Skip to main content

ETHNOS_APP

Home • Search • Journals • List 0

Amazon Scraps Secret AI Recruiting Tool that Showed Bias against Women

Bibliographic Data

ID20046865
AuthorsJeffrey Dastin (corresponding author)
Year2022
Pages296-299
Publication date2022-03-16
Peer ReviewedYes
Open AccessNo
TypeCHAPTER
VenueEthics of Data and Analytics (SOURCE_BOOK)
PublisherAuerbach Publications (PUBLISHER)
DOI10.1201/9781003278290-44
OpenAlexW4220820301
ISBN9781003278290
LanguageEN
Citations received111

Automation has been key to Amazon's e-commerce dominance, be it inside warehouses or driving pricing decisions. The company's experimental hiring tool used artificial intelligence to give job candidates scores ranging from one to five stars - much like shoppers rate products on Amazon. In effect, Amazon's system taught itself that male candidates were preferable. It penalized resumes that included the word “women's,” as in “women's chess club captain.” And it downgraded graduates of two all-women's colleges, according to people familiar with the matter. Amazon's experiment began at a pivotal moment for the world's largest online retailer. Machine learning was gaining traction in the technology world. The American civil liberties union is currently challenging a law that allows criminal prosecution of researchers and journalists who test hiring websites' algorithms for discrimination

Amazon rainforest · Art · Biology · Digital Economy and Work Transformation

  • Les algorithmes sont-ils racistes

    Open Access•Mariame Tighanimine•Socio•2023

  • Decolonial AI

    Open Access•Shakir Mohamed, Marie-Therese Png et al.•Philosophy & Technology•2020

  • Does AI Debias Recruitment? Race, Gender, and AI’s “Eradication of Difference”

    Open Access•Eleanor Drage, Kerry Mackereth•Philosophy & Technology•2022

  • Ethical Issues in Democratizing Digital Phenotypes and Machine Learning in the Next Generation of Digital Health Technologies

    Open Access•Maurice Mulvenna, Raymond Bond et al.•Philosophy & Technology•2021

  • Artificial Intelligence (AI) in Islamic Ethics

    Open Access•Ezieddin Elmahjub•Philosophy & Technology•2023

  • Coverage of Artificial Intelligence and Machine Learning within Academic Literature, Canadian Newspapers, and Twitter Tweets

    Open Access•Aspen Lillywhite, G Wolbring•Societies•2020

  • Digital failure

    Open Access•Lauren E Bridges•Big Data & Society•2021

  • Big Data and (the New?) Reality

    Open Access•Manuela Mihăescu•American, British and Canadian…•2023

  • El activismo de datos frente al control algorítmico. Nuevos modelos de gobernanza, viejas asimetrías

    Open Access•Paz Sastre, Ángel Gordo et al.•Revista científica de información…•2019

  • Inteligência artificial, gênero e direitos humanos

    Open Access•Gustavo Silveira Borges, Maurício Da Cunha Savino Filó•Revista Justiça do Direito•2021

  • Combining uncertainty information with AI recommendations supports calibration with domain knowledge

    Harishankar Vasudevanallur Subramanian, Casey Canfield et al.•Journal of Risk Research•2023

  • Algorithms, data, and platforms

    Mark Nitzberg, John Zysman•Journal of European Public Policy•2022

  • Pinning down an octopus

    Slobodan Tomic, Vid Štimac•Journal of European Public Policy•2025

  • The electrified social and its dark alternatives

    Amrei Maddox, Luke Heemsbergen•Continuum•2021

  • In total smartness

    Open Access•Seidali Kurtmollaiev•Consumption Markets & Culture•2023

  • The configurational effects of artificial intelligence-based hiring decisions on applicants' justice perception and organisational commitment

    Open Access•Jun Yu, Zhengcong Ma et al.•Information Technology and People•2025

  • What machines shouldn’t do

    Open Access•Scott Robbins•AI & Society•2025

  • Machines As Social Entities (Mase) Scale

    Open Access•Joo-Wha Hong, Joo‐Wha Hong•Social Science Computer Review•2023

  • A data quality approach to the identification of discrimination risk in automated decision making systems

    Open Access•Antonio Vetrò, Marco Torchiano et al.•Government Information Quarterly•2021

  • Feminist Principles for an Inclusive and Transformative Artificial Intelligence

    Zoi Roupakia, Jennifer Castañeda-Navarrete•Canadian Journal of Communication•2025

  • The new global public

    Open Access•Jessica Dawson•Filozofija i drustvo•2025

  • On the Morality of Artificial Intelligence [Commentary]

    Open Access•Alexandra Luccioni, Alexandra Sasha Luccioni et al.•IEEE Technology and Society…•2020

  • The nature, detection, and avoidance of harmful discrimination in criminal justice

    Open Access•Brendan O’flaherty, Brendan O'Flaherty et al.•Journal of Policy Analysis and…•2023

  • Emergent Discrimination

    Open Access•Jannik Zeiser•Journal of Applied Philosophy•2025

  • Hedonic price models, social media data and AI – An application to the AIRBNB sector in us cities

    Open Access•John Östh, Umut Türk et al.•Computers Environment and Urban…•2025

  • When artificial intelligence meets educational leaders’ data-informed decision-making

    Open Access•Yinying Wang•Studies In Educational Evaluation•2021

  • AI for the people? Embedding AI ethics in HR and people analytics projects

    Open Access•Oshri Bar-Gil, Tom Ron et al.•Technology in Society•2024

  • Gaslighting Ourselves

    Open Access•Daniel K N Johnson•The Review of Black Political…•2025

  • Advocating for population health

    Open Access•Alireza Kamyabi, Ihoghosa Iyamu et al.•Canadian Journal of Public Health•2024

  • Is it necessary? A framework for assessing the utility of A.I. in HRM practices

    Open Access•Shrihari Suresh Sohani, Janak Pandey et al.•Acta Psychologica•2025

  • (Dis)Obedience in Digital Societies

    Open Access•Sven Quadflieg, Klaus Neuburg et al.•Obedience in Digital Societies•2022

  • Recommender Systems

    Open Access•Sergio Genovesi, Katharina Kaesling et al.•Recommender Systems•2023

  • Trustworthy Artificial Intelligence

    Open Access•Davinder Kaur, Suleyman Uslu et al.•ACM Computing Surveys•2023

  • Improving public services using artificial intelligence

    Paul Henman•Asia Pacific Journal of Public…•2020

  • Ethics of AI in Education

    Open Access•William Holmes, Kaśka Porayska‐Pomsta et al.•International Journal of…•2022

  • Artificial Intelligence and Journalism

    Open Access•Mercedese Broussard, Meredith Broussard et al.•Journalism & Mass Communication…•2019

  • Inteligência artificial

    Open Access•Luís Roberto Barroso, Patrícia Perrone Campos Mello•Revista Direito e Práxis•2024

  • A Gendered Lens to Platformisation in Tourism and Hospitality

    Open Access•Fiona Eva Bakas, Tara Duncan et al.•Tourism Planning & Development•2026

  • Pensar críticamente la inteligencia artificial en la escuela

    Open Access•Maria Emilia Echeveste, Virginia Brassesco•Edutec. Revista Electrónica de…•2026

  • Is It Fair to be Accurate? Moral-Emotional Responses to Organizations’ AI Orientation Choices

    Open Access•Flore Vancompernolle Vromman, Corentin Hericher et al.•Business & Society•2026

  • Halkla İli̇şki̇ler, Yapay Zekâ Ve Hegemonya

    Kadir CANÖZ, Berkay İREZ et al.•Karatay Sosyal Araştırmalar Dergisi•2023

  • How to measure gender bias in machine translation

    Open Access•Anna Farkas, Renáta Németh•Social Sciences & Humanities Open•2022

  • Discriminación algorítmica e ilusoria neutralidad. Actuales desafíos ante el fortalecimiento de tradicionales desigualdades en materia de violencia contra la mujer

    Open Access•Sandra López De Zubiría Díaz•FEMERIS Revista Multidisciplinar…•2024

  • Racial, skin tone, and sex disparities in automated proctoring software

    Open Access•Deborah R Yoder-Himes, Alina Asif et al.•Frontiers in Education•2022

  • The Casino Syndrome

    Open Access•Anzala Khan, A H M Noman Khan et al.•International Journal of English…•2023

  • From access and transparency to refusal

    Open Access•Alexandra James, Deirdre Hynes et al.•Internet Policy Review•2023

  • Can AI Become Walter Cronkite? Testing the Machine Heuristic, the Hostile Media Effect, and Political News Written by Artificial Intelligence

    Joo-Wha Hong, Ho-Chun Herbert Chang et al.•Digital Journalism•2025

  • Inevitable Third

    Open Access•D A Tomiltseva, Д А Томильцева et al.•The Journal of Political Theory…•2020

  • Algorithmische Entscheidungsfindung aus der Gleichstellungsperspektive – ein Balanceakt zwischen Gender Data Gap, Gender Bias, Machine Bias und Regulierung

    Open Access•Fabian Lütz•GENDER – Zeitschrift für…•2023

  • Inteligência artificial, vieses algorítmicos e racismo

    Open Access•Alexandre Morais da Rosa, Bárbara Guasque•Opinión Jurídica•2024

  • Comprendre les algorithmes, leurs risques et leurs promesses

    Open Access•Vincent Cohen-Addad•Questions de communication•2022

  • Algorithmic injustice and human rights

    Open Access•Denis Coitinho, Abraham Olivier•Filosofia Unisinos•2024

  • Disability, fairness, and algorithmic bias in AI recruitment

    Open Access•Nicholas Tilmes•Ethics and Information Technology•2022

  • Big data and the risk of misguided responsibilization

    Open Access•Lisa M Herzog•Ethics and Information Technology•2024

  • Weapons of moral construction? On the value of fairness in algorithmic decision-making

    Open Access•Benedetta Giovanola, Simona Tiribelli•Ethics and Information Technology•2022

  • AI recruitment algorithms and the dehumanization problem

    Open Access•Megan Fritts, Fernando Cabrera et al.•Ethics and Information Technology•2021

  • Engineers on responsibility

    Open Access•Eleanor Drage, Kerry Mcinerney et al.•Ethics and Information Technology•2024

  • The ethical use of artificial intelligence in human resource management

    Open Access•Sarah Bankin•Ethics and Information Technology•2021

  • Algorithmic futures

    Open Access•Rachel Moylan, Jillianne Code•Teachers and Teaching•2024

  • The Human Side of Artificial Intelligence

    Open Access•Matthew A Butkus•Science and Engineering Ethics•2020

  • Justicia algorítmica

    Open Access•Andrea Bravo Bolado•Estudios Penales y Criminológicos•2023

  • FAT-CAT—Explainability and augmentation for an AI system

    Open Access•Changhyun Lee, KyungJin Cha•International Journal of…•2023

  • The Racial Landscape of Fintech Mortgage Lending

    Tyler Haupert•Housing Policy Debate•2022

  • Conceptual and theoretical frameworks for leveraging makerspaces to encourage and retain underrepresented populations in STEM through learning by design

    Open Access•Lynn Nichols, Rachel Gorsky et al.•Educational Technology Research…•2024

  • The Moral of Artificial Intelligence

    Andrey Zheleznov•Philosophical Literary Journal…•2021

  • Threat of racial and economic inequality increases preference for algorithm decision-making

    Open Access•Yochanan Bigman, Kai Chi Yam et al.•Computers in Human Behavior•2021

  • Environmentally sustainable development and use of artificial intelligence in health care

    Open Access•Cristina Richie•Bioethics•2022

  • Flawed Like Us and the Starry Moral Law

    Open Access•Tae Wan Kim•Journal of Business Ethics•2021

  • The Ethical Implications of Artificial Intelligence (AI) For Meaningful Work

    Open Access•Sarah Bankin, Paul Formosa•Journal of Business Ethics•2023

  • The Implications of Diverse Human Moral Foundations for Assessing the Ethicality of Artificial Intelligence

    Open Access•Jake B Telkamp, Marc H Anderson•Journal of Business Ethics•2022

  • Do the Ends Justify the Means? Variation in the Distributive and Procedural Fairness of Machine Learning Algorithms

    Open Access•Lily Morse, Mike Horia M Teodorescu et al.•Journal of Business Ethics•2022

  • Employees Adhere More to Unethical Instructions from Human Than AI Supervisors

    Open Access•Lukas Lanz, F Walter et al.•Journal of Business Ethics•2024

  • Ethical Perceptions of AI in Hiring and Organizational Trust

    Open Access•Maria Figueroa-Armijos, Brent B Clark et al.•Journal of Business Ethics•2023

  • From Reality to World. A Critical Perspective on AI Fairness

    Open Access•Jean-Marie John-Mathews, Dominique Cardon et al.•Journal of Business Ethics•2022

  • For Me or Against Me? Reactions to AI (vs. Human) Decisions That Are Favorable or Unfavorable to the Self and the Role of Fairness Perception

    Open Access•Jungmin Choi, Melody Manchi Chao•Personality and Social Psychology…•2026

  • New Digital Divide Shaped by Algorithm? Evidence from Agent-Based Testing on Douyin’s Health-Related Video Recommendation

    Open Access•Wen Shi, Jinhui Li•Communication Research•2024

  • Artificial Intelligence and Public Human Resource Management

    Open Access•Brad Johnson, Brad A M Johnson et al.•Public Personnel Management•2022

  • Unmasking inequalities of the code

    Open Access•Tuba Bircan, Mustafa F Özbilgin•Technological Forecasting and…•2025

  • Algorithmic Elections

    Sarah Bender•Michigan Law Review•2022

  • Value alignment, human enhancement, and moral revolutions

    Ariela Tubert, Justin Tiehen•Inquiry•2025

  • The Past 110 Years

    Nicole Hassoun, Sherri Lynn Conklin et al.•Ethics•2022

  • Iterated learning reveals stereotypes of facial trustworthiness that propagate in the absence of evidence

    Open Access•Stefan Uddenberg, Bill D Thompson et al.•Cognition•2023

  • Using the interest theory of rights and Hohfeldian taxonomy to address a gap in machine learning methods for legal document analysis

    Open Access•Ahmed Izzidien•Humanities and Social Sciences…•2023

  • Auditing Flood Vulnerability Geo-Intelligence Workflow for Biases

    Open Access•Brian Masinde, Caroline M Gevaert et al.•ISPRS International Journal of…•2024

  • Digital Ethics

    Open Access•Mustafa Kamal, Mushfeka Binte Kamal et al.•SAGE Open•2025

  • Postdigital human capital

    Open Access•Petar Jandrić•International Journal of…•2023

  • Biased Humans, (Un)Biased Algorithms

    Open Access•Florian Pethig, Julia Kroenung•Journal of Business Ethics•2023

  • Algorithms are not bias‐free

    Open Access•Spring Yan•Human Behavior and Emerging…•2021

  • Bias in Facial Recognition Technologies Used by Law Enforcement

    Agne Limante•Nordic Journal of Human Rights•2023

  • From 'objectivity' to obedience

    Open Access•Theodoros Kouros•AI & Society•2026

  • Artificial intelligence in fiction

    Open Access•Isabella Hermann•AI & Society•2023

  • The shift of Artificial Intelligence research from academia to industry

    Open Access•Miguel Angelo de Abreu de Sousa•AI & Society•2025

  • Gender bias perpetuation and mitigation in AI technologies

    Open Access•Sinéad O’connor, Helen K Liu•AI & Society•2024

  • “Everybody knows what a pothole is”

    Open Access•SJ Bennett, Benedetta Catanzariti et al.•AI & Society•2025

  • The latent space of data ethics

    Open Access•Enrico Panai•AI & Society•2024

  • Algorithmic bias, fairness, and inclusivity

    Open Access•Paola Panarese, Marco Grasso et al.•AI & Society•2026

  • More or less discrimination? Practical feasibility of fairness auditing of technologies for personnel selection

    Open Access•Helena Mihaljević, Ivana Müller et al.•AI & Society•2024

  • Manifestations of xenophobia in AI systems

    Open Access•Nenad Tomasev, Jonathan Leader Maynard et al.•AI & Society•2025

  • Machines looping me

    Open Access•Bogdan-Andrei Lungu•AI & Society•2026

  • Patterns of Inclusion

    Open Access•Elisabeth K Kelan•Patterns of Inclusion•2024

Unique citing works111
Citations per year15,86
Citation span2019 - 2026 (8)
Citation velocitycurrent
Highly citedYes
Citation typesNeutral: 81

Tools

Open DOI
Ethnos_APP • Open Source Project • MIT License • Frontend v2.0.0 • Privacy and Cookies • API Documentation: api.ethnos.app/docs • API Source Code: GitHub • DOI: 10.5281/zenodo.17049435 • Frontend Source Code: GitHub • DOI: 10.5281/zenodo.17050053 • cruz.rio.br • Expectantes Misericordiae