Ethics, Integrity & Aptitude · UPSC Notes
Applied Ethics — UPSC Ethics Notes
Free, exam-focused notes for UPSC Prelims and Mains, with Prelims tips and Mains points for every topic. 3 topics.
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AI and Digital Ethics
Artificial intelligence now shapes welfare targeting, policing, hiring, credit, health and the information people see. AI ethics asks how such systems can be fair, transparent, accountable, safe and respectful of privacy and human autonomy. India's approach combines the Digital Personal Data Protection Act, 2023, consumer rules on dark patterns, the IndiaAI Mission and the India AI Governance Guidelines (November 2025), while globally the EU AI Act and UNESCO's Recommendation set benchmarks.
1. Why AI Raises Ethical Questions
AI systems learn from past data, act at huge scale and are often opaque ('black boxes'); errors or biases can affect millions before anyone notices.
Decisions once taken by accountable officials are increasingly shaped by algorithms built by private firms, creating an accountability gap.
2. Key Ethical Issues
Bias and discrimination: Models trained on biased data reproduce it—e.g., a recruiting tool that Amazon scrapped (reported 2018) penalised CVs mentioning women's activities; a 2016 ProPublica analysis found racial disparities in the US COMPAS risk-scoring tool.
Privacy and surveillance: Facial recognition, data profiling and data sharing without consent threaten the right to privacy (Puttaswamy, 2017).
Transparency and explainability: Citizens denied a benefit or loan have a right to know why; unexplainable decisions violate natural justice.
Deepfakes and misinformation: Synthetic audio and video can defame individuals, manipulate elections and erode trust in all information.
Manipulation and autonomy: Recommender systems and dark patterns (false urgency, hidden costs, forced subscriptions) exploit psychological weaknesses.
Jobs, inequality and the digital divide: Automation may displace workers, and those without digital access or literacy risk exclusion from services.
Safety and responsibility: Who is liable when an autonomous vehicle or a medical AI makes a fatal error—the developer, the deployer or the user?
3. Global Frameworks
UNESCO Recommendation on the Ethics of AI (November 2021): the first global standard, centred on human rights, dignity, fairness and environmental well-being.
EU AI Act (in force since 1 August 2024): a risk-based law—unacceptable-risk uses (such as social scoring) are banned, high-risk uses face strict obligations, limited-risk uses need transparency.
4. India's Approach (as of 2026)
Digital Personal Data Protection Act, 2023: consent, purpose limitation, data minimisation and a Data Protection Board; the DPDP Rules were notified in November 2025 with phased compliance.
Guidelines for Prevention and Regulation of Dark Patterns (CCPA, 30 November 2023) list 13 deceptive design practices.
IndiaAI Mission (approved March 2024, outlay ₹10,371.92 crore) for compute, datasets and indigenous models; India AI Governance Guidelines (MeitY, November 2025) set out principles for safe, trusted and inclusive AI and rely on existing laws rather than a separate AI law for now.
NITI Aayog's 'Responsible AI for All' papers (2021) set principles of safety, equality, inclusivity, privacy, transparency, accountability and positive human values.
5. Ethical Use of AI in Governance
Keep a human in the loop for decisions affecting rights and entitlements; conduct algorithmic impact and bias audits; publish the purpose, data used and error rates; give a right to explanation and appeal; buy systems through transparent procurement with data-protection clauses.
Digital citizenship: responsible sharing, verifying information before forwarding, respecting others' privacy online and protecting children from online harm.
Practice
UPSC-style: 'Algorithms are opinions embedded in code.' Discuss the ethical concerns of using AI in public administration and suggest safeguards.
| Issue | Risk | Safeguard |
|---|---|---|
| Bias | Unfair exclusion of women, minorities, the poor | Diverse data, bias audits, human review |
| Opacity | No reasons for decisions | Explainability, right to appeal |
| Privacy | Surveillance, data misuse | DPDP Act, consent, purpose limitation |
| Deepfakes | Defamation, electoral manipulation | Labelling, platform due diligence, media literacy |
| Dark patterns | Manipulated consumer choices | CCPA guidelines (2023), enforcement |
| Accountability gap | No one owns harmful outcomes | Clear liability, human in the loop |
Prelims tips
- UNESCO Recommendation on the Ethics of AI was adopted in November 2021.
- EU AI Act entered into force on 1 August 2024 and follows a risk-based approach.
- CCPA notified the dark patterns guidelines on 30 November 2023, listing 13 dark patterns.
- IndiaAI Mission: approved March 2024 with an outlay of ₹10,371.92 crore over five years.
- India AI Governance Guidelines were released by MeitY in November 2025.
- DPDP Rules, 2025 were notified in November 2025 with compliance phased over 18 months.
Mains points
- AI can reduce discretion and corruption in service delivery, but it can also automate exclusion; ethics lies in design and oversight.
- Responsibility cannot be delegated to machines: the official who uses an algorithm remains accountable for its outcome.
- India's light-touch, principle-based approach supports innovation but needs strong enforcement of data protection and consumer law.
- Deepfakes threaten democratic discourse; responses must balance free speech with protection from deception and defamation.
- Digital literacy and inclusion are ethical prerequisites so that technology widens, not narrows, access to rights.
Did you know?
- The phrase 'algorithms are opinions embedded in code' is from data scientist Cathy O'Neil, author of 'Weapons of Math Destruction' (2016).
- Isaac Asimov's 'Three Laws of Robotics' (1942) were an early fictional attempt to build ethics into machines.
Environmental Ethics
Environmental ethics asks what duties humans owe to nature, to other species and to future generations. It ranges from anthropocentrism (nature valued for human use) to biocentrism and ecocentrism (nature valued in itself). Core principles—intergenerational equity, precautionary principle, polluter pays, public trust doctrine and common but differentiated responsibilities—are part of Indian environmental law, and the Supreme Court has recognised a right against the adverse effects of climate change (2024).
1. Approaches to Environmental Ethics
Anthropocentrism: Only humans have intrinsic value; nature should be protected because humans need it (resource conservation).
Biocentrism: All living beings have moral value—Albert Schweitzer's 'reverence for life'; Jain ahimsa.
Ecocentrism: Whole ecosystems, species and landscapes matter—Aldo Leopold's land ethic (A Sand County Almanac, 1949): an action is right if it preserves the integrity, stability and beauty of the biotic community.
Deep ecology (Arne Naess, 1973) rejects 'shallow' environmentalism that only fights pollution for human comfort, and calls for a change in lifestyles and values; eco-feminism links the domination of nature with the domination of women.
2. Key Principles
Sustainable development / intergenerational equity: 'development that meets the needs of the present without compromising the ability of future generations to meet their own needs' (Brundtland Report, 1987).
Precautionary principle and polluter pays were accepted as part of Indian law in Vellore Citizens' Welfare Forum (1996); the public trust doctrine—the state holds natural resources in trust for the public—in M.C. Mehta v. Kamal Nath (1997).
Common but differentiated responsibilities (Rio, 1992) and climate justice: those who polluted most historically should do more, and the poor who contributed least must be protected.
3. Indian Traditions and Movements
Sacred groves, reverence for rivers, mountains and trees; the Bishnoi sacrifice at Khejarli (1730) led by Amrita Devi to protect khejri trees; Chipko (1973) and Appiko (1983) movements.
Gandhi's ideal of simple living and limited wants; aparigraha; Mission LiFE (Lifestyle for Environment, launched 2022) promotes mindful consumption.
4. Constitution and Courts
Article 48A (state shall protect the environment) and Article 51A(g) (citizen's duty to protect nature and have compassion for living creatures), both added by the 42nd Amendment (1976); Article 21 includes the right to a clean environment.
M.K. Ranjitsinh v. Union of India (March 2024): the Supreme Court recognised a right against the adverse effects of climate change under Articles 14 and 21, while balancing protection of the Great Indian Bustard with renewable energy needs.
Animal ethics: Animal Welfare Board of India v. A. Nagaraja (2014) read the 'five freedoms' of animals into the Prevention of Cruelty to Animals Act.
5. Ethical Dilemmas
Development vs environment (dams, mining, highways in forests); livelihoods of forest dwellers vs conservation; cheap energy vs climate goals; consumer convenience vs plastic and e-waste.
Way forward: honest environmental impact assessment with public hearings, consent of affected communities (Forest Rights Act, PESA), green budgeting, ESG disclosure by companies, and personal lifestyle choices.
Practice
UPSC-style: 'The earth provides enough to satisfy every man's needs, but not every man's greed.' Discuss in the context of climate change and the ethics of consumption.
| Approach | Who has moral value | Thinker / example |
|---|---|---|
| Anthropocentrism | Humans only | Resource conservation, utilitarian planning |
| Biocentrism | All living beings | Albert Schweitzer; Jain ahimsa |
| Ecocentrism | Ecosystems and species as wholes | Aldo Leopold's land ethic |
| Deep ecology | All life, with equal right to flourish | Arne Naess (1973) |
| Eco-feminism | Nature and women against domination | Chipko's women participants |
Prelims tips
- Brundtland Report 'Our Common Future' (1987) defined sustainable development.
- Vellore Citizens' Welfare Forum (1996): precautionary and polluter-pays principles.
- M.C. Mehta v. Kamal Nath (1997): public trust doctrine.
- Articles 48A and 51A(g) were added by the 42nd Amendment, 1976.
- Deep ecology: Arne Naess (1973); land ethic: Aldo Leopold (1949).
- M.K. Ranjitsinh (2024): right against adverse effects of climate change under Articles 14 and 21.
Mains points
- Environmental protection is a question of justice: the poor, tribal communities and future generations bear the costs of degradation they did not cause.
- Ethics must move from anthropocentric resource management to respect for ecosystems, while ensuring human livelihoods.
- Climate change makes consumption an ethical choice; individual lifestyle change (LiFE) must be matched by systemic policy change.
- Administrators face real trade-offs; honest impact assessments, community consent and transparency make such trade-offs legitimate.
- India's traditions of reverence for nature provide cultural resources for environmental ethics and community-led conservation.
Did you know?
- The Chipko movement is named after the act of 'hugging' trees to prevent their felling.
- Rachel Carson's 'Silent Spring' (1962), on the harm caused by pesticides, is often credited with launching the modern environmental movement.
Medical Ethics and Bioethics
Bioethics deals with moral questions in medicine, health care and life sciences—consent, confidentiality, end-of-life care, reproduction, organ donation, research on humans and gene editing. Its four classic principles are autonomy, beneficence, non-maleficence and justice. In India, key milestones include the recognition of passive euthanasia and living wills (Common Cause, 2018), the ICMR ethical guidelines for research, and laws on surrogacy, assisted reproduction and medical termination of pregnancy (2021).
1. Four Principles of Bioethics
Set out by Tom Beauchamp and James Childress (Principles of Biomedical Ethics, 1979): autonomy (respect patients' informed choices), beneficence (act in the patient's best interest), non-maleficence ('first, do no harm') and justice (fair distribution of scarce resources).
Doctors also owe confidentiality, truth-telling and professional integrity (no unnecessary tests or commissions from pharmaceutical firms).
2. History: From Abuse to Safeguards
Nuremberg Code (1947), after Nazi medical experiments: voluntary consent is essential. Declaration of Helsinki (World Medical Association, 1964) on research ethics.
The Tuskegee study (USA, 1932–72) left Black men with syphilis untreated to observe the disease; it led to the Belmont Report (1979): respect for persons, beneficence, justice.
In India, the ICMR National Ethical Guidelines for Biomedical and Health Research Involving Human Participants (2017) require ethics committee approval and informed consent; the New Drugs and Clinical Trials Rules (2019) regulate trials.
3. End-of-Life Ethics
Active euthanasia (deliberately ending life) is illegal in India; passive euthanasia (withdrawing or withholding life support) was first allowed under strict conditions in Aruna Shanbaug (2011).
Common Cause v. Union of India (2018): the right to die with dignity is part of Article 21; adults may make advance directives (living wills). In January 2023 the Court simplified the procedure.
Dilemma: autonomy and dignity vs sanctity of life and the risk of abuse of vulnerable, elderly or poor patients; palliative care is an ethical obligation either way.
4. Reproductive and Genetic Ethics
MTP (Amendment) Act, 2021 raised the upper limit for abortion to 24 weeks for specified categories of women; PCPNDT Act, 1994 bans sex selection.
Surrogacy (Regulation) Act, 2021 bans commercial surrogacy and allows only altruistic surrogacy; the ART (Regulation) Act, 2021 regulates IVF clinics and gamete banks.
Gene editing: In 2018 a Chinese scientist, He Jiankui, announced the birth of gene-edited babies, drawing worldwide condemnation and a prison sentence—showing the danger of science without ethics ('designer babies', unknown risks, consent of future generations).
5. Public Health and Justice
Allocation of scarce resources (ICU beds, oxygen, vaccines, organs) should follow transparent, need-based criteria; the Transplantation of Human Organs and Tissues Act, 1994 bans organ trade.
Other concerns: overcharging and unnecessary procedures in private hospitals, violence against doctors, informed consent among poor and illiterate patients, and mental health dignity (Mental Healthcare Act, 2017).
Practice
UPSC-style: 'Not everything that is technically possible in medicine is ethically permissible.' Discuss with reference to euthanasia and gene editing.
| Principle | Meaning | Example |
|---|---|---|
| Autonomy | Respect informed choices of competent patients | Informed consent, living will |
| Beneficence | Act for the patient's good | Evidence-based treatment |
| Non-maleficence | Avoid causing harm | No unnecessary surgery or tests |
| Justice | Fair distribution of benefits and burdens | Need-based ICU or vaccine allocation |
Prelims tips
- Four principles of bioethics: autonomy, beneficence, non-maleficence, justice (Beauchamp and Childress, 1979).
- Nuremberg Code (1947) made voluntary consent essential in human experiments.
- Aruna Shanbaug (2011): passive euthanasia allowed; Common Cause (2018): living wills recognised.
- Surrogacy (Regulation) Act, 2021 permits only altruistic surrogacy.
- MTP (Amendment) Act, 2021: upper limit of 24 weeks for specified categories.
- ICMR's National Ethical Guidelines for biomedical research were issued in 2017.
Mains points
- Informed consent is meaningful only when patients understand the information; health literacy and language access are ethical requirements.
- Commercialisation of health care creates conflicts of interest; regulation, standard treatment guidelines and price transparency are needed.
- Laws on surrogacy and ART try to prevent exploitation of poor women, but critics say they restrict reproductive autonomy.
- New technologies (gene editing, AI diagnostics) require anticipatory ethics and strong ethics committees, not after-the-fact regulation.
- Pandemic triage showed that health ethics is also public administration ethics—transparent criteria build trust.
Did you know?
- The phrase 'first, do no harm' (primum non nocere) is associated with the Hippocratic tradition, though the exact words are not in the original Oath.
- Aruna Shanbaug, a nurse at KEM Hospital in Mumbai, lived in a vegetative state for over four decades after an assault in 1973.