Societal Impact of AI — Beginner-Friendly Notes
1. Two Sides (exam expects balanced view)
AI is general-purpose — like electricity, it amplifies both benefit and harm depending on design, deployment and governance.
2. Positive Impacts (with branch examples)
- Healthcare: faster diagnosis (TB, cancer), drug discovery, telemedicine for rural — SDG 3.
- Agriculture: precision farming, yield/disease prediction — SDG 2 (zero hunger).
- Education: personalised tutoring, translation for low-resource languages — SDG 4.
- Environment: climate modelling, energy optimisation, disaster prediction — SDG 13.
- Governance & Inclusion: UPI fraud detection, DigiLocker, language inclusion, accessibility.
- Economy: productivity, new jobs (AI engineering, data) — but see negatives.
3. Negative / Risk Impacts (must list)
- Jobs & Inequality: automation displaces low-skill jobs, widens skill gap; gains concentrate if not inclusive.
- Surveillance & Privacy: facial recognition, data tracking without consent.
- Misinformation & Manipulation: deepfakes, generated fake news, addictive recommendation.
- Safety Failures: autonomous accidents, medical misdiagnosis if unchecked.
- Environmental Cost: large model training energy/water.
4. Amplifier Effects
- Inequality amplification: biased data entrenches historic bias (hiring, policing).
- Feedback loops: AI shapes behaviour which becomes future training data (filter bubbles).
5. What Mitigates Harms (links to responsible AI)
- Impact assessments before deployment, participatory design (include affected groups), regulation, reskilling programmes, open auditability.
6. Framework for Answering "Discuss societal impact" (5 marks)
- State dual nature + one SDG positive.
- Give 2 positive branch-specific examples.
- Give 2 risks (jobs + privacy/misinformation).
- One mitigation (governance/reskilling).
7. One-Line Summary
AI brings major gains in health, education, agriculture and governance but risks job displacement, privacy loss and amplified inequality, requiring impact assessment and inclusive governance to steer toward equitable benefit.
8. Quick Self-Check
- Name one positive and one negative impact in your branch.
- What is a feedback loop example?