(a) Impact of digital technology as reliable source of input for rational decision making is a debatable issue. Critically evaluate with suitable example. (b) 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: “critically evaluate / discuss”
What it asks · (a) Judge how reliable digital technology is as an input to rational decisions, with an example; (b) explain why creativity and innovativeness matter beyond domain knowledge in resolving ethical dilemmas, with an example.
The question has 4 parts — answer each
- (a) Critically evaluate digital technology as a reliable input for rational decision-making: strengths, limits and a verdict
- (a) Support the evaluation with a suitable example
- (b) Discuss why innovativeness and creativity, beyond domain knowledge, are needed to resolve ethical dilemmas
- (b) Support the discussion with a suitable example
Open with · Simon's bounded rationality: digital data widens what a decision-maker knows, but reliability depends on the data and the judgement reading it; dilemmas need practical wisdom beyond rules.
Cover
- (a) Case for: analytics, dashboards, satellite and mobile data widen evidence, speed decisions and reduce discretion, as in real-time monitoring and direct benefit transfers.
- (a) Case against: poor or biased data, opaque algorithms, exclusion errors (for example authentication failures denying rations or pensions), privacy risks and the digital divide.
- (a) Balance: treat digital output as one input; verify data, keep human review and grievance redress, protect privacy and audit algorithms.
- (b) Domain knowledge tells what is permitted; dilemmas arise between two rights or duties, so creativity is needed to find a course that honours both.
- (b) Example: an officer enforcing a lockdown while workers go hungry sets up community kitchens with NGOs rather than choosing one duty over the other.
- (b) Tools: stakeholder consultation, pilots, design thinking and learning from other districts; creativity must stay within law, transparency and public interest.
- Anchors: Simon's bounded rationality; PAHAL savings (DBT Bharat); Aadhaar authentication-failure data (Supreme Court, 2018); Ofqual's 2020 grading reversal; Aristotle's phronesis.
Close with · Data enlarges what an official can know and creativity what an official can do; practical wisdom, not technology, turns both into a just decision.
Add value (verified)
- Herbert Simon coined 'bounded rationality' to replace the perfect-rationality assumption with a concept suited to cognitively limited decision-makers. Bounded Rationality — Stanford Encyclopedia of Philosophy ↗“Herbert Simon introduced the term ‘bounded rationality’ (Simon 1957b: 198; see also Klaes & Sent 2005) as shorthand for his proposal to replace the perfect rationality assumptions of homo economicus with a concept of rationality better suited to cognitively limited agents”
- 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.”
- Ofqual (17 August 2020) abandoned its system of calculated grades for cancelled examinations and switched to centre (teacher) assessment grades, conceding the approach had caused anguish and damaged public confidence. Statement from Roger Taylor, Chair, Ofqual — GOV.UK, 17 August 2020 ↗“The switch to centre assessment grades will apply to both AS and A levels and to the GCSE results which students will receive later this week. There was no easy solution to the problem of awarding exam results when no exams have taken place. Ofqual was asked by the Secretary of State to develop a system for awarding calculated grades”
- 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”
Question: UPSC's CS (Main) 2021, GS Paper IV — paper ↗. Approach: Minimalist IAS, checked 1 Oct 2026 (how we verify) — UPSC publishes no model answers. ·
Model answer · 430 words (UPSC limit 150) · Minimalist IAS
Herbert Simon showed that real decision-makers work under bounded rationality: limited information and limited capacity to process it. Digital technology widens the information, but whether it makes a decision more rational depends on the data and on the judgement that reads it.
(a) Digital technology as an input for rational decisions
| Digital input | Strength | Risk |
|---|---|---|
| Beneficiary databases | Cut leakage | Exclusion errors |
| Dashboards, satellite data | Real-time, wide view | Garbage in, garbage out |
| Algorithms | Uniform rules | Opacity, hidden bias |
- Wider evidence: geotagged assets and satellite images show a whole district, not the sample a tour reveals.
- Plugging leaks: 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, which supports impartiality and reduces discretion.
(a) Why its reliability is debatable
- Exclusion errors: UIDAI data recorded in the Supreme Court's Aadhaar judgment (2018) showed fingerprint authentication failing for 6% of IDs tested; hence the law's insistence on exception handling, not denial.
- Opaque models: in 2020 Ofqual dropped its system of calculated grades for cancelled examinations and reverted to teachers' assessments after it shook public confidence.
- Blind spots: a dashboard shows a toilet built, not used; people without phones or literacy vanish from the data and so from the decision.
- Verdict: digital output is a reliable input, never the verdict. Verify it against the field, keep human review and offline grievance redress, and audit algorithms for bias.
(b) Why creativity is needed beyond domain knowledge in ethical dilemmas
- Rules run out: domain knowledge says what is permitted; a dilemma arises when two legitimate duties collide and the rulebook offers no third path.
- Practical wisdom: Aristotle's phronesis, as the Stanford Encyclopedia explains it, "cannot be acquired solely by learning general rules"; it needs deliberative, emotional and social skill.
- Tools of innovation: stakeholder consultation, small pilots, design thinking and borrowing what worked in another district.
- Boundary: creativity must stay within law, transparency and public interest; a clever bending of the law is misconduct, not innovation.
(b) Example
- Lockdown dilemma: an officer must enforce movement curbs (public health) while stranded workers go hungry (compassion). Choosing one duty starves people or spreads infection. A creative officer keeps the curbs but runs community kitchens with NGOs and registers workers for transport in batches, honouring both duties.
Data enlarges what an official can know and creativity enlarges what an official can do. Neither replaces judgement: Simon's bounds are widened, not removed, by technology, and Aristotle's practical wisdom is still what turns data and rules into a just decision.
Written by Minimalist IAS from facts checked at source (how we verify) — a little fuller than exam length, so every part of the question is covered; in the hall, keep the structure and trim the detail. UPSC publishes no model answers: compare your structure and coverage with this, then write your own.