Discrimination in the Digital Workplace: New Manifestations and Responses
References
- Aksoy C.G., Barrero J.M., Bloom N., Davis S.J., Dolls M., Zarate P., ‘How and Why Work--from-Home Rates Differ across Countries and People’, VoxEU, 1 May 2024; https://cepr.org/voxeu/columns/how-and-why-work-home-rates-differ-across-countries-and-people (accessed: 2 June 2026).
- Aloisi A., De Stefano V., ‘Between Risk Mitigation and Labour Rights Enforcement: Assessing the Transatlantic Race to Govern AI-Driven Decision-Making through a Comparative Lens’, European Labour Law Journal, 2023, Vol. 14, No. 2; https://doi.org/10.1177/20319525231167982 (accessed: 2 June 2026).
- Ball K., Electronic Monitoring and Surveillance in the Workplace: Literature Review and Policy Recommendations, Luxembourg, 2021; https://doi.org/10.2760/5137 (accessed: 2 June 2026).
- Bommasani R., Bana S.H., Creel K.A., Jurafsky D., Liang P., ‘Algorithmic Monocultures in Hiring’, 2026; https://algorithmichiring.github.io/ (accessed: 2 June 2026).
- Carter S.O., Dale J.G., ‘Social Bias in AI: Re-coding Innovation through Algorithmic Political Capitalism’, AI & Society, 2026, Vol. 41; https://doi.org/10.1007/s00146-025-02540-2 (accessed: 2 June 2026).
- Chowdhury S., Dey P., Joel-Edgar S., Bhattacharya S., Rodriguez-Espindola O., Abadie A., Truong L., ‘Unlocking the Value of Artificial Intelligence in Human Resource Management through AI Capability Framework’, Human Resource Management Review, 2023, Vol. 33, No. 1, article 100899; https://doi.org/10.1016/j.hrmr.2022.100899 (accessed: 2 June 2026).
- Council of Europe, European Convention on Human Rights, 1950; https://www.echr.coe.int/documents/d/echr/convention_ENG (accessed: 2 June 2026).
- Dastin J., ‘Insight – Amazon Scraps Secret AI Recruiting Tool That Showed Bias against Women’, Reuters, 11 October 2018; https://www.reuters.com/article/world/insight-amazon-scraps-secret-ai-recruiting-tool-that-showed-bias-against-women-idUSKCN1MK0AG/ (accessed: 2 June 2026).
- European Parliament, ‘EU AI Act: First Regulation on Artificial Intelligence’, 8 June 2023; https://www.europarl.europa.eu/topics/en/article/20230601STO93804/eu-ai-act-first-regulation-on-artificial-intelligence#eu-ai-act-compliance-timeline-10 (accessed: 2 June 2026).
- European Parliament, Resolution of 13 December 2022 on a Long-Term Vision for the EU’s Rural Areas – Towards Stronger, Connected, Resilient and Prosperous Rural Areas by 2040 (2021/2254(INI)), 2022; https://eur-lex.europa.eu/legal-content/EN/TXT/?uri=CELEX:52022IP0436 (accessed: 2 June 2026).
- European Parliament, Council of the European Union, European Commission, Charter of Fundamental Rights of the European Union, 2000; https://www.europarl.europa.eu/charter/pdf/text_en.pdf (accessed: 2 June 2026).
- Eurostat, ‘53% of EU Enterprises Held Remote Meetings in 2024’, 14 May 2025; https://ec.europa.eu/eurostat/web/products-eurostat-news/w/ddn-20250514-2 (accessed: 2 June 2026).
- Fabris A., Baranowska N., Dennis M.J., Graus D., Hacker P., Saldivar J., Zuiderveen Borgesius F., Biega A.J., ‘Fairness and Bias in Algorithmic Hiring: A Multidisciplinary Survey’, ACM Transactions on Intelligent Systems and Technology, 2025, Vol. 16, No. 1, article 16; https://doi.org/10.1145/3696457 (accessed: 2 June 2026).
- Ferrara E., ‘Fairness and Bias in Artificial Intelligence: A Brief Survey of Sources, Impacts, and Mitigation Strategies’, Sci, 2024, Vol. 6, No. 1, article 3; https://doi.org/10.48550/arXiv.2304.07683 (accessed: 2 June 2026).
- Fibbi R., Midtbøen A.H., Simon P., ‘Concepts of Discrimination’, in: Fibbi R., Midtbøen A.H., Simon P., Migration and Discrimination, Cham, 2021; https://doi.org/10.1007/978-3-030-67281-2_2 (accessed: 2 June 2026).
- González Vázquez I., Fernández Macías E., Wright S., Villani D., Digital Monitoring, Algorithmic Management and the Platformisation of Work in Europe, Luxembourg, 2025; https://doi.org/10.2760/9406086 (accessed: 2 June 2026).
- Han T.A., Lenaerts T., Santos F.C., Pereira L.M., ‘Voluntary Safety Commitments Provide an Escape from Over-Regulation in AI Development’, Technology in Society, 2022, Vol. 68, article 1 01843; https://doi.org/10.1016/j.techsoc.2021.101843 (accessed: 2 June 2026).
- International Labour Organization, Discrimination (Employment and Occupation) Convention, 1958 (No. 111); https://normlex.ilo.org/dyn/nrmlx_en/f?p=NORMLEXPUB:12100:0::NO-::P12100_INSTRUMENT_ID:312256 (accessed: 2 June 2026).
- International Labour Organization, Equal Remuneration Convention, 1951 (No. 100); https://normlex.ilo.org/dyn/nrmlx_en/f?p=NORMLEXPUB:12100:0::NO::P12100_INSTRUMENT_ID:312245 (accessed: 2 June 2026).
- Kalina I., Khurdei V., Shevchuk V., Vlasiuk T., Leonidov I., ‘Introduction of a Corporate Security Risk Management System: The Experience of Poland’, Journal of Risk and Financial Management, 2022, Vol. 15, No. 8, article 335; https://doi.org/10.3390/jrfm15080335 (accessed: 2 June 2026).
- Kelly-Lyth A., ‘Algorithmic Discrimination at Work’, European Labour Law Journal, 2023, Vol. 14, No. 2; https://doi.org/10.1177/20319525231167300 (accessed: 2 June 2026).
- Kordzadeh N., Ghasemaghaei M., ‘Algorithmic Bias: Review, Synthesis, and Future Research Directions’, European Journal of Information Systems, 2022, Vol. 31, No. 3; https://doi.org/10.1080/0960085X.2021.1927212 (accessed: 2 June 2026).
- Kostruba A.V., ‘The Rule of Law and Its Impact on Socio-Economic, Environmental, Gender and Cultural Issues’, Space and Culture, India, 2019, Vol. 7, No. 2; https://doi.org/10.20896/saci.v7i2.522 (accessed: 2 June 2026).
- Kunitsyn N., ‘Digital Discrimination in Algorithms: Legal Aspects’ [in Ukrainian], Yurydychna praktyka, 2025; https://pravo.ua/tsyfrova-dyskryminatsiia-v-alhorytmakh-pravoviaspekty/ (accessed: 2 June 2026).
- Malik A., Budhwar P., Kazmi B.A., ‘Artificial Intelligence (AI)-Assisted HRM: Towards an Extended Strategic Framework’, Human Resource Management Review, 2023, Vol. 33, No. 1, article 100940; https://doi.org/10.1016/j.hrmr.2022.100940 (accessed: 2 June 2026).
- Mikołajczyk-Bareła A., Grochowski M., ‘A Survey on Bias in Machine Learning Research’, arXiv preprint, 23 August 2023; https://doi.org/10.48550/arXiv.2308.11254 (accessed: 2 June 2026).
- Milanez A., Lemmens A., Ruggiu C., ‘Algorithmic Management in the Workplace: New Evidence from an OECD Employer Survey’, OECD Artificial Intelligence Papers, 2025, No. 31; https://doi.org/10.1787/287c13c4-en (accessed: 2 June 2026).
- Orlov O., ‘Digital Ethics and Algorithmic Transparency: Challenges and Approaches to Ensuring Fairness in Automated Decision-Making within Public Administration’ [in Ukrainian], Public Administration Aspects, 2025, Vol. 13, No. 2; https://doi.org/10.15421/152520 (accessed: 2 June 2026).
- Parent-Rocheleau X., Parker S.K., Bujold A., Gaudet M.-C., ‘Creation of the Algorithmic Management Questionnaire: A Six-Phase Scale Development Process’, Human Resource Management, 2024, Vol. 63, No. 1; https://doi.org/10.1002/hrm.22185 (accessed: 2 June 2026).
- Pejčinović Burić M., ‘Artificial Intelligence, Human Rights, Democracy and the Rule of Law Framework Convention. Statement by Secretary General Marija Pejčinović Burić on the Occasion of the Finalisation of the Convention’, Council of Europe, 15 March 2024; https://www.coe.int/en/web/portal/-/artificial-intelligence-human-rights-democracy-and-the-rule-of-law-framework-convention (accessed: 2 June 2026).
- Selbst A.D., Powles J., ‘Meaningful Information and the Right to Explanation’, International Data Privacy Law, 2017, Vol. 7, No. 4; https://doi.org/10.1093/idpl/ipx022 (accessed: 2 June 2026).
- Supreme Court of the United Kingdom, Uber BV and others v Aslam and others [2021] UKSC 5; https://www.supremecourt.uk/cases/uksc-2019-0029 (accessed: 2 June 2026).
- Toscano F., Zappalà S., Donati S., ‘The Dark Side of Remote Work: A Critical Review and a Call to Action to Address Remote Work Inequalities’, Informing Science: The International Journal of an Emerging Transdiscipline, 2025, Vol. 28, article 30; https://doi.org/10.28945/5624 (accessed: 2 June 2026).
- Tung I., Sonn P., Pinto M., Boxerman J., When ‘Bossware’ Manages Workers: A Policy Agenda to Stop Digital Surveillance and Automated-Decision-System Abuses, National Employment Law Project, 2025; https://www.nelp.org/app/uploads/2025/07/When-Bossware-Manages--Workers-Policy-Agenda-July-2025.pdf (accessed: 2 June 2026).
- UN General Assembly, Convention on the Elimination of All Forms of Discrimination against Women, 1979; https://www.ohchr.org/en/instruments-mechanisms/instruments/convention-elimination-all-forms-discrimination-against-women (accessed: 2 June 2026).
- UN General Assembly, International Covenant on Civil and Political Rights, 1966; https://treaties.un.org/doc/treaties/1976/03/19760323%2006-17%20am/ch_iv_04.pdf (accessed: 2 June 2026).
- UN General Assembly, Universal Declaration of Human Rights, 1948; https://www.un.org/en/about-us/universal-declaration-of-human-rights (accessed: 2 June 2026).
- UNESCO, International Research Centre on Artificial Intelligence, Challenging Systematic Prejudices: An Investigation into Bias against Women and Girls in Large Language Models, 2024; https://unesdoc.unesco.org/ark:/48223/pf0000388971 (accessed: 2 June 2026).
- UNESCO, Recommendation on the Ethics of Artificial Intelligence adopted on 23 November 2021, Paris, 2022; https://unesdoc.unesco.org/ark:/48223/pf0000381137 (accessed: 2 June 2026).
- United States District Court for the Eastern District of New York, Equal Employment Opportunity Commission v. iTutorGroup, Inc.: Civil Action No. 1:22-cv-2565, 2022; https://www.workforcebulletin.com/assets/htmldocuments/blog/8/2023/08/2022.05.05-EEOC-v.-iTutorGroup-Complaint-22-cv-02565-PKC-RLM.pdf (accessed: 2 June 2026).
- United States District Court for the Northern District of California, Derek Mobley v Workday, Inc.: Case No. 23-cv-00770-RFL, Order granting preliminary collective certification, 2025; https://www.govinfo.gov/content/pkg/USCOURTS-cand-3_23-cv-00770/pdf/USCOURTS-cand-3_23-cv-00770-1.pdf (accessed: 2 June 2026).
- U.S. Equal Employment Opportunity Commission, ‘iTutorGroup to Pay $365,000 to Settle EEOC Discriminatory Hiring Suit’, 2023; https://www.eeoc.gov/newsroom/itutorgrouppay-365000-settle-eeoc-discriminatory-hiring-suit (accessed: 2 June 2026).
- Usyn V.V., Pavlyk A.H., ‘On the Question of Discrimination in the Field of Labor Relations’ [in Ukrainian], Legal Scientific Electronic Journal, 2020, No. 6; https://doi.org/10.32782/2524-0374/2020-6/25 (accessed: 2 June 2026).
- Vavzhenchuk S., Zhmaka V., ‘Problems of Protection of Labor Rights During Hiring with the Use of Artificial Intelligence Algorithms’, Problems of Legality, 2024, No. 164; https://doi.org/10.21564/2414-990X.164.288964 (accessed: 2 June 2026).
- Webb J., McKenzie S., Doss R., Gorur R., Pye G., Yeoh W., ‘A User-Centric Taxonomy of Cyber Harm in the Metaverse’, International Journal of Law, Crime and Justice, 2025, Vol. 81, article 100734; https://doi.org/10.1016/j.ijlcj.2025.100734 (accessed: 2 June 2026).
- Weerts H., Kelly-Lyth A., Binns R., Adams-Prassl J., ‘Unlawful Proxy Discrimination: A Framework for Challenging Inherently Discriminatory Algorithms’, Proceedings of the ACM Conference on Fairness, Accountability, and Transparency, 2024; https://doi.org/10.1145/3630106.3659010 (accessed: 2 June 2026).
- Wiessner D., ‘Workday Must Face Novel Bias Lawsuit over AI Screening Software’, Reuters, 16 July 2024; https://www.reuters.com/legal/litigation/workday-must-face-novel-bias-lawsuit-over-ai-screening-software-2024-07-15/ (accessed: 2 June 2026).
- Zajko M., ‘Artificial Intelligence, Algorithms, and Social Inequality: Sociological Contributions to Contemporary Debates’, Sociology Compass, 2022, Vol. 16, No. 3, article e12962; https://doi.org/10.1111/soc4.12962 (accessed: 2 June 2026).
DOI: https://doi.org/10.2478/in-2026-0036 | Journal eISSN: 2545-0271
Language: English
Page range: 192 - 214
Published online: Oct 28, 2026
Published in print: Sep 1, 2026
Published by: Lazarski University Publishing House
In partnership with: Paradigm Publishing Services
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© 2026 Svitlana Chernous et al., published by Lazarski University
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