Algorithmic Discrimination and Equal Protection: Rethinking Anti-Discrimination Law in the AI Era

Algorithmic discrimination becomes a nightmare, especially as artificial intelligence systems continue to affect citizenry in the field of employment, housing, credit, policing, and healthcare. We can expect such technologies to be efficient and objective, however, they tend to recreate or intensify historical biases enshrined in data or decision-making settings. The present paper poses the question of whether current anti-discrimination/equal protection legislation is sufficient to deal with the harms caused by algorithms. It holds the position that the opacity, scale, speed of AI-based decisions cannot be adequately dealt with by traditional legal systems, most of which were created in the pre-digital age. The paper is based on a critical assessment of the current trends in global regulation to define the evolutions of the anti-discrimination norms that have to be implemented to achieve the aims of algorithmic equity and accountability. The study suggests a multifaceted legal policy combining regulatory creativity, demands of algorithmic transparency, and rephrasing of discriminatory intent to reflect its online manifestation.

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Social science review archives.
Published
2025-07-04
DOI
https://doi.org/10.70670/sra.v3i3.850
Primary Topic
Legal and Policy Issues
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article
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article

Algorithmic Discrimination and Equal Protection: Rethinking Anti-Discrimination Law in the AI Era

Rayaz Ahmed Malik, Muhammad Ahsan Iqbal Hashmi, Ismail Hassan, Sajid Sultan
Social science review archives.
Legal and Policy Issues
article

Algorithmic Discrimination and Equal Protection: Rethinking Anti-Discrimination Law in the AI Era

Rayaz Ahmed Malik, Muhammad Ahsan Iqbal Hashmi, Ismail Hassan, Sajid Sultan
article en

Abstract

Algorithmic discrimination becomes a nightmare, especially as artificial intelligence systems continue to affect citizenry in the field of employment, housing, credit, policing, and healthcare. We can expect such technologies to be efficient and objective, however, they tend to recreate or intensify historical biases enshrined in data or decision-making settings. The present paper poses the question of whether current anti-discrimination/equal protection legislation is sufficient to deal with the harms caused by algorithms. It holds the position that the opacity, scale, speed of AI-based decisions cannot be adequately dealt with by traditional legal systems, most of which were created in the pre-digital age. The paper is based on a critical assessment of the current trends in global regulation to define the evolutions of the anti-discrimination norms that have to be implemented to achieve the aims of algorithmic equity and accountability. The study suggests a multifaceted legal policy combining regulatory creativity, demands of algorithmic transparency, and rephrasing of discriminatory intent to reflect its online manifestation.

Social science review archives.Vol. 3(3)
Bahauddin Zakariya University (PK), University of the Punjab (PK)
Openalex Percentile: Top 73%
Legal and Policy Issues
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Algorithmic Discrimination and Equal Protection: Rethinking Anti-Discrimination Law in the AI Era — Rayaz Ahmed Malik, Muhammad Ahsan Iqbal Hashmi, et al. · Social science review archives. (2025) | TGRS Research Map | TGRS