GS Paper IV 2021 · Q2 (Section A)
2 parts · 10 marks and 150 words each Ethics in public administration X-Ray · Core #36Q2(a) 10 marks · 150 words · answered on its own
Impact of digital technology as reliable source of input for rational decision making is a debatable issue. Critically evaluate with suitable example.
Approach · directive: “critically evaluate (with a suitable example)”
What it asks · Judge how reliable digital technology is as an input for rational decisions: its strengths, its risks and a reasoned verdict, with a suitable example.
It asks 2 things — answer each
- Critically evaluate how far digital technology can be relied on as an input for rational decisions: strengths, risks and a verdict
- Support the evaluation with a suitable example
Open with · Max Weber saw rationalisation as the drive towards a world in which one can master all things by calculation; digital technology is its newest tool, and whether it is a reliable input depends on its data, design and the judgement that reads it.
Cover
- A table weighs databases, platforms and algorithms: each brings a strength (weeding out fakes, speed, uniform criteria) and a matching risk.
- Case for: PAHAL's weeding out of 4.09 crore duplicate, fake or inactive LPG connections saved an estimated ₹74,031 crore up to March 2025.
- Case against: Aadhaar authentication failures (6% for fingerprints, recorded by the Supreme Court in 2018) can exclude the genuine.
- Example: the Supreme Court's May 2021 warning that a vaccination policy relying exclusively on a digital portal would fail the marginalised.
- Verdict: a reliable input, not the decision; field verification, offline routes, human review and algorithm audits.
Close with · Kept in that place, technology widens reason without building Weber's iron cage, where rationalisation ends in the loss of freedom and meaning.
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- Weber described rationalisation as a historical drive towards a world in which 'one can, in principle, master all things by calculation' (Science as a Vocation, 1919).Max Weber — Stanford Encyclopedia of Philosophy (section 3.2, Calculability, Predictability, and World-Mastery) ↗“rationalization means a historical drive towards a world in which “one can, in principle, master all things by calculation” [Weber 1919/1946, 139].”
- Weber's 'iron cage', at the close of the Protestant Ethic, is read as his fear that rationalisation culminates in the complete loss of freedom and meaning in the modern world.Max Weber — Stanford Encyclopedia of Philosophy ↗“The apocalyptic imagery of the “iron cage” that haunts the concluding pages of the Protestant Ethic is commonly taken to reflect his fatalism about the inexorable unfolding of rationalization and its culmination in the complete loss of freedom and meaning in the modern world.”
- DBT Bharat: under PAHAL, estimated savings of Rs 74,031.34 crore cumulatively up to March 2025 from eliminating 4.09 crore duplicate, fake, non-existent or inactive LPG connections.Estimated Gains — Direct Benefit Transfer (DBT Bharat), Government of India ↗“Estimated Savings / Benefits (in Rs. Cr) Cumulative upto March 2024 April 2024 to March 2025 Cumulative upto March 2025 Remarks 1 Ministry of Petroleum and Natural Gas PAHAL 73,846.49 184.85 74,031.34 Elimination of 4.09 crore duplicate, fake/ non-existent, inactive LPG connections.”
- UIDAI figures recorded in the Supreme Court's Aadhaar judgment (26 September 2018): fingerprint authentication failed for 6.00% and iris for 8.54% of unique IDs; UIDAI held that failures need not mean exclusion because exception handling is mandatory.Justice K.S. Puttaswamy (Retd.) v. Union of India (Aadhaar), W.P.(C) 494 of 2012, judgment of 26 September 2018 — Supreme Court of India ↗“Authentication failure rate at national level is as below: Modality Unique UID Failed Unique ID Failed Percentage Participated IRIS 1,08,50,391 9,27,132 8.54% FINGER 61,63,63,346 3,69,62,619 6.00% It must be stated that authentication failures do not mean exclusion or denial from subsidies, benefits or services since the requesting entities are obliged under the law to provide for exception handling mechanisms.”
- Supreme Court order of 31 May 2021 (suo motu, Covid-19): a vaccination policy relying exclusively on a digital portal would miss universal immunisation owing to the digital divide; the marginalised would bear the brunt, with implications for the rights to equality and health.In Re: Distribution of Essential Supplies and Services During Pandemic, SMW(C) No. 3 of 2021, order of 31 May 2021 — Supreme Court of India ↗“country between the ages of 18-44 years would be unable to meet its target of universal immunization owing to such a digital divide. It is the marginalized sections of the society who would bear the brunt of this accessibility barrier.”
Question: UPSC's CS (Main) 2021, GS Paper IV — paper ↗. Approach: Minimalist IAS, checked 3 Oct 2026 (how we verify) — UPSC publishes no model answers. ·
Model answer· 221words · Minimalist IAS
Max Weber saw rationalisation as the drive towards a world in which 'one can, in principle, master all things by calculation'. Digital technology is its newest tool; whether it is a reliable input depends on its data, its design and the judgement that reads it.
| Digital input | Strength | Risk |
|---|---|---|
| Beneficiary databases | Weed out fakes | Exclude the genuine |
| Online platforms | Speed, transparency | Digital divide |
|---|---|---|
| Algorithms | Uniform criteria | Opaque, biased models |
- Evidence at scale: under PAHAL, weeding out 4.09 crore duplicate, fake or inactive LPG connections saved an estimated ₹74,031 crore up to March 2025 (DBT Bharat).
- Consistency: a rule coded once applies alike to all, curbing discretion and favour.
- Exclusion errors: UIDAI data recorded in the Supreme Court's Aadhaar judgment (2018) showed fingerprint authentication failing for 6% of IDs; hence the insistence on exception handling, not denial.
- Example, the digital divide: in May 2021 the Supreme Court observed that a vaccination policy relying exclusively on a digital portal would miss universal immunisation 'owing to such a digital divide', with the marginalised bearing the brunt.
Verdict: digital output is a reliable input, not the decision. Verify it in the field, keep offline routes and human review, and audit algorithms for bias.
Kept in that place, technology widens reason without building Weber's 'iron cage', where rationalisation ends in the loss of freedom and meaning.
Prepared by Minimalist IAS to the answer standard of Shivam Singh (mentor, 7 years) · facts checked against official sources (how we verify) · updated 3 Oct 2026. UPSC publishes no model answers: compare your structure and coverage with this, then write your own.
Q2(b) 10 marks · 150 words · answered on its own
Besides domain knowledge, a public official needs innovativeness and creativity of a high order as well, while resolving ethical dilemmas. Discuss with suitable example.
Approach · directive: “discuss (with a suitable example)”
What it asks · Discuss why a public official needs creativity and innovativeness, beyond domain knowledge, to resolve ethical dilemmas, with an example.
It asks 2 things — answer each
- Discuss why innovativeness and creativity, besides domain knowledge, are needed to resolve ethical dilemmas
- Support the discussion with a suitable example
Open with · An ethical dilemma arises when two legitimate duties collide; domain knowledge maps the rules, but for Aristotle practical wisdom cannot be acquired by learning general rules alone, so imagination must find a third path.
Cover
- A table contrasts rule-bound and creative responses to two dilemmas: a cut-off village, and lockdown versus hungry workers.
- Why creativity: rules run out when both options are lawful or both hurt; reframing turns either-or into both-and.
- Example: Armstrong Pame, SDO of Tousem in Manipur, mobilised communities and Facebook donations to build the 100-km People's Road by February 2013.
- Boundary: creativity within law, transparency and the public interest; bending rules is misconduct, not innovation.
Close with · Mission Karmayogi aims to make the civil servant more creative, constructive, imaginative, innovative; ethical dilemmas are where that aim meets its real test.
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- Aristotle's practical wisdom (phronesis) cannot be acquired by learning general rules alone; it needs deliberative, emotional and social skills acquired through practice.Aristotle's Ethics — Stanford Encyclopedia of Philosophy ↗“Therefore practical wisdom, as he conceives it, cannot be acquired solely by learning general rules. We must also acquire, through practice, those deliberative, emotional, and social skills that enable us to put our general understanding of well-being into practice”
- Harvard's Mittal South Asia Institute (2018): while posted as SDO of Tousem sub-division in Manipur, IAS officer Armstrong Pame and his elder brother mobilised resources and local communities and created a Facebook page seeking donations for a 100-km rural road.People's Road: Connecting Rural Populations, by Raile Rocky Ziipao — Lakshmi Mittal and Family South Asia Institute, Harvard University, 18 June 2018 ↗“a young and dynamic native-born IAS officer named Armstrong Pame took up road connectivity as an immediate requirement in the area. While posted as Sub-Divisional Officer (SDO) of Tousem sub-division, he and his elder brother mobilized resources and local communities. They created a Facebook page seeking donations to construct a 100-km rural road.”
- The People's Road, linking Manipur, Nagaland and Assam, was completed in seven months (August 2012 to February 2013) after the state government had neglected the Tamenglong-Haflong road for over 30 years.People's Road: Connecting Rural Populations, by Raile Rocky Ziipao — Lakshmi Mittal and Family South Asia Institute, Harvard University, 18 June 2018 ↗“It was completed in seven months (August 2012–February 2013), after the state government neglected it for over 30 years.”
- Without roads, villagers in these hill areas carried their sick on bamboo stretchers to the nearest health centre.People's Road: Connecting Rural Populations, by Raile Rocky Ziipao — Lakshmi Mittal and Family South Asia Institute, Harvard University, 18 June 2018 ↗“Consequences of inadequate infrastructure include villagers carrying their sick on bamboo stretchers to the nearest health center.”
- Mission Karmayogi (Cabinet approval, 2 September 2020) aims to prepare the civil servant for the future by making him more creative, constructive, imaginative, innovative, proactive, professional, progressive, energetic, enabling, transparent and technology-enabled.Cabinet approves "Mission Karmayogi" - National Programme for Civil Services Capacity Building (NPCSCB) — PIB, 2 September 2020 ↗“Mission Karmayogi aims to prepare the Indian Civil Servant for the future by making him more creative, constructive, imaginative, innovative, proactive, professional, progressive, energetic, enabling, transparent and technology-enabled.”
Question: UPSC's CS (Main) 2021, GS Paper IV — paper ↗. Approach: Minimalist IAS, checked 3 Oct 2026 (how we verify) — UPSC publishes no model answers. ·
Model answer· 211words · Minimalist IAS
An ethical dilemma arises when two legitimate duties collide, so that honouring one breaches the other. Domain knowledge maps the rules, but for Aristotle practical wisdom (phronesis) cannot be acquired by learning general rules alone; imagination must find a third path.
| Dilemma | Rule-bound response | Creative response |
|---|---|---|
| A cut-off village, no road in sight | Wait for a sanctioned scheme | People's road, crowd-funded |
| Lockdown versus hungry workers | Enforce or relax curbs | Curbs plus community kitchens |
|---|
- Rules run out: in a dilemma both options may be lawful, or both may hurt someone; the manual cannot rank them.
- Reframing: creativity turns either-or into both-and by asking which human need lies beneath each duty.
- Example: the Tamenglong–Haflong road in Manipur lay neglected for over 30 years while villagers carried their sick on bamboo stretchers. As SDO of Tousem, Armstrong Pame and his brother mobilised local communities and a Facebook appeal for donations; the 100-km People's Road was built in seven months, by February 2013.
- Toolkit: consultation, pilots, technology and partnership with civil society.
- Boundary: creativity must stay within law, transparency and the public interest; a clever bending of rules is misconduct, not innovation.
Mission Karmayogi aims to make the civil servant 'more creative, constructive, imaginative, innovative'. Ethical dilemmas are where that aim meets its real test.
Prepared by Minimalist IAS to the answer standard of Shivam Singh (mentor, 7 years) · facts checked against official sources (how we verify) · updated 3 Oct 2026. UPSC publishes no model answers: compare your structure and coverage with this, then write your own.
