Science and Technology Law Commons^™

Metrics Not Thresholds: How To Regulate Ai And Other Expert Methods For Use In Criminal Investigations And Proceedings, Rebecca Wexler

Faculty Scholarship

Should regulators set performance thresholds for AI tools used in the criminal legal system? This Article draws on U.S. evidence law for guidance. Its answer is ... don’t. Instead of gatekeeping with ex ante performance thresholds, regulators should require or incentivize metrics of reliability that can be clearly communicated to end-user decisionmakers.

Ultras: Rethinking Tax Policy For Digital Assets, Lauren Liedel

The Journal of Business, Entrepreneurship & the Law

This comment examines the challenges current federal tax policy faces in addressing the rapidly expanding and volatile digital asset market. The author argues that the Internal Revenue Service’s (IRS) current "piecemeal" approach to defining taxable events—such as mining and staking—creates significant uncertainty for taxpayers and leads to strategic litigation. To resolve these issues, the article proposes the adoption of Unliquidated Tax Reserve Accounts (ULTRAs) as an alternative reporting framework. By utilizing blockchain's inherent capability to track notional interests, ULTRAs allow the IRS to account for economic activity while offering taxpayers the flexibility to defer actual payment until the assets are …

Scraping Bad: The Case For A Unified Scraping Framework, Eunchong Moses Park

Washington and Lee Law Review Online

This Note explores the growing legal and regulatory landscapes of web scraping in the United States and argues that web scraping should be regulated through a unified federal framework tailored to its unique technological and economic realities. Web scraping allows organizations to collect massive amounts of data essential to their operational needs—often without the consent of data holders. Thus, web scraping has become a powerful engine of innovation used across virtually every sector of the economy but with a serious risk to privacy and property interests. Yet the current U.S. legal framework lacks a coherent regulating structure. Courts and litigants …

A Giving Tree Approach: Balancing Transparency And The Deliberative Process In Judicial Review, Anteo W. Chevere

Villanova Environmental Law Journal (1991 - )

No abstract provided.

Checkmate Or Stalemate: The Epa, California, And The Future Of Waivers Under The Clean Air Act, William B. Gale

Villanova Environmental Law Journal (1991 - )

No abstract provided.

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

Seattle University Law Review

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 …

Navigating Compliance In A Geopolitical Era: The Case Of Chinese Multinationals In The United States, Ji Li

Seattle University Law Review

This Article examines how Chinese multinational companies (MNCs) approach compliance in the United States amid deepening geo-political rivalry and intensified regulatory scrutiny. Drawing on original survey data, this Article maps variations in compliance structures, staffing, and governance mechanisms across Chinese firms and identifies key determinants such as industry-specific regulatory intensity, listing status, and organizational imprinting from headquarters. The analysis employs a dual institutional framework to explain how compliance systems emerge from the interplay between host-state regulatory demands and home-state institutional legacies, producing hybrid structures that blend local adaptation with headquarters-driven replication. Findings reveal that while certain compliance features—such as committee …

The Field Of International Business Transactions Law, Kathleen Claussen

Seattle University Law Review

This Article studies the evolution of the scholarly subfield referred to as the law of “international business transactions” (IBT). It reviews data on academic articles, courses, textbooks and other signifiers of the growth of this research area. Beginning around 1960, scholars began to use the term “international business transactions” and by the 1980s, several law schools were offering a course by that title. A handful of dedicated textbooks soon followed. These data reflect a gradual increase in research on the topic of IBT, particularly in the United States, but also considerable diversity of subject matters covered by those works. The …

Global Supply Chain Resilience In Emerging Technologies: A Case Study Of Bitcoin Mining, Kishanthi Parella, Carla L. Reyes

Seattle University Law Review

The United States has put into motion bold plans in critical and emerging technologies to bolster its national and economic security.  For example, the federal government created a national bitcoin strategic reserve and a stockpile of other cryptocurrency; while several states have committed to or are considering similar goals.  However, the security of these reserves is dependent on two types of supply chains within the Bitcoin mining industry: analogue supply chains, relating to the physical components needed for Bitcoin mining, and data supply chains, relating to the complex and layered logistical network of actors that create input into the software …

Volume 49 Masthead

Seattle University Law Review

Volume 49 Masthead

Restricting Data Flows Is A Sign Of Weakness, Nikolas Guggenberger

Seattle University Law Review

There has been a seismic shift in American attitudes toward the free flow of data across borders.  In less than a decade, the United States has transitioned from condemning barriers to digital trade to constructing a digital fortress of its own. It passed legislation requiring TikTok’s parent company to divest its U.S. operations or face a nationwide ban affecting 170 million U.S. users, citing national security concerns about its ties to China and the potential for data surveillance and content manipulation. Upon legal challenge by TikTok on First Amendment grounds, the Supreme Court affirmed the ban’s constitutionality. Recent federal legislation …

A Comparative Study Of Chinese And American Approaches To Shaping International Outer Space Law And Norms, Ariel G. Silverman

Seattle University Law Review

This article explores convergences and divergencies in the United States and PRC’s responses to the stalemate in the United Nations over the future of outer space resource governance. I do so by systematically analyzing these leading space-faring nations’ policy-positions and tactics deployed to shape norms around three substantive areas of outer space resource governance: rights of ownership and scope of utilization of space resources, mechanization of the “benefits sharing” principle, and the rights and responsibilities of the private sector. I theorize that these leading space-faring nations have adopted divergent approaches due to their differing historical relationships with international law and …

Kim Gyeong-Seok And The Origins Of Northeast Asia’S Corporate Accountability Movement For War And Colonialism, Timothy Webster

Seattle University Law Review

For the past three decades, a transnational reparations movement has unfolded across Northeast Asia. Hundreds of victims—assisted by attorneys, academics, and activists—seek remedies from Japan for various atrocities committed during World War II, colonialism, and other historical injustices.  They press their claims in street protests, legislative hearings, dramatic performances, and other fora.  The “comfort women” are the best known of these claimants; their global redress campaign ex-tends from noisy protests outside of Japan’s embassy in Seoul, to mute statues in raucous boroughs of Berlin.  More obscure, though larger in number, were the roughly one million Koreans who performed forced labor …

Table Of Contents

Seattle University Law Review

Table of Contents

Third-Party Funding: Balancing Transparency, National Security, And Access To Justice, Victoria Shannon Sahani

Seattle University Law Review

Many lawmakers who have recently become aware of the multi-billion-dollar global third-party funding industry are raising new national security concerns that further complicate preexisting, longstanding debates about transparency, disclosure, access to justice, and the best way to regulate third-party funding. In response, this Article briefly asserts three main points relating to the question of how best to regulate third-party funding. First, this Article explains the third-party funding industry, including its global regulatory landscape and how it serves three distinct populations: consumers, businesses, and law firms. Second, this Article explains that third-party funding is one tool that can help expand access …

Resilient Dispute Resolution Systems For International Energy Conflicts, Guillermo J. Garcia Sanchez

Seattle University Law Review

Energy-related conflicts are on the rise, spanning diverse issues such as the impacts of rare mineral mining on local communities, the impacts of sanctions on energy investments due to the Russia-Ukraine war, and the impacts of expanded subsidies on the electric vehicle and solar panel industries. Increasingly, companies, communities, and governments are clashing over the challenges of pursuing disparate and sometimes competing energy policies. This Article argues that dispute resolution mechanisms in the energy investment sector must be fundamentally rethought. Traditional semi-adjudicatory models, which focus on winners and losers, fail to accommodate the complex and multifaceted nature of contemporary energy …

Product Nationality And Corporate Identity, Trang (Mae) Nguyen

Seattle University Law Review

Global supply chains have long depended on a deceptively technical device: the attribution of a “nationality” to goods. A trade law principle, rules of origin assign products an “economic passport” that governs how they are treated at the border, including what markets they may enter and which tariff rates apply. In recent years, however, product nationality has taken on a new and far more ambitious role. As U.S. trade policy increasingly intersects with national security and human rights policy, policymakers rely on nationality-based measures to police supply chain linkages, curb geopolitical issues, and discipline firms for their links to forced …

Wildearth Guardians V. U.S. Dept. Of Agric. Animal And Plant Health Inspection Serv. Wildlife Services, Luke A. Zagar

Public Land & Resources Law Review

WildEarth Guardians v. U.S. Dept. of Agric. Animal and Plant Health Inspection Serv. Wildlife Services considers whether Predator Damage Management (“PDM”) programs in Wilderness Areas violate the Wilderness Act and whether the United States Department of Agriculture’s Animal and Plant Health Inspection Service, Wildlife Services (“Wildlife Services”) violated the National Environmental Policy Act (“NEPA”) in issuing its Final Environmental Assessment (“EA”) and Finding of No Significant Impact (“FONSI”). The Court of Appeals for the Ninth Circuit affirmed its prior holding in Forest Guardians v. Naimal & Plant Health Inspection Serv., finding that “the Wilderness Act does not prohibit Wildlife Service …

Adaptable Ai Apprentices: Law Practice Sidekicks, Henry H. Perritt, Jr.

University of Miami Law Review

Two case studies involving motorcycle-accident negligence and administrative law in the context of drone regulation violations explore the transformative potential of generative AI in legal practice. Four AI engines—DeepSeek, Claude, ChatGPT, and Grok—were asked to analyze transcripts of client interviews by identifying legal claims and assessing their strengths and weaknesses.

The results demonstrate that current AI technology effectively processes natural-language client interviews, identifies viable legal theories, and assesses claim strengths and weaknesses in both tort and administrative law contexts. The AI systems demonstrated proficiency in parsing legal theories and citing relevant statutes and administrative regulations, though case citations were frequently …

Center For Biological Diversity V. U.S. Bureau Of Land Management, Erika C. Rader

Public Land & Resources Law Review

The Ctr. for Biological Diversity v. U.S. Bureau of Land Mgmt. marks the Ninth Circuit’s second time considering the Willow Project, which plans to drill oil in Alaska. Environmental plaintiffs brought a series of claims under NEPA, the Reserves Act, ANILCA, and the ESA to stop or stall the Project. Plaintiffs focused on the BLM’s use of a “full field development standard” in assessing alternatives to the Project. Despite the range of claims, the Ninth Circuit allowed the Project to move forward, but on remand required the BLM to explain its reasoning for departing from the full field development standard …

Ai Deference, Kevin Frazier

Loyola University Chicago Law Journal

Existing AI tools allow administrative agencies to chart a more aggressive regulatory path. AI can identify which statutes and regulations, if reinterpreted, would further the agency's agenda. AI can also draft new regulations and forecast their likely effects.

No laws explicitly ban agencies from using AI. In fact, successive presidential administrations have encouraged agencies to increase their use of AI. Cities and states have already been integrating AI into ever more substantive governance tasks. Governments around the world are likewise finding novel ways to incorporate AI into drafting, enforcing, and adjudicating laws. In short, it is a matter of when, …

Serendipity And Self-Regulation: The Evolution Of Cryptocurrency-Based Exchange-Traded Products, Onnig H. Dombalagian

American University Business Law Review

Cryptocurrency enthusiasts rejoiced last year when the Securities and Exchange Commission (SEC) approved the listing of bitcoin-based and ether-based exchange-traded products (ETPs). For over a decade, cryptocurrency entrepreneurs have sought to trade cryptocurrency products on traditional securities exchanges.  Listing bitcoin and ether ETPs gave retail investors an easily accessible, transparent, and perhaps, more cost-efficient means of investing in cryptocurrencies while reducing the credit and custodial risks of dealing with unregistered digital asset exchanges or digital asset intermediaries. The listing of cryptocurrency ETPs may also represent a substantial step toward completing the marketplace for financial transactions in bitcoin and ether.

 There …

Re-Examining U.S. Bailouts In The Digital Era: Moral Hazard And Adverse Consequences, Joel Slawotsky

American University Business Law Review

Financial institutional bailouts have become the new normal in recent decades. From the savings and loan crisis, to the sub-prime, to SVB and Signature, the U.S. government and regulators have decided that the failure to protect depositors and investors could lead to bank runs, a destabilized banking sector, and ultimately economic turmoil inflicting tremendous monetary and social costs on citizens. However, the mainstreaming of bailouts has led to moral hazard, i.e., the expectation among all stakeholders including financial institutions, investors, creditors, and regulators, that a government rescue is inevitable. The problem of moral hazard is the creation of incentives to …

From Privacy To The Data Economy: The Ftc’S Reframing Of Its Regulatory Priorities, Maria P. Angel

Scholarly Works

This Article argues that the Federal Trade Commission’s turn to “commercial surveillance” reflects a strategic shift away from traditional privacy frameworks toward addressing structural power dynamics in the data economy. Drawing on an analysis of 112 FTC documents, it identifies three core commitments: tackling systemic harms, adopting a political economy lens, and constraining corporate power. The Article contends that this reframing is both necessary in the AI age and should influence the future of privacy regulation in the United States, even amid efforts to limit the FTC’s authority.

Rebooting Administrative Enforcement For The Information Economy, Nina-Simone Edwards

Library Scholarship

This concept paper considers how to strengthen the enforcement of public mandates to deter harmful practices and business models. The paper offers principles for reinvigorated enforcement such as enhanced visibility, the increased use of design as a remedial lever, and personal responsibility for responsible individuals, not only the corporations that employ them.

To advance these principles, we call for new or amended laws that require companies to document how policy becomes code, grant agencies authority to order design changes to products and services, create pathways for charging responsible individuals, and cabin some forms of prosecutorial discretion. We would support these …

Legitimacy And Accountability In The Information-Era Administrative State, Nina-Simone Edwards

Library Scholarship

The current assault on administrative institutions and the rapid influx of automated “solutions” have exacerbated the problems of a system that was already buckling under the strains of functional opacity, technical opacity, unequal access and influence, process proliferation and paralysis, and inaction. An overarching reason for the legitimacy and accountability challenges confronting the administrative state is a paradigm for administrative legitimacy and accountability that is court-centered and no longer fit for purpose.

In this concept paper, we describe two core requirements of legitimacy and accountability–which, as we will explain, are interdependent concepts–and then articulate three component requirements–transparency and demystification, care …

Regulating Robotaxis, Bryant Walker Smith, Matthew T. Wansley

Articles

In several sunbelt cities, commercial robotaxi service has arrived. The leading robotaxi company is providing over 400,000 trips per week. The industry claims that robotaxis will save lives and provide convenient and affordable mobility. Critics counter that they will increase congestion, undermine transit, and subject the public to ubiquitous surveillance. We argue that the social impact of robotaxis depends on how they are regulated. We emphasize two points missing from the debate. First, some of the benefits of robotaxis may be political rather than technological—some longstanding public policy goals may become viable in a robotaxi world. Second, letting one private …

Seven County Infrastructure Coalition V. Eagle County, Craig A. Rigdon

Public Land & Resources Law Review

The National Environmental Policy Act of 1969 is a landmark in United States environmental law. For more than half a century, under its authority, all federal agencies contemplating proposed actions that pose significant environmental impacts have incorporated an analysis of those impacts into their decisions. These analyses provided an avenue for opponents to challenge an agency’s final decision in federal court. Earlier this year, the Supreme Court issued a “course correction” to rein in the disparate approaches that the lower courts had applied to cases challenging federal agency decisions on NEPA grounds. The unambiguous guidance the Court lays out for …

National Values Matter For Ai: Comparative Analysis Of Ai Regulations In The Us, The Eu, And China, Kaori (Furuya) Kawaguchi

Brooklyn Journal of International Law

As artificial intelligence (AI) continues to evolve rapidly, governments worldwide face increasing pressure to regulate it. This Article focuses on regulatory approaches to AI in the United States, the European Union, and China, examining the underlying rationales: why have they taken these approaches? Each jurisdiction’s unique political institutions, historical preferences, and strategic priorities shape its approach to governance. In particular, the values the jurisdiction expects in technology shape its regulation. The US adopts a decentralized, innovation-friendly model rooted in reliance on market and self-regulation in industries with its strong trust in laissez-faire philosophy; the EU asserts global leadership in regulations …

Torts And Pesticide Drift: Amending Right-To-Farm Acts In The Wake Of Widespread Dicamba Drift By Nicholas Brown** And Matt Roessing*

Journal of Legal Studies in Business

When crops die in a field prior to harvest, a farmer loses a portion of his salary for that year. When the cause of the crop loss is natural, farmers can usually seek compensation through crop insurance and government commodity support programs. When the crops were lost as a result of pesticide drift, these forms of compensation are not usually available to farmers.1 In order to make up for their losses, farmers can seek damages through judicial redress. For many decades, various state and federal laws have combined to complicate and at times prevent farmers adversely affected by pesticide drift …