Law Commons^™

Automatic Reaction - What Happens To Workers At Firms That Automate?, James Bessen, Maarten Goos, Anna Salomons, Wiljan Van Den Berge

Faculty Scholarship

We provide the first estimate of the impacts of automation on individual workers by combining Dutch micro-data with a direct measure of automation expenditures covering firms in all private non-financial industries over 2000-2016. Using an event study differences-indifferences design, we find that automation at the firm increases the probability of workers separating from their employers and decreases days worked, leading to a 5-year cumulative wage income loss of about 8% of one year’s earnings for incumbent workers. We find little change in wage rates. Further, lost wage earnings are only partially offset by various benefits systems and are disproportionately borne …

Content Moderation As Surveillance, Hannah Bloch-Wehba

Faculty Scholarship

Technology platforms are the new governments, and content moderation is the new law, or so goes a common refrain. As platforms increasingly turn toward new, automated mechanisms of enforcing their rules, the apparent power of the private sector seems only to grow. Yet beneath the surface lies a web of complex relationships between public and private authorities that call into question whether platforms truly possess such unilateral power. Law enforcement and police are exerting influence over platform content rules, giving governments a louder voice in supposedly “private” decisions. At the same time, law enforcement avails itself of the affordances of …

Chapter 8: Information Technology And The New Capitalism, James Bessen

Faculty Scholarship

Harnessing Digitalization for Sustainable Economic Development: Insights for Asia describes digitalization’s role in raising the productive capacities of economies. It examines how digital transformation can enhance trade, financial inclusion, and firm competitiveness, as well as how greater digital infrastructure investment, internet connectivity, and financial and digital education in the region can maximize digitalization’s economic benefits. It also explains the importance of striking the right balance between the regulation and supervision of financial technology to enable innovation and safeguarding financial stability and consumer protection.

Part I of the book seeks to build an understanding of digitalization’s effects on macroeconomic performance, including …

The Reasonable Robot Standard: How The Federal Government Needs To Regulate Ethical Decision Programming In Highly Autonomous Vehicles, Laura Emmons

Journal of Civil Rights and Economic Development

(Excerpt)

A steam train is chugging along down a country track. You are a passenger, watching red and orange clustered hills pass by; fall is already here. You start to daydream about the last time you took this trip, how the summer had just begun and how quickly it went. Suddenly, reality hits. You awake from your daydream when you glance up and see five people strapped to the train tracks ahead of you. You know there is not enough time for the train to brake. Luckily, you happen to be sitting right next to the emergency switch, which would …

Administrative Law In The Automated State, Cary Coglianese

All Faculty Scholarship

In the future, administrative agencies will rely increasingly on digital automation powered by machine learning algorithms. Can U.S. administrative law accommodate such a future? Not only might a highly automated state readily meet longstanding administrative law principles, but the responsible use of machine learning algorithms might perform even better than the status quo in terms of fulfilling administrative law’s core values of expert decision-making and democratic accountability. Algorithmic governance clearly promises more accurate, data-driven decisions. Moreover, due to their mathematical properties, algorithms might well prove to be more faithful agents of democratic institutions. Yet even if an automated state were …

The Paradox Of Automation As Anti-Bias Intervention, Ifeoma Ajunwa

AI-DR Collection

A received wisdom is that automated decision-making serves as an anti-bias intervention. The conceit is that removing humans from the decision-making process will also eliminate human bias. The paradox, however, is that in some instances, automated decision-making has served to replicate and amplify bias. With a case study of the algorithmic capture of hiring as heuristic device, this Article provides a taxonomy of problematic features associated with algorithmic decision-making as anti-bias intervention and argues that those features are at odds with the fundamental principle of equal opportunity in employment. To examine these problematic features within the context of algorithmic hiring …

Gdpr And The Importance Of Data To Ai Startups, James Bessen, Stephen Michael Impink, Lydia Reichensperger, Robert Seamans

Faculty Scholarship

What is the impact of the European Union’s General Data Protection Regime (“GDPR”) and data regulation on AI startups? How important is data to AI product development? We study these questions using unique survey data of commercial AI startups. AI startups rely on data for their product development. Given the scale and scope of their business models, these startups are particularly susceptible to policy changes impacting data collection, storage and use. We find that training data and frequent model refreshes are particularly important for AI startups that rely on neural nets and ensemble learning algorithms. We also find that firms …

Automation In Moderation, Hannah Bloch-Wehba

Faculty Scholarship

This Article assesses recent efforts to encourage online platforms to use automated means to prevent the dissemination of unlawful online content before it is ever seen or distributed. As lawmakers in Europe and around the world closely scrutinize platforms’ “content moderation” practices, automation and artificial intelligence appear increasingly attractive options for ridding the Internet of many kinds of harmful online content, including defamation, copyright infringement, and terrorist speech. Proponents of these initiatives suggest that requiring platforms to screen user content using automation will promote healthier online discourse and will aid efforts to limit Big Tech’s power.

In fact, however, the …

How Reporters Can Evaluate Automated Driving Announcements, Bryant Walker Smith

Journal of Law and Mobility

This article identifies a series of specific questions that reporters can ask about claims made by developers of automated motor vehicles (“AVs”). Its immediate intent is to facilitate more critical, credible, and ultimately constructive reporting on progress toward automated driving. In turn, reporting of this kind advances three additional goals. First, it encourages AV developers to qualify and support their public claims. Second, it appropriately manages public expectations about these vehicles. Third, it fosters more technical accuracy and technological circumspection in legal and policy scholarship.

The Automated Administrative State: A Crisis Of Legitimacy, Danielle K. Citron, Ryan Calo

Faculty Scholarship

The legitimacy of the administrative state is premised on our faith in agency expertise. Despite their extra-constitutional structure, administrative agencies have been on firm footing for a long time in reverence to their critical role in governing a complex, evolving society. They are delegated enormous power because they respond expertly and nimbly to evolving conditions.

In recent decades, state and federal agencies have embraced a novel mode of operation: automation. Agencies rely more and more on software and algorithms in carrying out their delegated responsibilities. The automated administrative state, however, is demonstrably riddled with concerns. Legal challenges regarding the denial …

Automation And Jobs: When Technology Boosts Employment, James Bessen

Faculty Scholarship

Will new technologies cause industries to shed jobs, requiring novel policies to address mass unemployment? Sometimes productivity-enhancing technology increases industry employment instead. In manufacturing, jobs grew along with productivity for a century or more; only later did productivity gains bring declining employment. What changed? The elasticity of demand. Using data over two centuries for US textile, steel and auto industries, this paper shows that automation initially spurred job growth because demand was highly elastic. But demand later became satiated, leading to job losses. A simple model explains why this pattern might be common, suggesting that today's technologies may cause some …

Rise Of The Robot Lawyers?, Milan Markovic

Milan Markovic

The advent of artificial intelligence has provoked considerable speculation about the future of the American workforce, including highly educated professionals such as lawyers and doctors. Although most commentators are alarmed by the prospect of intelligent machines displacing millions of workers, this is not so with respect to the legal sector. Media accounts and some legal scholars envision a future where intelligent machines perform the bulk of legal work, and legal services are less expensive and more accessible. This future is purportedly at hand as lawyers struggle to compete with technologically savvy alternative legal service providers.

This Article challenges the notion …

Future Work, Jeffrey M. Hirsch

AI-DR Collection

The Industrial Revolution. The Digital Age. These revolutions radically altered the workplace and society. We may be on the cusp of a new era—one that will rival or even surpass these historic disruptions. Technology such as artificial intelligence, robotics, virtual reality, and cutting-edge monitoring devices are developing at a rapid pace. These technologies have already begun to infiltrate the workplace and will continue to do so at ever increasing speed and breadth.

This Article addresses the impact of these emerging technologies on the workplace of the present and the future. Drawing upon interviews with leading technologists, the Article explains the …

Taxing The Robots, Orly Mazur

Pepperdine Law Review

Robots and other artificial intelligence-based technologies are increasingly outperforming humans in jobs previously thought safe from automation. This has led to growing concerns about the future of jobs, wages, economic equality, and government revenues. To address these issues, there have been multiple calls around the world to tax the robots. Although the concerns that have led to the recent robot tax proposals may be valid, this Article cautions against the use of a robot tax. It argues that a tax that singles out robots is the wrong tool to address these critical issues and warns of the unintended consequences of …

Digital Market Perfection, Rory Van Loo

Faculty Scholarship

Google’s, Apple’s, and other companies’ automated assistants are increasingly serving as personal shoppers. These digital intermediaries will save us time by purchasing grocery items, transferring bank accounts, and subscribing to cable. The literature has only begun to hint at the paradigm shift needed to navigate the legal risks and rewards of this coming era of automated commerce. This Article begins to fill that gap first by surveying legal battles related to contract exit, data access, and deception that will determine the extent to which automated assistants are able to help consumers to search and switch, potentially bringing tremendous societal benefits. …

Rise Of The Robot Lawyers?, Milan Markovic

Faculty Scholarship

The advent of artificial intelligence has provoked considerable speculation about the future of the American workforce, including highly educated professionals such as lawyers and doctors. Although most commentators are alarmed by the prospect of intelligent machines displacing millions of workers, this is not so with respect to the legal sector. Media accounts and some legal scholars envision a future where intelligent machines perform the bulk of legal work, and legal services are less expensive and more accessible. This future is purportedly at hand as lawyers struggle to compete with technologically savvy alternative legal service providers.

This Article challenges the notion …

Professions And Expertise: How Machine Learning And Blockchain Are Redesigning The Landscape Of Professional Knowledge And Organization, John Flood, Lachlan Robb

University of Miami Law Review

Machine learning has entered the world of the professions with differential impacts. Automation will have huge impacts on the nature of work and society. Engineering, architecture, and medicine are early and enthusiastic adopters of automation. Other professions, especially law, are late and, in some cases, reluctant adopters. This Article examines the effects of artificial intelligence (“AI”) and Blockchain on professions and their knowledge bases. We start by examining the nature of expertise in general and the function of expertise in law. Using examples from law, such as Gulati and Scott’s analysis of how lawyers create (or don’t create) legal agreements, …

Privacy And Legal Automation: The Dmca As A Case Study, Jonathon Penney

Articles, Book Chapters, & Popular Press

Advances in artificial intelligence, machine learning, computing capacity, and big data analytics are creating exciting new possibilities for legal automation. At the same time, these changes pose serious risks for civil liberties and other societal interests. Yet, existing scholarship is narrow, leaving uncertainty on a range of issues, including a glaring lack of systematic empirical work as to how legal automation may impact people’s privacy and freedom. This article addresses this gap with an original empirical analysis of the Digital Millennium Copyright Act (DMCA), which today sits at the forefront of algorithmic law due to its automated enforcement of copyright …

Automation And Predictive Analytics In Patent Prosecution: Uspto Implications And Policy, Tabrez Y. Ebrahim

Faculty Scholarship

Artificial-intelligence technological advancements bring automation and predictive analytics into patent prosecution. The information asymmetry between inventors and patent examiners is expanded by artificial intelligence, which transforms the inventor-examiner interaction to machine-human interactions. In response to automated patent drafting, automated office-action responses, "cloems" (computer-generated word permutations) for defensive patenting, and machine-learning guidance (based on constantly updated patent-prosecution big data), the United States Patent and Trademark Office (USPTO) should reevaluate patent-examination policy from economic, fairness, time, and transparency perspectives. By conceptualizing the inventor-examiner relationship as a "patenting market," economic principles suggest stronger efficiencies if both inventors and the USPTO have better information …

Digital Market Perfection, Rory Van Loo

Michigan Law Review

Google’s, Apple’s, and other companies’ automated assistants are increasingly serving as personal shoppers. These digital intermediaries will save us time by purchasing grocery items, transferring bank accounts, and subscribing to cable. The literature has only begun to hint at the paradigm shift needed to navigate the legal risks and rewards of this coming era of automated commerce. This Article begins to fill that gap by surveying legal battles related to contract exit, data access, and deception that will determine the extent to which automated assistants are able to help consumers to search and switch, potentially bringing tremendous societal benefits. Whereas …

Should Robots Prosecute And Defend?, Stephen E. Henderson

Stephen E Henderson

Curb Your Enthusiasm: The Real Implications Of Blockchain In The Legal Industry, Justin Evans

The Journal of Business, Entrepreneurship & the Law

No abstract provided.

The Business Of Ai Startups, James Bessen, Stephen Michael Impink, Robert Seamans, Lydia Reichensperger

Faculty Scholarship

New machine learning techniques have led to an acceleration of “artificial intelligence” (AI). Numerous papers have projected substantial job losses based on assessments of technical feasibility. But what is the actual impact? This paper reports on a survey of commercial AI startups, documenting rich detail about their businesses and their impacts on their customers. These firms report benefits of AI that are more often about enhancing human capabilities than replacing them. Their applications more often increase professional, managerial, and marketing jobs and decrease manual, clerical, and frontline service jobs. These startups sell to firms of different sizes, in different industries …

Computer As Confidant: Digital Investment Advice And The Fiduciary Standard, Nicole G. Iannarone

Nicole G. Iannarone

Digital investment advisers are the fastest growing segment of financial technology (fintech) and are disrupting traditional investment advisory delivery models. The computer-led investment advisory service model may be growing particularly quickly due to a confluence of social and political factors. Politicians and regulators have increasingly focused on the standards of care applicable to investment advice providers. Fewer Americans are ready for retirement and many lack access to affordable investment advice. At the same time, comfort with digital platforms have increased, with some preferring electronic interaction over human interaction. Claiming that they can democratize retirement service by pro- viding advice meeting …

The Rise Of Automated Investment Advice: Can Robo-Advisors Rescue The Retail Market?, Benjamin P. Edwards

Chicago-Kent Law Review

Different types of financial advisers serve the massive and widely dispersed retail investment market. In a market riddled with conflicts of interests, many advisers exploit retail customers by pitching suboptimal products, leading to lower investment returns and lower overall growth—but also to greater profits for the financial advisers collecting kickback-style commissions. New financial technology firms, commonly known as Robo-Advisers, may disrupt this market and these exploitative practices. Still, these potentially disruptive automated investment advice firms face significant regulatory risks.

New Art For The People: Art Funds & Financial Technology, Brian L. Frye

Chicago-Kent Law Review

Fine art sales have reached record levels, with the global art market achieving annual sales of over $60 billion. However, the art market is extremely risky and the most lucrative investment opportunities are typically at the high end of the market. In recent years, financial industry professionals with an interest in the art world have increasingly formed art investment funds, intended to enable smaller investors to take advantage of the opportunity to invest in the art world and diversify their portfolios. Some art funds also allow art investors to borrow against certain assets. About 45 art investment funds currently exist, …

Regtech, Compliance And Technology Judgement Rule, Nizan Geslevich Packin

Chicago-Kent Law Review

This Article focuses on the rise of Financial Technology, which revolutionized consumer financial service products, and challenged policymakers with regulating the rapidly evolving financial industry. In particular, it explores Regulatory Technology, also known as RegTech, which is the finance industry’s use of technology, especially information technology, in the context of regulatory monitoring, reporting and compliance. RegTech is designed to solve industry needs for a more effective and efficient way to automate corporate governance and compliance processes. Not only has FinTech proven to be a vital revenue source, especially in connection with lending or money transmission services, but it also helps …

Fintech's Double Edges, Christopher G. Bradley

Chicago-Kent Law Review

This symposium essay examines the double-edged nature of financial technologies in financial transactions, especially transactions involving consumers. There are both benefits and risks—often undiscovered or hidden at first—in each new round of financial technologies. A FinTech tool may benefit consumers and then, applied later or in a different context, threaten consumer interests; a tool that harms consumer interests may then lead to development of a tool that favors them. This double-edged nature is an important but unappreciated structural feature of financial technologies. From the perspective of consumer protection, then, FinTech can neither be fully embraced as friend nor restricted as …

Computer As Confidant: Digital Investment Advice And The Fiduciary Standard, Nicole G. Iannarone

Chicago-Kent Law Review

Digital investment advisers are the fastest growing segment of financial technology (fintech) and are disrupting traditional investment advisory delivery models. The computer-led investment advisory service model may be growing particularly quickly due to a confluence of social and political factors. Politicians and regulators have increasingly focused on the standards of care applicable to investment advice providers. Fewer Americans are ready for retirement and many lack access to affordable investment advice. At the same time, comfort with digital platforms have increased, with some preferring electronic interaction over human interaction. Claiming that they can democratize retirement service by pro- viding advice meeting …

Fintech: Antidote To Rent-Seeking?, Jeremy Kidd J.D., Ph.D

Chicago-Kent Law Review

Innovations in financial technology, or Fintech, has been ongoing for decades but has recently begun to accelerate. Some observers have argued that it will soon begin to outstrip the ability of regulators to keep pace. If those predictions are accurate, what would the world look like with a financial sector that cannot be effectively regulated? One possibility—drawn from public choice economics—is that rent-seeking will be inhibited or eliminated. Rent-seeking is the distortion of law and regulation for the benefit of special interests, who expend resources to guarantee those distortions in their favor. Rent-seeking is inefficient and inhibits growth and innovation, …