agencies deploy AI systems, including in courts, law enforcement, public benefits administration, and national security. If the government refuses to disclose the reasons why it denied a person bail, public benefits, or immigration status, serious due process concerns arise. If the government delegates such tasks to an AI system, the due process analysis does not change. One asks whether a person received adequate notice and …

Money: A Functional Analysis, Steven L. Schwarcz

Faculty Scholarship

Most people currently think of money as government-issued paper certificates or coins that specify units of currency, such as dollars or euros. The advent of digital currencies, which appear abstract because of their intangibility, is therefore confounding almost everyone.

This Article argues that money should also be viewed functionally—as a “right” that serves one or more of the generally accepted functions of money. The Article focuses on two of money’s most generally accepted functions: to serve as a medium of exchange to facilitate the sale of goods and services, and to serve as a store of value. To perform these …

Plea Tracking In The Durham County District Attorney’S Office: Second Report On Superior Court Cases Pled From April 2021 To November 2023, Kelly Evans, Elizabeth Gifford, Brandon L. Garrett

Faculty Scholarship

No abstract provided.

Automating International Human Rights Adjudication, Veronika Fikfak, Laurence R. Helfer

Faculty Scholarship

International human rights courts and treaty bodies are increasingly turning to automated decision-making (“ADM”) technologies to expedite and enhance their review of individual complaints. These tribunals have yet to consider many of the legal, normative, and practical issues raised by the use of different types of automation technologies for these purposes. This article offers a comprehensive and balanced assessment of the benefits and challenges of introducing ADM into international human rights adjudication. We argue in favor of using ADM to digitize documents and for internal case management purposes and to make straightforward recommendations regarding registration, inadmissibility, and the calculation of …

Technologies Of Violence: Law, Markets, And Innovation For Gun Safety, Joseph Blocher, Christopher Buccafusco

Faculty Scholarship

Violence in the United States is distinctive in many ways, perhaps none more visceral and fundamental than the technologies with which it is practiced. American violence disproportionately involves guns, and because guns are such an effective tool of violence, confrontations involving them are disproportionately deadly. Decades of research confirm this "instrumentality effect, " and it is reflected in the broad, bipartisan agreement that the nation has a gun violence problem. The deep disagreement, of course, remains about how to address it, with most of the debate focused on regulating who can carry which guns, where, and how.

But fully understanding, …

Interplanetary Risk Regulation, Jonathan B. Wiener, Charles (Chase) Hamilton

Faculty Scholarship

Space exploration promises new opportunities but also new risks. After centuries of national settlements and international conflicts on Earth, and the Cold War era of two great power states racing to the Moon, today we see a rapidly proliferating arena of actors, both governmental and non-governmental, undertaking bold new ventures off-Earth while posing an array of new risks. These multiple activities, actors, and risks raise the prospects of regulatory gaps, costs, conflicts, and complexities that warrant reconsideration and renovation of legacy legal regimes such as the international space law agreements. New approaches are needed, beyond current national and international law, …