GS Paper 4EthicsGovernanceScience & TechPrelims + Mains

Algorithms in the Secretariat: Ethics of AI in Public Administration

10 Feb 20267 min read
Abstract visualisation of a neural network in blue and orange light

Context: The Algorithmic State

Government use of AI has moved from pilots to production — Aadhaar-linked deduplication of beneficiaries, AI-flagged GST fraud, facial recognition at airports under DigiYatra, and predictive analytics in policing. Each promises efficiency; each also introduces the risk that an opaque model quietly decides who receives a ration card or who is stopped at a checkpoint.

Core Ethical Dilemmas

  • Accountability gap: when a model wrongly excludes a beneficiary, responsibility diffuses between vendor, data team and signing officer — the 'many hands' problem.
  • Bias and fairness: training data reflecting historical discrimination can encode caste, gender or regional bias into 'neutral' outputs.
  • Transparency versus efficacy: fully explainable models may be less accurate; but citizens have a right to reasons under natural justice (audi alteram partem).
  • Autonomy and consent: citizens often cannot opt out of algorithmic processing by the State.
  • Deskilling: over-reliance erodes the officer's independent judgement — the Kantian duty to treat persons as ends, not data points.

A Civil Servant's Framework

Ethical use of AI in administration rests on treating the algorithm as an aid to, not a substitute for, reasoned decision-making. The officer remains the moral agent.

  • Human-in-the-loop for all adverse decisions affecting rights or entitlements.
  • Algorithmic impact assessments before deployment, published in the spirit of Section 4 of the RTI Act.
  • Grievance redressal that allows a citizen to contest a machine-assisted decision and receive reasons.
  • Procurement clauses requiring vendors to disclose training data provenance and audit access.

Test Yourself

1 graded question · Prelims format

Question 1 of 1GS Paper 4EthicsGovernanceMedium

Which of the following is NOT among the Nolan Committee's Seven Principles of Public Life?

Frequently Asked Questions

From the UPSC archive
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