Law Commons^™

Creating Data From Unstructured Text With Context Rule Assisted Machine Learning (Craml), Stephen Meisenbacher, Peter Norlander

School of Business: Faculty Publications and Other Works

Popular approaches to building data from unstructured text come with limitations, such as scalability, interpretability, replicability, and real-world applicability. These can be overcome with Context Rule Assisted Machine Learning (CRAML), a method and no-code suite of software tools that builds structured, labeled datasets which are accurate and reproducible. CRAML enables domain experts to access uncommon constructs within a document corpus in a low-resource, transparent, and flexible manner. CRAML produces document-level datasets for quantitative research and makes qualitative classification schemes scalable over large volumes of text. We demonstrate that the method is useful for bibliographic analysis, transparent analysis of proprietary data, …

Comments On Worker Classification Proposed Rule For Flsa Purposes Rin 1235-Aa43, Samantha J. Prince, Taylor Haberle, Lauren E. Stahl

Faculty Scholarly Works

No abstract provided.

Algorithmic Management And Collective Bargaining, Valerio De Stefano, Simon Taes

Articles & Book Chapters

This article addresses the challenges raised by the introduction of algorithmic management and artificial intelligence in the world of work, focusing on the risks that new managerial technologies present for fundamental rights and principles, such as non-discrimination, freedom of association and the right to privacy. The article argues that collective bargaining is the most suitable regulatory instrument for responding to these challenges, and that current EU legislative initiatives do not adequately recognise the role of collective bargaining in this area. It also maps current initiatives undertaken by national trade union movements in Europe to govern algorithmic management.

Summary: New Perspectives On Worker Subordination, Valerio De Stefano, Sara Slinn, Eric Tucker

International Symposium on New Perspectives on Worker Subordination

No abstract provided.

Worker Participation In A Time Of Covid: A Case Study Of Occupational Health And Safety Regulation In Ontario, Alan Hall, Eric Tucker

Articles & Book Chapters

This study examines worker voice in the development and implementation of safety plans or protocols for covid-19 prevention among hospital workers, long-term care workers, and education workers in the Canadian province of Ontario. Although Ontario occupational health and safety law and official public health policy appear to recognize the need for active consultation with workers and labour unions, there were limited – and in some cases no – efforts by employers to meaningfully involve workers, worker representatives (reps), or union officials in assessing covid-19 risks and planning protection and prevention measures. The political and legal efforts of workers and unions …

The Impacts Of Compulsory Prison Labor Ballot Initiatives On Pregnant & Postpartum Incarcerated Women Of Color, Candace Bond-Theriault

Center for Gender & Sexuality Law

The 13th Amendment to the United States Constitution purported to abolish the institution of slavery, but it created an exception for compulsory labor performed by people convicted of crimes. In November 2022, voters in Alabama, Vermont, Louisiana, Tennessee, and Oregon will be asked to vote on ballot initiatives that would strike language from their state constitutions that currently allows states to force incarcerated people to perform labor with minimal or no pay.1 This policy brief examines the legal language of these ballot initiatives and evaluates whether each measure, if approved by voters, will actually close the compulsory labor loophole. In …

Employment Trajectories And Mental Health-Related Disability In Belgium, Sudipa Sarkar, Rebeka Balogh, Sylvie Gadeyne, Johanna Jonsson Et Al.

Articles

An individual’s quality of employment over time has been highlighted as a potential determinant of mental health. With mental ill-health greatly contributing to work incapacities and disabilities in Belgium, the present study aims to explore whether mental health, as indicated by registered mental health-related disability, is structured along the lines of employment quality, whereby employment quality is assessed over time as part of individuals’ labour market trajectories.

The Role Of Law And Myth In Creating A Workplace That 'Looks Like America', Susan Bisom-Rapp

Faculty Scholarship

Equal employment opportunity (EEO) law has played a poor role in incentivizing effective diversity, equity, and inclusion (DEI) and harassment prevention programming. In litigation and investigation, too many judges and regulators credit employers for maintaining policies and programs rather than requiring employers to embrace efforts that work. Likewise, many employers and consultants fail to consider the organizational effects created by DEI and harassment programming. Willful ignorance prevents the admission that some policies and programming harm those most in need of protection.

This approach has resulted in two problems. One is a doctrinal dilemma because important presumptions embedded in antidiscrimination law …

Transition From The Informal To The Formal Economy: The Need For A Multi-Faceted Approach, Kamala Sankaran

Articles

The recent international attention paid to the formalization of the informal economy finds reflection in ILO Recommendation No. 204 concerning the transition from the informal to the formal economy and the Sustainable Development Goals (Target 8.3). There is great diversity within the categories of the informal sector, informal employment, and informal economy in India. This paper examines the category of the ‘informal economy’ as understood in international instruments as well as in international statistics and maps these onto legal categories recognized within Indian law. The categories of ‘employed’, ‘engaged’, and ‘work arrangement’ used in Indian laws, and their interpretation by …

Law, Labour And Landscape In A Just Transition, Adrian A. Smith, Dayna Nadine Scott

Articles & Book Chapters

Taking conflicts over new solar energy projects on the agricultural landscape in the global North as its backdrop, the chapter demonstrates how work and labour (including that performed in the North by workers from the global South) are erased both by the opponents and the proponents of such projects. The erasure is consistent with prevailing ways of knowing the human-environment nexus, shaped by an underlying political economy derivative of how international law has constructed and maintained the foundational liberal mythology that separates labour from land. Grounded in our commitment to pursuing a ‘just transition’ to decarbonisation – that is to …

Is A Highly Compensated Employee With Executive Duties Entitled To Or Exempt From Overtime Pay Under The Fair Labor Standards Act Where That Employee Is Paid At A Daily Rate?, Anne Marie Lofaso

Law Faculty Scholarship

Case at a Glance: Michael Hewitt is a highly compensated employee with executive duties who worked for Helix Energy Solutions Group. Helix paid Hewitt at a daily rate. Employees, even highly compensated employees with executive duties, may be entitled to overtime pay under the Fair Labor Standards Act (FLSA) where they are not paid on a salary basis. This case presents a question of regulatory interpretation of the Department of Labor’s salary-basis test.

On Firms, Sanjukta Paul

Law & Economics Working Papers

This paper is about firms as an instance of economic coordination, and about how we think about them in relation to other forms of coordination as well as in relation to competition and markets. The dominant frame for thinking about firms--which has strongly influenced contemporary competition law as well as serving as a vital adjunct to the fundamental concepts of neoclassical price theory that guide many areas of law and policy--implicitly or explicitly explains and justifies the centralization of both decision-making rights and flows of income from economic activity on productive efficiency grounds. We have very good reasons to doubt …

Workplace Anonymity, Jayne S. Ressler

Faculty Scholarship

No abstract provided.

Subjective Beliefs About Contract Enforceability, Jj Prescott, Evan Starr

Law & Economics Working Papers

This article assesses the content, role, and adaptability of subjective beliefs about contract enforceability in the context of postemployment covenants not to compete (“noncompetes”). We show that employees tend to believe that their noncompetes are enforceable, even when they are not. We provide evidence for both supply- and demand-side stories that explain employees’ persistently inaccurate beliefs. Moreover, we show that believing that unenforceable noncompetes are enforceable likely causes employees to forgo better job options and to perceive that their employer is more likely to take legal action against them if they choose to compete. Finally, we use an information experiment …

President Biden's Executive Order On Competition: An Antitrust Analysis, Herbert J. Hovenkamp

All Faculty Scholarship

In July, 2021, President Biden signed a far ranging Executive Order directed to promoting competition in the American economy. This paper analyzes issues covered by the Order that are most likely to affect the scope and enforcement of antitrust law. The only passage that the Executive Order quoted from a Supreme Court antitrust decision captures its antitrust ideology well – that the Sherman Act:

rests on the premise that the unrestrained interaction of competitive forces will yield the best allocation of our economic resources, the lowest prices, the highest quality and the greatest material progress, while at the same time …

Freedom From Speech, Mary Anne Franks

Articles

The importance of freedom of speech in a democratic society is usually taken as a given, but freedom from speech is no less important in safeguarding the values of truth, autonomy, and democracy. Freedom from speech includes both the right of the individual to not be forced to speak and the freedom to avoid the speech of others. This essay attempts to highlight the significance of freedom from speech in order to clarify the importance of the First Amendment right against compelled speech; provide an explanation for when the right of free speech yields to other rights; and offer a …

Sidelined Again: How The Government Abandoned Working Women Amidst A Global Pandemic, Jessica K. Fink

Faculty Scholarship

Among the weaknesses within American society exposed by the COVID pandemic, almost none has emerged more starkly than the government’s failure to provide meaningful and affordable childcare to working families—and, in particular, to working women. As the pandemic unfolded in the spring of 2020, state and local governments shuttered schools and daycare facilities and directed nannies and other babysitters to “stay at home.” Women quickly found themselves filling this domestic void, providing the overwhelming majority of childcare, educational support for their children, and management of household duties, often to the detriment of their careers. As of March 2021, more than …

From Healthcare To Hiring: Impacts Of Social And Public Policy On Disabled Veterans In The United States, Benjamin Michael Stoflet

Student Scholarship

The United States Government is struggling to fulfill commitments it has made to service members suffering from disabilities incurred during honorable service to the country. The Department of Veterans Affairs (VA) disability compensation structure, job training programs, and methods of alternative dispute resolution is a patchwork resulting from decades of legislation creating a system where veterans often become locked in a complicated and often combative process to obtain benefits they have earned. Employers, advocacy groups, academics, and federal officials agree that there are systematic issues within the VA negatively impacting disabled veterans. These include a lack of patient-centered care, divergent …

Taking Courthouse Discrimination Seriously: The Role Of Judges As Ethical Leaders, Susan Saab Fortney

Faculty Scholarship

Sexual misconduct allegations against Alex Kozinski, a once powerful judge in the U.S. Court of Appeals for the 9^th Circuit, spotlighted concerns related to sexual harassment in the judiciary. Following news reports related to the alleged misconduct, Chief Justice John G. Roberts, Jr. charged a working group with examining safeguards to deal with inappropriate conduct in the judicial workplace. Based on recommendations made in the Report of the Federal Judiciary Workplace Conduct Working Group, the Judicial Conference approved a number of reforms and improvements related to workplace conduct in the federal judiciary. The reforms included revising the Code of …

Negotiation And Alternative Dispute Lhr 546, Andrée J. Rathemacher

Library Impact Statements

No abstract provided.

Seminar In Labor And Employment Law Lhr 532, Andrée J. Rathemacher

Library Impact Statements

No abstract provided.

Competition And Labour Law In Canada: The Contestable Margins Of Legal Toleration, Eric Tucker

Articles & Book Chapters

In Canada, as elsewhere, the norms of capitalist legality include an aversion to permitting collective action by sellers of commodities to increase their price. Labour law, however, is built on the norm of freedom of association and the right of commodified workers to combine for the purpose of improving the terms of their labour contracts. This gives rise to a recurring regulatory dilemma. In Canada, this conflict has been resolved by granting workers a legal immunity from liability under competition law for engaging in approved collective action to improve or defend their terms and conditions of work. However, the zone …

Pov: Why The Crown Act Is Needed, Angela Onwuachi-Willig

Shorter Faculty Works

Imagine, for one minute, that we live in an alternate universe where employer and school grooming policies that ban “unprofessional” or “faddish” hairstyles are routinely employed as a reason for firing, or refusing to hire, individuals with naturally straight hair. The normative standard for hair in this alternate universe is tightly coiled, curly hair—the kind of hair texture that actors like Denzel Washington or Issa Rae are born with, hair texture that is best suited for natural and protective hairstyles like locs, twists, braids, and Bantu knots.

Spring 2022 Newsletter, Golden Gate University School Of Law

Women’s Employment Rights Clinic

No abstract provided.

What’S In A Form? Employment Background Checks Under The Fair Credit Reporting Act, Emily Scace

Connecticut Law Review

For employers, background checks, credit checks, and similar measures are a prudent step to guard against negligent hiring claims and other potential losses that can result from poor hiring decisions. But these practices necessarily require employees to relinquish some of their interests in privacy and may also introduce bias into the hiring process. The Fair Credit Reporting Act (FCRA), which applies to many of these employment screening measures, requires employers to follow certain procedural requirements that seek to ensure that employees and applicants understand the scope of the information that will be sought in a background or credit check, provide …

The Economic (In) Significance Of Executive Pay Esg Incentives, David I. Walker

Faculty Scholarship

The hottest topic in corporate governance circles today involves company commitments to and pursuit of ESG (environmental, social, and governance) initiatives in addition to the traditional pursuit of profits. One facet of this debate has to do with how to motivate executives to pursue ESG goals. Increasingly, companies tie executive pay to ESG performance, although even strong ESG advocates debate the advisability of doing so. This Article joins the fray by closely examining ESG-based CEO pay arrangements at a subset of companies with leadership positions on the Business Roundtable, an industry trade group that embraced ESG in a 2019 statement …

Domesticated: Migrant Domestic Workers In Jordan And Their Place In Jordan’S Law And Homes, Jeromel Dela Rosa Lara

Independent Study Project (ISP) Collection

The purpose of this study is to bring attention to the labor conditions for migrant women domestic workers and what agency they have in the workplace (the home of their employers) and the law in Jordan. Jordan is considered as having a model labor law for migrant workers in the region. Officials from the Ministry of Labor have claimed that this makes the Kafala System––a system of labor that puts migrant workers under the care, standards, and control of the employer––non-existent in the country. This study will look further on the extent that this is reflected to the experiences of …

Commentary: The Workplace Vaccine Decision And Its Implications For Federal Regulatory Power, John M. Greabe

Law Faculty Scholarship

[Excerpt] "In a recent commentary, I contrasted the pragmatic consequentialism of retiring Supreme Court Justice Stephen Breyer – and, more generally, the other two members of the court’s liberal bloc (Justices Sonia Sotomayor and Elena Kagan) – with the structural formalism of the court’s six-justice conservative supermajority. I also suggested that this framework may provide a more useful way to understand many of the court’s recent and upcoming blockbuster decisions than the partisan angle that court watchers so frequently use."

Ai And Digital Tools In Workplace Management And Evaluation: An Assessment Of The Eu's Legal Framework, Valerio De Stefano, Mathias Wouters

Commissioned Reports, Studies and Public Policy Documents

This study focuses on options for regulating the use of AI enabled and algorithmic management systems in the world of work under EU law. The first part describes how these technologies are already being deployed, particularly in recruitment, staff appraisal, task distribution and disciplinary procedures. It discusses some near-term potential development prospects and presents an impact assessment, highlighting some of these technologies' most significant implications.

The second part addresses the regulatory field. It examines the different EU regulations and directives that are already relevant to regulating the use of AI in employment. Subsequently, it analyses the potential labour and employment …

Is A Locomotive In Use And Therefore Subject To Locomotive Inspection Act Liability When It Makes A Temporary Stop?, Anne Marie Lofaso

Law Faculty Scholarship

Case at a Glance: LeDure v. Union Pacific Railroad Company. Bradley LeDure, a long-time locomotive engineer for Union Pacific, slipped on the slick surface of a locomotive while it was idle but powered on, seriously injuring himself. If Union Pacific violated safety regulations under the Locomotive Inspection Act, then it would be negligent per se. But that theory of liability is only available if the locomotive was in use at the time of the accident. The case presents a question of statutory interpretation of the term use.