AI & technology ethics
AI & technology ethics — bias, transparency, accountability, algorithmic justice
What is AI ethics?
AI ethics is the systematic study of right and wrong in the design, deployment and consequences of artificial intelligence systems. Four pillars dominate: bias, where training data carries historical discrimination into scaled decisions; transparency, answered by explainable AI; accountability for who answers when a system errs; and algorithmic justice, covering fair procedures and fair outcomes. India's anchors are the DPDP Act 2023 and the IndiaAI Mission (2024).
Story hook
In 2018, an investigative team at ProPublica in the United States obtained data from a software called COMPAS — used by American courts to predict the recidivism risk of defendants and to recommend bail and sentencing. The journalists examined 7,000 cases in Broward County, Florida. The numbers were chilling: Black defendants were almost twice as likely as white defendants to be falsely flagged as future criminals, while white defendants were almost twice as likely to be wrongly labelled low-risk. No human judge had written racism into the code; the algorithm had learned it from historical sentencing data — and was now amplifying it through every fresh case.
Six years later, in March 2024, the European Parliament passed the EU Artificial Intelligence Act — the world's first comprehensive AI law, categorising systems by risk (unacceptable / high / limited / minimal) and banning real-time biometric identification in public spaces. The same year, Italy temporarily banned ChatGPT over privacy concerns; India's Ministry of Electronics & IT issued an advisory requiring prior permission for unreliable AI deployments (later softened); the US Federal Trade Commission launched investigations into OpenAI, Microsoft, and Amazon. A new branch of ethics — AI ethics — has gone from philosophy seminars to parliamentary statute books in less than a decade.
For UPSC candidates, the question is no longer whether to study AI ethics. It is which of its four pillars — bias, transparency, accountability, algorithmic justice — to deploy in which answer. This unit gives you the vocabulary.
Why this matters for UPSC
AI ethics is the newest GS-IV unit, added in spirit (not syllabus text) post-2020 as questions began appearing — 2020, 2022, 2023 — on algorithmic governance, data ethics, surveillance and digital divides. Prelims has touched it through DPDP Act 2023
- EU AI Act 2024. Mains uses it in case studies (300-word scenarios) and quote-based essays. Interview boards probe it heavily for technical streams (engineering, IT background) and even for arts streams when Aadhaar, face-recognition, or Aarogya Setu comes up.
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