ProjectsPilot
Ethics & IntegrityPrelims: LowMains: HighInterview: High12 min readUpdated 2026-05-25

AI & technology ethics

AI & technology ethics — bias, transparency, accountability, algorithmic justice

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.

Inside the full topic

Create a free account to continue reading — the deep dive, exam angles, mind map and revision card are waiting.

  • Start here (zero knowledge)
  • Flow diagram & mind map
  • Deep dive
  • Real-world connections
  • Memory hooks & mnemonics
  • The Prelims angle
  • The Mains angle
  • The Interview angle
  • Common traps & misconceptions
  • 5-minute revision card
  • Related topics

Continue reading — free

Get the full topic with deep dive, Prelims/Mains/Interview angles, mind maps, revision cards, AI tutor and daily current affairs — in English and Hindi.

Create free account Already a member? Sign in