2021 · GS Paper 4 · Q2(a) · 10 marks

Impact of digital technology as reliable source of input for rational decision making is a debatable issue. Critically evaluate with suitable example.

In short

Digital technology is a reliable input for rational decisions only when its data is verified, its algorithms auditable and a human stays accountable, so it should inform rather than replace judgement. Cyclone Fani evacuations show its strength, while the 2018 Dhule lynchings show the cost of unverified input.

Model answer

Ghissu Editorial · Verified 4 Oct 2026

Introduction
Herbert Simon showed that rationality is bounded by limited information. Digital technology widens those bounds, but a decision is only as rational as its input, so reliability depends on the data, the algorithm and the user's judgement.
How Digital Inputs Strengthen Rational Decisions
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Real-time evidence

IMD's satellite tracking let Odisha evacuate about 1.2 million people before Cyclone Fani (2019).

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Planning by data

PM Gati Shakti (2021) puts the GIS data of many ministries on one platform, so infrastructure routes are chosen on evidence rather than discretion.

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Cleaner targeting

Aadhaar-linked DBT weeded out duplicate and ghost beneficiaries, and every digital decision leaves an audit trail that can be questioned under the RTI Act.

Why Reliability Remains Debatable
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Manipulated inputs

Cambridge Analytica (2018) harvested data of about 87 million Facebook users to micro-target voters.

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Misinformation

WhatsApp child-lifting rumours led a mob to lynch five men in Dhule, Maharashtra in 2018.

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Algorithmic bias

Amazon scrapped an AI hiring tool after it downgraded women, as Reuters revealed in 2018, and the Gender Shades study (2018) found facial-recognition errors of up to 34.7% for darker-skinned women.

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Automation bias

Lawyers in *Mata v. Avianca* (2023) were sanctioned for filing ChatGPT-invented precedents they never verified.

Conclusion
Digital technology is a reliable input but an unreliable master. With verified data, auditable algorithms, the safeguards of the Digital Personal Data Protection Act, 2023 and a human accountable for the final call, it can inform governance without replacing conscience.

This model answer is indicative and the model can make mistakes; please verify key facts independently.

Hand-drawn diagram: Reliability of Digital Inputs. Reliability of Digital Inputs. Diagram (spectrum): Reliability of Digital Inputs; Verified and audited; Viral and unverified; Satellite weather data; Official databases; Algorithmic scores; Social media feeds; Deepfakes
Diagram: Reliability of Digital Inputs

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Question from the official UPSC Civil Services (Main) Examination 2021 paper. Answer written by Ghissu's engine and checked against our editorial standards. Found an error? Tell us and we correct it within 48 hours.

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