Bias and Fairness in Algorithmic Hiring Systems

Bias and Fairness in Algorithmic Hiring Systems
Author: Prasanna Parasurama
Publisher:
Total Pages: 0
Release: 2023
Genre:
ISBN:

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Algorithms are becoming increasingly prevalent in the hiring process. Whether it is a recruiter using LinkedIn's recommendation algorithm to find potential candidates or a hiring manager utilizing a resume screening algorithm to shortlist candidates, algorithms are increasingly used to assist human hiring decisions. These algorithms afford exciting opportunities for improving the efficiency of the hiring process but also pose several challenges along the lines of bias and fairness. This dissertation aims to investigate algorithmic hiring systems, with a particular emphasis on issues of bias, fairness, and diversity. The first chapter examines the interplay between algorithmic fairness constraints and human decision-making in hiring, highlighting the need for algorithms to be complementary to human decision-making. The second chapter studies how supply and demand-side choices in LinkedIn talent sourcing contribute to occupational segregation, contextualizing algorithmic hiring in the broader hiring process. The third chapter demonstrates how advances in machine learning algorithms can provide insight into the mechanisms underlying hiring bias. Finally, the fourth chapter builds on these findings and investigates the design and evaluation of fair resume screening algorithms.

Big Data and Social Science

Big Data and Social Science
Author: Ian Foster
Publisher: CRC Press
Total Pages: 493
Release: 2016-08-10
Genre: Mathematics
ISBN: 1498751431

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Both Traditional Students and Working Professionals Acquire the Skills to Analyze Social Problems. Big Data and Social Science: A Practical Guide to Methods and Tools shows how to apply data science to real-world problems in both research and the practice. The book provides practical guidance on combining methods and tools from computer science, statistics, and social science. This concrete approach is illustrated throughout using an important national problem, the quantitative study of innovation. The text draws on the expertise of prominent leaders in statistics, the social sciences, data science, and computer science to teach students how to use modern social science research principles as well as the best analytical and computational tools. It uses a real-world challenge to introduce how these tools are used to identify and capture appropriate data, apply data science models and tools to that data, and recognize and respond to data errors and limitations. For more information, including sample chapters and news, please visit the author's website.

An Intelligence in Our Image

An Intelligence in Our Image
Author: Osonde A. Osoba
Publisher: Rand Corporation
Total Pages: 45
Release: 2017-04-05
Genre: Computers
ISBN: 0833097636

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Machine learning algorithms and artificial intelligence influence many aspects of life today. This report identifies some of their shortcomings and associated policy risks and examines some approaches for combating these problems.

Value Sensitive Design

Value Sensitive Design
Author: Batya Friedman
Publisher: MIT Press
Total Pages: 258
Release: 2019-05-21
Genre: Design
ISBN: 0262039532

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Using our moral and technical imaginations to create responsible innovations: theory, method, and applications for value sensitive design. Implantable medical devices and human dignity. Private and secure access to information. Engineering projects that transform the Earth. Multigenerational information systems for international justice. How should designers, engineers, architects, policy makers, and others design such technology? Who should be involved and what values are implicated? In Value Sensitive Design, Batya Friedman and David Hendry describe how both moral and technical imagination can be brought to bear on the design of technology. With value sensitive design, under development for more than two decades, Friedman and Hendry bring together theory, methods, and applications for a design process that engages human values at every stage. After presenting the theoretical foundations of value sensitive design, which lead to a deep rethinking of technical design, Friedman and Hendry explain seventeen methods, including stakeholder analysis, value scenarios, and multilifespan timelines. Following this, experts from ten application domains report on value sensitive design practice. Finally, Friedman and Hendry explore such open questions as the need for deeper investigation of indirect stakeholders and further method development. This definitive account of the state of the art in value sensitive design is an essential resource for designers and researchers working in academia and industry, students in design and computer science, and anyone working at the intersection of technology and society.

Government Policy toward Open Source Software

Government Policy toward Open Source Software
Author: Robert W. Hahn
Publisher: Rowman & Littlefield
Total Pages: 128
Release: 2010-12-01
Genre: Computers
ISBN: 9780815717058

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Can open source software—software that is usually available without charge and that individuals are free to modify—survive against the fierce competition of proprietary software, such as Microsoft Windows? Should the government intervene on its behalf? This book addresses a host of issues raised by the rapid growth of open source software, including government subsidies for research and development, government procurement policy, and patent and copyright policy. Contributors offer diverse perspectives on a phenomenon that has become a lightning rod for controversy in the field of information technology. Contributors include James Bessen (Research on Innovation), David S. Evans (National Economic Research Associates), Lawrence Lessig (Stanford University), Bradford L. Smith (Microsoft Corporation), and Robert W. Hahn (director, AEI-Brookings Joint Center).

The Ethical Algorithm

The Ethical Algorithm
Author: Michael Kearns
Publisher: Oxford University Press
Total Pages: 288
Release: 2019-10-04
Genre: Computers
ISBN: 0190948221

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Over the course of a generation, algorithms have gone from mathematical abstractions to powerful mediators of daily life. Algorithms have made our lives more efficient, more entertaining, and, sometimes, better informed. At the same time, complex algorithms are increasingly violating the basic rights of individual citizens. Allegedly anonymized datasets routinely leak our most sensitive personal information; statistical models for everything from mortgages to college admissions reflect racial and gender bias. Meanwhile, users manipulate algorithms to "game" search engines, spam filters, online reviewing services, and navigation apps. Understanding and improving the science behind the algorithms that run our lives is rapidly becoming one of the most pressing issues of this century. Traditional fixes, such as laws, regulations and watchdog groups, have proven woefully inadequate. Reporting from the cutting edge of scientific research, The Ethical Algorithm offers a new approach: a set of principled solutions based on the emerging and exciting science of socially aware algorithm design. Michael Kearns and Aaron Roth explain how we can better embed human principles into machine code - without halting the advance of data-driven scientific exploration. Weaving together innovative research with stories of citizens, scientists, and activists on the front lines, The Ethical Algorithm offers a compelling vision for a future, one in which we can better protect humans from the unintended impacts of algorithms while continuing to inspire wondrous advances in technology.

Open Networks, Closed Regimes

Open Networks, Closed Regimes
Author: Shanthi Kalathil
Publisher: Carnegie Endowment
Total Pages: 235
Release: 2010-11
Genre: Computers
ISBN: 087003331X

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As the Internet diffuses across the globe, many have come to believe that the technology poses an insurmountable threat to authoritarian rule. Grounded in the Internet's early libertarian culture and predicated on anecdotes pulled from diverse political climates, this conventional wisdom has informed the views of policymakers, business leaders, and media pundits alike. Yet few studies have sought to systematically analyze the exact ways in which Internet use may lay the basis for political change. In O pen Networks, Closed Regimes, the authors take a comprehensive look at how a broad range of societal and political actors in eight authoritarian and semi-authoritarian countries employ the Internet. Based on methodical assessment of evidence from these cases—China, Cuba, Singapore, Vietnam, Burma, the United Arab Emirates, Saudi Arabia, and Egypt—the study contends that the Internet is not necessarily a threat to authoritarian regimes.

Turning Point

Turning Point
Author: Darrell M. West
Publisher:
Total Pages: 0
Release: 2020
Genre: Artificial intelligence
ISBN: 9780815738596

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Artificial Intelligence is here, today. How can society make the best use of it? Until recently, "artificial intelligence" sounded like something out of science fiction. But the technology of artificial intelligence, AI, is becoming increasingly common, from self-driving cars to e-commerce algorithms that seem to know what you want to buy before you do. Throughout the economy and many aspects of daily life, artificial intelligence has become the transformative technology of our time. Despite its current and potential benefits, AI is little understood by the larger public and widely feared. The rapid growth of artificial intelligence has given rise to concerns that hidden technology will create a dystopian world of increased income inequality, a total lack of privacy, and perhaps a broad threat to humanity itself. In their compelling and readable book, two experts at Brookings discuss both the opportunities and risks posed by artificial intelligence--and how near-term policy decisions could determine whether the technology leads to utopia or dystopia. Drawing on in-depth studies of major uses of AI, the authors detail how the technology actually works. They outline a policy and governance blueprint for gaining the benefits of artificial intelligence while minimizing its potential downsides. The book offers major recommendations for actions that governments, businesses, and individuals can take to promote trustworthy and responsible artificial intelligence. Their recommendations include: creation of ethical principles, strengthening government oversight, defining corporate culpability, establishment of advisory boards at federal agencies, using third-party audits to reduce biases inherent in algorithms, tightening personal privacy requirements, using insurance to mitigate exposure to AI risks, broadening decision-making about AI uses and procedures, penalizing malicious uses of new technologies, and taking pro-active steps to address how artificial intelligence affects the workforce. Turning Point is essential reading for anyone concerned about how artificial intelligence works and what can be done to ensure its benefits outweigh its harm.

Algorithms of Oppression

Algorithms of Oppression
Author: Safiya Umoja Noble
Publisher: NYU Press
Total Pages: 245
Release: 2018-02-20
Genre: Computers
ISBN: 1479837245

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Acknowledgments -- Introduction: the power of algorithms -- A society, searching -- Searching for Black girls -- Searching for people and communities -- Searching for protections from search engines -- The future of knowledge in the public -- The future of information culture -- Conclusion: algorithms of oppression -- Epilogue -- Notes -- Bibliography -- Index -- About the author

Weapons of Math Destruction

Weapons of Math Destruction
Author: Cathy O'Neil
Publisher: Crown Publishing Group (NY)
Total Pages: 274
Release: 2016
Genre: Business & Economics
ISBN: 0553418815

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"A former Wall Street quantitative analyst sounds an alarm on mathematical modeling, a pervasive new force in society that threatens to undermine democracy and widen inequality,"--NoveList.