Winner of the 2020 Outstanding Book Award Presented by the Public and Nonprofit Section of the National Academy of Management
Winner of the 2019 Louis Brownlow Book Award from the National Academy of Public Administration
Algorithms-rules written into software-shape key moments in our lives: from who gets hired or admitted to a top public school, to who should go to jail or receive scarce public benefits. Today, high stakes software is rarely open to scrutiny, but its code navigates moral questions: Which of a person's traits are fair to consider as part of a job application? Who deserves priority in accessing scarce public resources, whether those are school seats, housing, or medicine? When someone first appears in a courtroom, how should their freedom be weighed against the risks they might pose to others?
Policymakers and the public often find algorithms to be complex, opaque and intimidating--and it can be tempting to pretend that hard moral questions have simple technological answers. But that approach leaves technical experts holding the moral microphone, and it stops people who lack technical expertise from making their voices heard. Today, policymakers and scholars are seeking better ways to share the moral decisionmaking within high stakes software -- exploring ideas like public participation, transparency, forecasting, and algorithmic audits. But there are few real examples of those techniques in use.
In Voices in the Code, scholar David G. Robinson tells the story of how one community built a life-and-death algorithm in a relatively inclusive, accountable way. Between 2004 and 2014, a diverse group of patients, surgeons, clinicians, data scientists, public officials and advocates collaborated and compromised to build a new transplant matching algorithm - a system to offer donated kidneys to particular patients from the U.S. national waiting list.
Drawing on interviews with key stakeholders, unpublished archives, and a wide scholarly literature, Robinson shows how this new Kidney Allocation System emerged and evolved over time, as participants gradually built a shared understanding both of what was possible, and of what would be fair. Robinson finds much to criticize, but also much to admire, in this story. It ultimately illustrates both the promise and the limits of participation, transparency, forecasting and auditing of high stakes software. The book's final chapter draws out lessons for the broader struggle to build technology in a democratic and accountable way.
Students and the public routinely consult various published college rankings to assess the quality of colleges and universities and easily compare different schools. However, many institutions have responded to the rankings in ways that benefit neither the schools nor their students. In Engines of Anxiety, sociologists Wendy Espeland and Michael Sauder delve deep into the mechanisms of law school rankings, which have become a top priority within legal education. Based on a wealth of observational data and over 200 in-depth interviews with law students, university deans, and other administrators, they show how the scramble for high rankings has affected the missions and practices of many law schools.
Engines of Anxiety tracks how rankings, such as those published annually by the U.S. News & World Report, permeate every aspect of legal education, beginning with the admissions process. The authors find that prospective law students not only rely heavily on such rankings to evaluate school quality, but also internalize rankings as expressions of their own abilities and flaws. For example, they often view rejections from first-tier schools as a sign of personal failure. The rankings also affect the decisions of admissions officers, who try to balance admitting diverse classes with preserving the school's ranking, which is dependent on factors such as the median LSAT score of the entering class. Espeland and Sauder find that law schools face pressure to admit applicants with high test scores over lower-scoring candidates who possess other favorable credentials.
Engines of Anxiety also reveals how rankings have influenced law schools' career service departments. Because graduates' job placements play a major role in the rankings, many institutions have shifted their career-services resources toward tracking placements, and away from counseling and network-building. In turn, law firms regularly use school rankings to recruit and screen job candidates, perpetuating a cycle in which highly ranked schools enjoy increasing prestige. As a result, the rankings create and reinforce a rigid hierarchy that penalizes lower-tier schools that do not conform to the restrictive standards used in the rankings. The authors show that as law schools compete to improve their rankings, their programs become more homogenized and less accessible to non-traditional students.
The ranking system is considered a valuable resource for learning about more than 200 law schools. Yet, Engines of Anxiety shows that the drive to increase a school's rankings has negative consequences for students, educators, and administrators and has implications for all educational programs that are quantified in similar ways.