Digital Commons Network^™

Equitable Ecosystem: A Two-Pronged Approach To Equity In Artificial Intelligence, Rangita De Silva De Alwis, Amani Carter, Govind Nagubandi

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Lawmakers, technologists, and thought leaders are facing a once-in-a-generation opportunity to build equity into the digital infrastructure that will power our lives; we argue for a two-pronged approach to seize that opportunity. Artificial Intelligence (AI) is poised to radically transform our world, but we are already seeing evidence that theoretical concerns about potential bias are now being borne out in the market. To change this trajectory and ensure that development teams are focused explicitly on creating equitable AI, we argue that we need to shift the flow of investment dollars. Venture Capital (VC) firms have an outsized impact in determining …

Evading A Race-Conscious Constitution, Cara Mcclellan

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The idea of a “colorblind” Constitution is front and center in cases before the Supreme Court this term, including Students for Fair Admissions v. President & Fellows of Harvard College, and Students for Fair Admissions v. University of North Carolina (UNC). In these cases, the same plaintiff organization, Students for Fair Admissions (SFFA), has asked the Supreme Court to rule that the Equal Protection Clause and Title VI of the Civil Rights Act of 1964 prohibit universities from considering race as one of many factors in admissions to pursue the educational benefits that flow from diversity. In support …

Racial Rhetoric Or Reality? Cautious Optimism On The Link Between Corporate #Blm Speech And Behavior, Lisa Fairfax

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The summer of 2022 marks the two-year anniversary of the dramatic rekindling of the #BlackLivesMatter movement because of the murders of George Floyd, Breonna Taylor and other unarmed Black people at the hands of police. The summer of 2020 saw cities in the United States and around the world erupt in protest, with calls to dismantle racist policies and practices both in the criminal system and within the broader society, with a particular emphasis on policies and practices impacting Black people. The summer of 2022 also marks the two-year anniversary of the visible and somewhat surprising avalanche of corporate statements …

Racial Justice And Administrative Procedure, Sophia Z. Lee

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This article argues that commemorating the Administrative Procedure Act (APA) should involve accounting for the role it has played in both advancing and thwarting racial justice, as well as the role racial justice advocates have played in shaping its interpretation. The APA was not designed to advance racial justice; indeed, its provisions insulated some of the mid-twentieth century's most racially pernicious policies from challenge. Yet racial justice advocates have long understood that administrative agencies could be a necessary or even uniquely receptive target for their efforts and the APA shaped those calculations. Along the way, racial justice advocates left their …

Criminal Legal Education, Shaun Ossei-Owusu

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The protests of 2020 have jumpstarted conversations about criminal justice reform in the public and professoriate. Although there have been longstanding demands for reformation and reimagining of the criminal justice system, recent calls have taken on a new urgency. Greater public awareness of racial bias, increasing visual evidence of state-sanctioned killings, and the televised policing of peaceful dissent have forced the public to reckon with a penal state whose brutality was comfortably tolerated. Scholars are publishing op-eds, policy proposals, and articles with rapidity, pointing to different factors and actors that produce the need for reform. However, one input has gone …

Politics, Identity, And Pleading Decisions On The U.S. Courts Of Appeals, Stephen B. Burbank, Sean Farhang

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We report the results of an empirical study of appeals from rulings on motions to dismiss for failure to state a claim under Federal Rule of Civil Procedure 12(b)(6) after the Supreme Court’s decisions in Twombly and Iqbal. We first describe the role that pleading was intended to play in the original (1938) Federal Rules of Civil Procedure, review the Court’s decisions in Twombly and Iqbal, and offer a brief discussion of common themes in normative scholarship that is critical of Twombly and Iqbal, including the claim that they threaten to amplify ideological and subjective decision-making, particularly …

Reckoning With Race And Disability, Jasmine E. Harris

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Our national reckoning with race and inequality must include disability. Race and disability have a complicated but interconnected history. Yet discussions of our most salient socio-political issues such as police violence, prison abolition, healthcare, poverty, and education continue to treat race and disability as distinct, largely biologically based distinctions justifying differential treatment in law and policy. This approach has ignored the ways in which states have relied on disability as a tool of subordination, leading to the invisibility of disabled people of color in civil rights movements and an incomplete theoretical and remedial framework for contemporary justice initiatives. Legal scholars …

Queering Bostock, Jeremiah A. Ho

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Although the Supreme Court’s 2020 Title VII decision, Bostock v. Clayton County, Georgia, is a victory for LGBTQ individuals, its doctrinal limitations unavoidably preserve a discriminatory status quo. This Article critically examines how and why Bostock fails to highlight the indignities experienced by queer minorities under decades of employment discrimination. In Bostock, Justice Gorsuch presents a sweeping textualist interpretation of Title VII that protects against sexual orientation and gender identity discrimination. Yet, the decision sparsely recognizes queer lived experiences, compared to prior pro-LGBTQ cases where such recognition contributed to developing an anti-stereotyping framework that confronted some of the heteronormative biases …

Pursuing Diversity: From Education To Employment, Amy L. Wax

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A central pillar of the Supreme Court’s educational affirmative-action jurisprudence is that the pedagogical benefits of being educated with students from diverse backgrounds are sufficiently “compelling” to justify some degree of race-conscious selection in university admissions.

This essay argues that the blanket permission to advance educational diversity, defensible or not, should not be extended to employment. The purpose of the workplace is not pedagogical. Rather, employees are hired and paid to do a job, deliver a service, produce a product, and complete specified tasks efficiently and effectively. Whether race-conscious practices for the purpose of creating a more diverse workforce will …

How Medicalization Of Civil Rights Could Disappoint, Allison K. Hoffman

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This essay reflects on Craig Konnoth’s recent Article, Medicalization and the New Civil Rights, which is a carefully crafted and thought-provoking description of the refashioning of civil rights claims into medical rights frameworks. He compellingly threads together many intellectual traditions—from antidiscrimination law to disability law to health law—to illustrate the pervasiveness of the phenomenon that he describes and why it might be productive as a tool to advance civil rights.

This response, however, offers several reasons why medicalization may not cure all that ails civil rights litigation’s pains and elaborates on the potential risks of overinvesting in medical rights-seeking. …

Misdemeanors By The Numbers, Sandra G. Mayson, Megan T. Stevenson

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Recent scholarship has underlined the importance of criminal misdemeanor law enforcement, including the impact of public-order policing on communities of color, the collateral consequences of misdemeanor arrest or conviction, and the use of misdemeanor prosecution to raise municipal revenue. But despite the fact that misdemeanors represent more than three-quarters of all criminal cases filed annually in the United States, our knowledge of misdemeanor case processing is based mostly on anecdote and extremely localized research. This Article represents the most substantial empirical analysis of misdemeanor case processing to date. Using multiple court-record datasets, covering several million cases across eight diverse jurisdictions, …

Structural Discrimination In Covid-19 Workplace Protections, Ruqaiijah Yearby, Seema Mohapatra

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Workers, who are being asked to risk their health by working outside their homes during the COVID-19 pandemic, need adequate hazard compensation, safe workplace conditions, and personal protective equipment (PPE). Sadly, this is not happening for many essential workers, such as those working in home health care and in the meat processing industry. These workers are not only being unnecessarily exposed to the virus, but they are also not receiving paid sick leave, unemployment benefits, and affordable health care and childcare. The lack of these protections is due to structural discrimination and has disproportionately disadvantaged women of color and low-wage …

Substance Use Disorder, Discrimination, And The Cares Act: Using Disability Law To Strengthen New Protections, Kelly K. Dineen, Elizabeth Pendo

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The COVID-19 pandemic is having devastating consequences for people with substance use disorders (SUD). SUD is a chronic health condition—like people with other chronic health conditions, people with SUD experience periods of remission and periods of exacerbation and relapse. Unlike people with most other chronic conditions, people with SUD who experience a relapse may face criminal charges and incarceration. They are chronically disadvantaged by pervasive social stigma, discrimination, and structural inequities. People with SUD are also at higher risk for both contracting the SARS-CoV-19 virus and experiencing poorer outcomes. Meanwhile, there are early indications that pandemic conditions have led to …

The Aesthetics Of Disability, Jasmine E. Harris

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The foundational faith of disability law is the proposition that we can reduce disability discrimination if we can foster interactions between disabled and nondisabled people. This central faith, which is rooted in contact theory, has encouraged integration of people with and without disabilities, with the expectation that contact will reduce preju­dicial atti­tudes and shift societal norms. However, neither the scholarship nor disa­bility law sufficiently accounts for what this Article calls the “aesthetics of disability,” the proposition that our interaction with dis­ability is medi­ated by an affective process that inclines us to like, dislike, be attracted to, or be repulsed by …

Bias In, Bias Out, Sandra G. Mayson

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Police, prosecutors, judges, and other criminal justice actors increasingly use algorithmic risk assessment to estimate the likelihood that a person will commit future crime. As many scholars have noted, these algorithms tend to have disparate racial impacts. In response, critics advocate three strategies of resistance: (1) the exclusion of input factors that correlate closely with race; (2) adjustments to algorithmic design to equalize predictions across racial lines; and (3) rejection of algorithmic methods altogether.

This Article’s central claim is that these strategies are at best superficial and at worst counterproductive because the source of racial inequality in risk assessment lies …

Women’S Human Rights And Migration: Sex-Selective Abortion Laws In The United States And India, Rangita De Silva De Alwis

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Sital Kalantry’s Women’s Human Rights and Migration: Sex Selective Abortion Laws in the United States and India addresses a long-existing gap in feminist theory at the intersection of a migrant woman’s experience and culturally motivated reproductive decisions. By recognising the possibility that ‘practices that are oppressive to women in one country context may not have a negative impact on women in another country context’ Kalantry takes an important step in creating a framework for evaluating competing human rights interests within the complex cultural contexts that arise in migrant-receiving countries. Her proposed framework rejects the decontextualisation and politicisation of the migrant …

The Loving Story: Using A Documentary To Reconsider The Status Of An Iconic Interracial Married Couple, Regina Austin

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The Loving Story (Augusta Films 2011), directed by Nancy Buirski, tells the backstory of the groundbreaking U.S. Supreme Court case, Loving v. Virginia, that overturned state laws barring interracial marriage. The article looks to the documentary to explain why the Lovings should be considered icons of racial and ethnic civil rights, however much they might be associated with marriage equality today. The film shows the Lovings to be ordinary people who took their nearly decade long struggle against white supremacy to the nation’s highest court out of a genuine commitment to each other and a determination to live in …

The Ironies Of Affirmative Action, Kermit Roosevelt Iii

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The Supreme Court’s most recent confrontation with race-based affirmative action, Fisher v. University of Texas, did not live up to people’s expectations—or their fears. The Court did not explicitly change the current approach in any substantial way. It did, however, signal that it wants race-based affirmative action to be subject to real strict scrutiny, not the watered-down version featured in Grutter v. Bollinger. That is a significant signal, because under real strict scrutiny, almost all race-based affirmative action programs are likely unconstitutional. This is especially true given the conceptual framework the Court has created for such programs—the way …

Waiting For Perseus: A Sur-Reply To Professors Graetz And Warren, Ruth Mason, Michael S. Knoll

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This manuscript responds to Income Tax Discrimination: Still Stuck in a Labyrinth of Impossibility by Professors Michael Graetz and Alvin Warren (121 Yale L.J. 1118). In that article, Professors Graetz and Warren challenge many of the arguments we made in our own article entitled, “What is Tax Discrimination?” (121 Yale L.J. 1014). In our earlier article, we set out to accomplish two goals. First, we sought to identify the principle behind the doctrine of tax discrimination as that doctrine is applied by the U.S. Supreme Court and the Court of Justice of the European Union (ECJ) and to translate that …

Civil Rights Reform And The Body, Tobias Barrington Wolff

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Discrimination on the basis of gender identity or expression has emerged as a major focus of civil rights reform. Opponents of these reforms have structured their opposition around one dominant image: the bathroom. With striking consistency, opponents have invoked anxiety over the bathroom -- who uses bathrooms, what happens in bathrooms, and what traumas one might experience while occupying a bathroom -- as the reason to permit discrimination in the workplace, housing, and places of public accommodation. This rhetoric of the bathroom in the debate over gender-identity protections seeks to exploit an underlying anxiety that has played a role in …

How The Expressive Power Of Title Ix Dilutes Its Promise, Dionne L. Koller

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Title IX is widely credited with shaping new norms for the world of sports by requiring educational institutions to provide equal athletic opportunities to women. The statute and regulations send a message that women are entitled to participate in sports on terms equal to men. For several decades, this message of equality produced dramatic results in participation rates, as the number of women interested in athletics grew substantially. Despite these gains, however, many women and girls, especially those of color and lower socio-economic status, still do not participate in sports, or remain interested in participating, in numbers comparable to their …

The Social Context Of Oncofertility, Dorothy E. Roberts

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A field known as oncofertility provides female cancer patients with a variety of ways to preserve their fertility so that they may bear genetically related children after successful cancer treatment. Some women delay cancer therapy so doctors can collect their eggs, which are then cryopreserved in an unfertilized state or used to create embryos through in vitro fertilization for freezing. An experimental procedure for preserving the fertility of prepubertal girls, known as ovarian tissue cryopreservation, involves surgically removing their ovarian tissue and growing the immature eggs to a mature state so they can be frozen and stored until the girls …

Perpetuating The Marginalization Of Latinos: A Collateral Consequence Of The Incorporation Of Immigration Law Into The Criminal Justice System, Yolanda Vazquez

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Latinos currently represent the largest minority in the United States. In 2009, we witnessed the first Latina appointment to the United States Supreme Court. Despite these events, Latinos continue to endure racial discrimination and social marginalization in the United States. The inability of Latinos to gain political acceptance and legitimacy in the United States can be attributed to the social construct of Latinos as threats to national security and the cause of criminal activity.

Exploiting this pretense, American government, society and nationalists are able to legitimize the subordination and social marginalization of Latinos, specifically Mexicans and Central Americans, much to …

Collateral Consequences, Genetic Surveillance, And The New Biopolitics Of Race, Dorothy E. Roberts

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This Article is part of a Howard Law Journal Symposium on “Collateral Consequences: Who Really Pays the Price for Criminal Justice?,” as well as my larger book project, Fatal Invention: How Science, Politics, and Big Business Re-create Race in the Twenty-First Century (The New Press, 2011). It considers state and federal government expansion of genetic surveillance as a collateral consequence of a criminal record in the context of a new biopolitics of race in America. Part I reviews the expansion of DNA data banking by states and the federal government, extending the collateral impact of a criminal record—in the form …

Preface To Fatal Invention: How Science, Politics, And Big Business Re-Create Race In The Twenty-First Century, Dorothy E. Roberts

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Fatal Invention documents the emergence of a new biopolitics in the United States that relies on re-inventing race in biological terms using cutting-edge genomic science and biotechnologies. Some scientists are defining race as a biological category written in our genes, while the biotechnology and pharmaceutical industries convert the new racial science into race-based products, such as race-specific medicines, ancestry tests, and DNA forensics, that incorporate false assumptions of racial difference at the genetic level. The genetic understanding of race calls for technological responses to racial disparities while masking the continuing impact of racism in a supposedly post-racial society. Instead, I …

Not Just One Of The Boys: A Post-Feminist Critique Of Title Ix's Vision For Gender Equity In Sports, Dionne L. Koller

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Title IX as applied to athletics is a high-profile, controversial public policy effort that has opened up the world of athletics to millions of girls and women. Yet as it is both celebrated for the opportunities it has created for women, and decried as going too far at the expense of men, a reality persists that women do not pursue or remain committed to sport in numbers comparable to men. This Article seeks to explore this phenomenon by moving the discourse beyond the debate over whether women are inherently as "interested" in sport as men to examine the conception of …

Regulatory Adjudication, Marcia L. Mccormick

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Calls for increased regulation are flying fast and furious these days. We use regulation in the United States to prevent harm that various kinds of activities might cause and also to create positive external benefits that those activities could yield, but might not without incentives. Most regulatory programs in the United States provide a blend of measures designed to create these positive external benefits, promote good practices in the industry, prevent harms, and provide those harmed with remedies. At a time in which we contemplate new ways to regulate to deal with the crises of the day and prevent the …

Women’S Unequal Citizenship At The Border: Lessons From Three Nonfiction Films About The Women Of Juárez, Regina Austin

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There is no better illustration of the impact of borders on women’s equal citizenship than the three documentaries reviewed in this essay. All three deal with the femicides that befell the young women of Ciudad Juárez, Mexico between 1993 and 2005. Juarez is just across the border from El Paso, Texas. Performing the Border (1999) stimulates the viewer’s imagination regarding the ephemeral nature of borders and their impact on the citizenship of women who live at the intersection of local, regional, national and international legal regimes. Señorita Extraviada (2001) is an intimate portrait of the victims which illustrates why the …

Strong Claims And Weak Evidence: Reassessing The Predictive Validity Of The Iat, Hart Blanton, James Jaccard, Jonathan Klick, Barbara Mellers, Gregory Mitchell, Philip Tetlock

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The authors reanalyzed data from 2 influential studies — A. R. McConnell and J. M. Leibold (2001) and J. C. Ziegert and P. J. Hanges (2005) — that explore links between implicit bias and discriminatory behavior and that have been invoked to support strong claims about the predictive validity of the Implicit Association Test. In both of these studies, the inclusion of race Implicit Association Test scores in regression models reduced prediction errors by only tiny amounts, and Implicit Association Test scores did not permit prediction of individual-level behaviors. Furthermore, the results were not robust when the impact of rater …

The Truth Is Out There: Revamping Federal Antidiscrimination Enforcement For The Twenty-First Century, Marcia L. Mccormick

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Employment discrimination laws in the United States have not created full equality in the workplace, although that was their goal. Real change requires greater accountability for those who make employment decisions and greater transparency to bolster that accountability. To provide that transparency and accountability, we need greater federal involvement in enforcement and a mechanism to publicize the state of the nation's workplaces. To accomplish this, I propose taking private sector employment discrimination disputes away from the Equal Employment Opportunity Commission entirely, and starting with a new agency. The current model, with the EEOC writing compliance guidelines, encouraging mediation, and acting …