Applied ethics: environment, bioethics and emerging technology

Normative ethics asks what is right in principle; applied ethics asks what is right in practice, in the hospital, the forest, the newsroom and the server farm. This article covers the three applied domains the syllabus foregrounds: environmental ethics, bioethics, and the ethics of emerging technology (artificial intelligence, data and biotechnology). The method is the same throughout: name the principles, map the dilemmas, and show how an administrator actually uses them.

Applied ethics is the branch of moral philosophy that carries ethical theory into real-world decision-making. Where normative ethics asks what makes an act right in principle, applied ethics asks what the right act is here and now, in a concrete case: the hospital ward, the forest boundary, the newsroom, the server farm. Its method is to take working principles (utility, duty, rights, virtue, justice) and use them to resolve dilemmas where principles collide and the stakes are human.

A standing caution: our sources are coaching compilations, and several famous one-liners on nature and technology appear in only one source each, so this article paraphrases them and leans on principles rather than quotations. Statutes, tribunals and institutional machinery appear here only as context; the ethics lens, principles, dilemmas and reasoning, is the subject.

Environmental ethics: does nature count for itself?

Environmental ethics studies the moral relationship between human beings and the environment, including its non-human contents. The central question is moral standing: are rivers, forests and species valuable only because humans use them, or do they matter in themselves? How an administrator answers, consciously or not, decides the fate of every mining lease, dam, highway and wetland on her desk.

The foundations: ways of valuing nature

• Anthropocentrism: nature as instrument. Forests matter because humans need timber, water and carbon sinks. Most cost-benefit environmental policy lives here.
• Biocentrism: every living organism has intrinsic worth, regardless of utility to humans. The moral basis of wildlife protection and cruelty prevention.
• Ecocentrism: the whole ecosystem, not just its members, is the moral unit. Nature as an interconnected web; damage to one strand damages all.
• Intergenerational equity: the planet is borrowed from future generations, as the old proverb has it in paraphrase. Present development must not foreclose their options.
• Intragenerational equity: environmental benefits and burdens must be fairly shared among people alive today. Pollution must not be dumped on the poor while the rich breathe clean air.
• The precautionary principle: where an activity risks irreversible ecological harm, lack of full scientific certainty is not an excuse for inaction. Pause first, prove safety later.
• The polluter-pays principle: those who damage the environment bear the cost of repair. Green tribunals and clean-up penalties are its institutional form.
• Stewardship and trusteeship: humans as caretakers, not owners, of nature. Gandhi's trusteeship extended from wealth to the living world; indigenous sacred-grove traditions are its oldest Indian expression.
• Deep ecology: a radical rejection of human supremacy, demanding a transformation in how humans live with nature. Legal personhood for rivers is its legal frontier.
• Eco-feminism: links the domination of nature with the domination of women. The Chipko movement, where rural women physically protected trees from commercial logging, is its iconic Indian expression.

The dilemmas: development versus the living world

• Growth versus conservation: industry creates jobs and destroys forests and biodiversity. Mining in forested hills is the classic case.
• Infrastructure versus displacement: dams and highways improve connectivity but uproot vulnerable communities. Rehabilitation must be just, not merely legal.
• Energy security versus climate responsibility: coal powers growth today and mortgages the climate tomorrow.
• Urbanisation versus ecology: cities consume wetlands, lakes and green cover. Encroached urban lakes are the visible symptom.
• Public health versus industrialisation: factories employ and pollute simultaneously. Industrial disasters are the extreme reminder of what the balance costs.
• Short-term gain versus intergenerational equity: groundwater mined today is a debt collected from tomorrow's farmers.

The way forward

• Make environmental clearances participatory, transparent and ethics-based, with real power for local bodies and gram sabhas in the decision.
• Apply the public trust doctrine: natural resources are held by the state in trust for the people, a principle Indian courts have affirmed.
• Recognise rights of nature where appropriate, following the global frontier of legal personhood for ecosystems.
• Mandate honest environmental accounting: ESG (environmental, social and governance) reporting, green audits, and penalties for greenwashing.
• Educate for ecological citizenship: environmental ethics in schooling and in civil-service training, drawing on indigenous conservation wisdom.
• Apply the polluter-pays principle: those who create environmental harm should bear the cost of preventing and repairing it, so the price of pollution is not dumped on the public.

Indian philosophy and the moral standing of nature

Indian philosophy gives environmental ethics native roots. Vasudhaiva Kutumbakam, the world as one family, makes nature kin rather than resource: if the earth is family, exploiting it is a moral wrong, not merely bad management. The Panchtatva cosmology, earth, water, fire, air and space as the five elements composing all things, breeds reverence for nature by making the human body itself out of the same stuff as the river and the sky.

Ahimsa, non-harm, extends moral concern to living things directly: the Jain and Buddhist refusal to injure is biocentrism in classical dress. And karma attaches moral consequence to how we treat the living world, an early statement of the idea that ecological debts come due. In answers these are not decoration; they are India's own vocabulary for intrinsic value and intergenerational responsibility.

Two Indian movements give these ideas institutional flesh. The Narmada Bachao Andolan is the people's movement against large dams on the Narmada river: it forced the country to ask who pays for development, demanding rehabilitation and a voice for displaced tribal communities before the waters rise. The Bishnoi tradition of Rajasthan, twenty-nine religious principles of which several command the protection of trees and animals, turned conservation into a sacred duty centuries before the word ecology existed; in 1730 hundreds of Bishnois led by Amrita Devi gave their lives protecting khejri trees at Khejarli. Together they show environmental ethics as lived practice, not imported theory.

Market mechanisms have their own ethics. The Clean Development Mechanism under the Kyoto Protocol lets emission-reduction projects in developing countries earn tradable credits, tying climate responsibility to development finance. It is cooperation made transactional, and its fairness depends on who sets the price of a tonne of carbon.

Bioethics: the four principles and their collisions

Bioethics governs the moral questions raised by medicine and the life sciences: who decides, who benefits, who is harmed, and who gets access. Medical ethics organises these questions around four principles: autonomy (respect the patient's right to decide), beneficence (act in the patient's best interest), non-maleficence (first, do no harm), and justice (fair access to care and resources). Almost every dilemma below is a collision among these four.

Medicine: where the principles collide

• Informed consent versus reality: consent must be informed, but patients may be illiterate, unconscious or intimidated. True consent needs communication, not just signatures.
• Confidentiality versus public safety: a patient's privacy against the duty to warn others, as in infectious disease.
• End-of-life decisions: withdrawing life support and passive euthanasia pit autonomy and compassion against the sanctity of life. Indian jurisprudence, beginning with the Aruna Shanbaug case, the 2011 Supreme Court ruling that first permitted passive euthanasia under strict safeguards, has moved cautiously here.
• Triage: when beds, ventilators or vaccines are scarce, who gets them? Transparent, pre-announced criteria grounded in fairness beat ad-hoc discretion.
• Commercialisation: commissions, unnecessary procedures and pharma incentives corrupt the doctor's fiduciary duty to the patient.
• Clinical trials: research on vulnerable populations without genuine consent is exploitation. Independent ethics committees and post-trial care are the safeguards.
• Organ transplantation: trafficking, unfair allocation and coerced consent turn a life-saving practice into a market in bodies.
• Public health versus individual liberty: mandates and lockdowns during epidemics restrict freedom to protect the community. The restriction must be lawful, proportionate and temporary.
• Medical paternalism: the doctor, or the state, overriding the patient's choice for the patient's own good. It is the live tension between autonomy and beneficence: protection slides into domination when the patient's informed will is set aside. The modern settlement favours the patient's decision, and demands special justification whenever paternalism overrides it.

Biotechnology: editing the code of life

Gene editing (CRISPR), GM crops, stem-cell research and synthetic biology promise cures and food security, and threaten irreversible harm. Cloning is the creation of a genetically identical copy of a living organism. Reproductive cloning of humans is widely condemned as a violation of human dignity and identity; therapeutic cloning of tissues raises the thinner question of where research ends and manufacture begins. The ethical map: utilitarian arguments cite disease cures and biofortified crops; autonomy arguments demand informed genetic testing free of insurer or employer coercion; justice arguments note that patents and prices decide who actually benefits; the precautionary principle warns against germline edits whose effects cross generations; and deontological voices ask whether some manipulations of life are simply not ours to make. India's institutional answers include the Genetic Engineering Appraisal Committee for GM approvals, ICMR (Indian Council of Medical Research) guidelines for stem-cell and gene-therapy research, and benefit-sharing law against biopiracy under the Biological Diversity Act and the Nagoya Protocol.

India's answers sit inside a global frame of three benchmarks. The UNESCO Universal Declaration on Bioethics and Human Rights (2005) is the shared vocabulary: it requires that human dignity and human rights come before the interests of science, and sets informed consent and the sharing of research benefits as the global norm. The Cartagena Protocol on Biosafety requires advance informed agreement before living modified organisms cross a border: an importing country must be told what is coming and must consent. The Belmont Report, the American charter for research on human subjects, rests on three principles: respect for persons, treat people as autonomous agents through informed, voluntary consent; beneficence, maximise benefits and minimise harm; and justice, distribute the burdens and benefits of research fairly. An administrator invoking any of them signals that the local decision answers to a universal standard.

Reproduction and the end of life: law as applied ethics

Abortion law is applied ethics written into statute. India's Medical Termination of Pregnancy Act (1971), amended in 2021 to extend the limit to 24 weeks for defined vulnerable categories, balances the woman's bodily autonomy against the state's interest in protecting potential life; the Supreme Court has read reproductive choice into personal liberty and extended safe-abortion access to unmarried women. Euthanasia debates replay the four principles: autonomy and compassion on one side, sanctity of life and the risk of coercion on the other. Surrogacy law extends the same balancing act: the surrogate's autonomy and dignity weighed against the commissioning parents' interest in a child and the risk of commercial exploitation, which is why India now permits only altruistic surrogacy. Indian courts have recognised the living will, a written advance directive through which a person, while still competent, records refusal of life-prolonging treatment in case of later incapacitation. It is autonomy projected into the future: the person's own voice, deciding in advance, so that neither family pressure nor institutional inertia decides for them.

Euthanasia is the intentional ending of a patient's life to relieve incurable suffering. Active euthanasia means taking a deliberate step that causes death, such as administering a lethal drug; passive euthanasia means withholding or withdrawing life-sustaining treatment and letting the underlying disease take its course. Indian law permits only the passive form. The decisive authority is Common Cause v. Union of India (2018): the Supreme Court read the right to die with dignity into Article 21, permitted passive euthanasia under strict safeguards, and gave legal force to the living will described above.

Emerging technology: AI, data and the human in the loop

Artificial intelligence has moved from the laboratory to the district office: beneficiary identification, exam evaluation, flood forecasting, translation of public services into Indian languages. The ethical case for it is real: consistency, scale, data-driven decisions, and fewer human interfaces for rent-seeking. The ethical case against it is equally real, and it has a structure every administrator should know.

Before the perils, one affirmative mechanism deserves a complete statement, because administrators will be asked to defend it. Bias reduction in evaluation is the application of one fixed, published standard to every candidate, so that results do not shift with an assessor's fatigue, identity, or mood. In mass examinations and beneficiary selection, where human judgment varies by centre and by day, a well-governed system narrows that variance toward fairness. The caveat, which the perils take up next, is that the standard itself must be just: a biased rule, applied consistently, only scales the bias.

The perils, plainly stated

• The black box: opaque models that cannot explain their reasons. An officer who cannot explain a decision cannot defend it.
• Automated bias: models trained on biased data reproduce the bias at scale. The American COMPAS sentencing tool's racial skew is the textbook warning.
• The compassion deficit: an algorithm cannot bend a rule for the starving widow with missing paperwork. Discretion is a moral capacity, not a bug.
• Dehumanisation by score: citizens reduced to risk scores and eligibility percentages lose their standing as persons, which is Kant's warning in modern dress.
• The surveillance drift: welfare databases can become surveillance infrastructure. Privacy safeguards are not optional extras.
• Skill atrophy: officers who defer to the machine stop exercising judgment; the steel frame risks becoming a silicon frame.
• Accountability gaps: when the model errs, who answers? The vendor, the officer who clicked approve, or nobody?
• Lethal autonomous weapons: delegating the decision to kill to a machine removes human judgment from the gravest act of all, and with it the moral responsibility that makes restraint possible.

Human-centric AI: the way forward

• Explainable AI: every consequential decision must come with a human-readable reason.
• Human in the loop: the final sign-off, especially where rights are affected, stays with a human officer.
• Independent audits: regular third-party testing of government algorithms for bias, with a duty to correct what is found.
• Risk-based regulation: the higher the stakes (policing, judiciary, welfare exclusion), the stricter the oversight, on the lines of the European risk-based approach.
• A right to appeal: citizens must be able to have an algorithmic decision reviewed by humans.
• Privacy by design: strong data-protection safeguards around every AI deployment.
• Ethics by design and AI literacy: train programmers in ethical constraints, and train civil servants to interrogate models, not obey them.

Data, media and the information environment

The information order has its own applied ethics. Journalism's working principles, truth and accuracy, independence from political and corporate capture, fairness and balance, accountability for errors, respect for privacy, the public interest above sensationalism, and non-harm, are directly relevant to administrators who brief the press, counter misinformation and protect reputations. The pathologies are familiar: paid news, trial by media, fake news, communalised coverage, ownership bias, and the accountability vacuum on digital platforms. The remedies run through media literacy, enforceable codes that cover digital platforms, genuinely independent self-regulation, and a digital media ethics charter for platforms. An administrator's own rule is simple: communicate truthfully, correct errors openly, and never use information as a weapon. Deepfakes are the newest pathology: synthetic media that can defame, deceive or inflame at scale, testing every principle of truth, accountability and non-harm at once.

Two pathologies deserve naming alongside the familiar list. TRP-driven sensationalism is the chase for ratings that rewards outrage over accuracy: it trains citizens to confuse the loud with the important, and punishes the outlet that stays boring and true. Privacy invasion is the treatment of a person's private life as public raw material: it violates dignity for circulation, and no public interest is served by it. India's own traditions offer older language for the same discipline. Satya is truthfulness as a duty, not a tactic. The Buddhist Right Speech, from the Noble Eightfold Path, abstains from falsehood, slander, harsh speech and idle gossip. The Jain Anekantavada, the doctrine of many-sidedness, holds that truth has many facets and no single account exhausts it: the classical case for balanced reporting. An administrator who has internalised these needs no media ethics charter to brief the press honestly.

The common thread: trusteeship and precaution

Three domains, one ethic. Environmental ethics asks us to hold nature in trust for the future; bioethics asks us to hold the powers of life and death under consent and care; technology ethics asks us to hold powerful tools under human judgment. Gandhi's trusteeship, the precautionary principle and the veil of ignorance are the same moral instinct in different dress: do not use what you cannot answer for, do not risk what you cannot repair, and do not impose what you would not accept. That is the whole of applied ethics in one paragraph, and it is directly examinable.

The case studies below are illustrative scenarios written for practice; they are not reports of real events.

Sports ethics: fair play as the core value

Fair play is the core value of sports ethics: respect for the rules, the opponent, the referee and the spirit of the game. Doping, match-fixing and hooliganism are its violations, each a different betrayal: doping cheats the body and the competitor, match-fixing cheats the spectator and turns the contest into theatre, hooliganism turns loyalty into violence. For administrators the relevance is direct: sport is a public good funded and regulated by the state, from stadium contracts to selection trials, and integrity in sport is integrity in public trust.

The frontier of sports ethics is inclusion: gender equity in access and pay, genuine opportunity for athletes with disabilities, and protection of young athletes from exploitation. An administrator who applies these tests, fair play as the rule and inclusion as the direction, is practising applied ethics in the stadium.

Military ethics: force under moral law

Just war theory is the oldest applied ethics of organised violence, and its Jus ad Bellum (justice in going to war) conditions still frame the debate: just cause, right intention, last resort, and proportionality of ends. They ask whether a war should be fought at all, before any question of how it is fought.

Jus in Bello is the other half of just war theory: justice in how a war is fought, not in whether it is fought. It rests on two demands. Discrimination (also called distinction) requires separating combatants from civilians and never deliberately targeting the latter. Proportionality requires that the force used not exceed what the military objective genuinely needs. The logic matters for administrators too: a just cause does not bless unjust methods, and the same test governs every use of state force, from riot control to anti-insurgency operations.

Jus post Bellum, the tradition's third pillar, governs justice after the fighting stops: restoration over revenge. It asks that victors rebuild rather than punish, return the displaced, repair what was destroyed, and settle accounts through law rather than vengeance. Unjust peaces plant the next war. For administrators the parallel is post-conflict governance and disaster recovery: the state's conduct after a riot, an insurgency or a calamity, compensation, reconciliation, rebuilding trust, decides whether order becomes peace or merely a pause.

The Indian military ethos adds its own layer: apolitical professionalism, subordination to civilian authority, and honour codes that restrain the soldier even against an unrestrained enemy. The classic dilemma is orders versus conscience: obedience is the profession's spine, yet manifestly unlawful orders, atrocities against non-combatants, admit no defence of simply having been ordered. For administrators in security roles the same structure governs the use of force at home: legality, necessity, proportionality, and the courage to refuse what conscience forbids.

Moral injury is the wound left when a person takes part in, witnesses, or fails to prevent an act that violates their own deepest values: not fear but guilt, shame and the loss of a coherent moral self. Soldiers, police and disaster-response officers are its likeliest carriers, and it outlasts the posting. Administrators should treat it as an ethical injury, not a discipline problem: after-action review, counselling access, and a culture where reporting wrongdoing is protected rather than punished. Cyber-warfare norms are the newest frontier of the same tradition: the emerging expectation that states distinguish combatant from civilian networks, show restraint against hospitals, power grids and election systems, and keep a human responsible for every autonomous strike. Jus in Bello's discrimination and proportionality, written for the age of code.

Animal ethics: speciesism and the moral weight of suffering

Animal ethics asks whether sentient animals count morally in their own right. Speciesism is the unjustified favouring of one's own species over others, the ethical analogue of racism or sexism, a term popularised by philosopher Peter Singer. Singer's argument is simple: what matters is not intelligence or speech but sentience, the capacity to suffer. If pain is bad when humans feel it, consistency demands that animal pain matters too.

For an administrator, the relevance is statutory. The Prevention of Cruelty to Animals Act, 1960 is India's principal animal-welfare law, criminalising unnecessary pain and suffering inflicted on animals. The Animal Welfare Board of India (AWBI), set up under that Act, is the statutory advisory body on animal-welfare matters. Animal ethics thus converts from abstract philosophy into inspection duties, enforcement against cruelty, and the balancing of development projects against wildlife protection.

Legal ethics: the advocate's triple duty

Legal ethics is the branch of professional ethics governing lawyers. Under the Advocates Act, 1961, the Bar Council of India is the statutory body that lays down standards of professional conduct and etiquette for advocates. An advocate's duties run in three directions: to the court, to the client, and to colleagues. The duty to the court comes first: an advocate must act with dignity, must not mislead the court, and must not file frivolous or false claims.

The duty to the client is loyalty within the law: confidentiality, competent and diligent representation, and refusal to accept a brief the advocate cannot honestly defend. Duties to colleagues require courtesy, fair dealing, and no solicitation of clients. For the GS-4 paper, legal ethics matters because it models fiduciary duty in its purest form: a trustee relationship in which the professional must sometimes tell the client what the client does not want to hear, much like a civil servant advising a minister.

Engineering ethics: public safety is paramount

Engineering ethics governs the moral responsibilities of engineers. Its first canon, found in nearly every professional code, is that public safety, health and welfare must take precedence over all other considerations, including loyalty to the employer. An engineer who discovers that a bridge design is unsafe, or that a factory's effluent system cannot contain its waste, has a duty that overrides commercial pressure: refuse to sign off, escalate, and if necessary, blow the whistle.

Whistleblowing is the act of reporting wrongdoing, especially when internal channels have failed, and it is the sharpest edge of engineering ethics. For administrators, the relevance is direct: infrastructure approvals, building permissions, environmental clearances and disaster-preparedness audits all rest on engineers' professional honesty. A culture that punishes engineers for raising alarms converts technical risk into human tragedy; the ethics of the profession is the first line of public safety.

Journalistic ethics: the Press Council norms

India's answer to press accountability is the Press Council of India, a statutory quasi-judicial body established under the Press Council Act, 1978 to preserve the freedom of the press and maintain its standards. The Council's Norms of Journalistic Conduct are the working code: accuracy and fairness, the right of reply, respect for privacy, no paid news, no sensationalism, and special care in reporting on communal matters, children and victims of sexual offences.

The Council's limits are themselves instructive: it can censure but not penalise, and its writ runs to print media, leaving much of broadcast and digital media to self-regulation. For administrators, journalistic ethics is a two-way street. The press is a check on power that officers must respect even when coverage stings; and when officers brief the press, accuracy, non-selective disclosure and respect for privacy are the same norms applied from the other side.

Research ethics: the UGC CARE guardrail

Research ethics is the code governing honest inquiry. Its three classic violations are plagiarism, the unattributed use of others' work; fabrication, inventing data or results; and falsification, manipulating data or findings to fit a conclusion. Each destroys the currency science runs on: trust in reported results.

India's institutional answer is the UGC CARE list, the reference list of quality journals maintained by the Consortium for Academic and Research Ethics under the University Grants Commission. Publishing in non-CARE, predatory journals is the academic equivalent of paid news: it buys the appearance of scholarship without the substance. For administrators the lesson travels: evidence-based policy needs honest evidence, and the integrity of data, from survey figures to impact assessments, is an ethical duty of the officer who commissions and uses research.

Surrogacy law: the altruistic model

The Surrogacy (Regulation) Act, 2021 is India's answer to the commercial surrogacy industry that once made the country a global hub. The Act permits only altruistic surrogacy: the surrogate must be a married woman aged 25 to 35 who has a child of her own, she may act as a surrogate only once, and she may receive no payment beyond medical expenses and insurance coverage. Commercial surrogacy, in which the surrogate is paid a fee, is prohibited and punishable.

The intending couple must be a married Indian couple with proven infertility, and the process runs through National and State Surrogacy Boards that certify eligibility and register clinics. The ethical logic is the commodification argument: a market in wombs risks exploiting poor women who consent under economic compulsion, so the law draws a bright line that no consent can cross. For GS-4, the Act is a case study in how the state uses law to protect dignity against market pressure, the same logic that animates bans on organ trade.

Deepfakes: manufactured reality as an ethical threat

A deepfake is synthetic audio, video or imagery generated with artificial intelligence to depict events or statements that never happened, often indistinguishable from the real thing. The ethical threat is to the shared factual ground that public discourse needs: when any video can be fake, the true ones lose their power too, a condition sometimes called the liar's dividend, where the guilty dismiss genuine evidence as fabricated.

Elections are the sharpest front. Fabricated videos of candidates, fake endorsements, or manufactured communal incidents released in the final hours of a campaign can swing outcomes before fact-checks catch up. The administrative response combines law (existing provisions on impersonation and election conduct), platform accountability, rapid-response fact-checking cells, and digital literacy. The deeper point for ethics: the technology shifts the burden of proof from the liar to the listener, and defending the information environment becomes a duty of the state.

The metaverse: ethics of immersive digital worlds

The metaverse is the convergence of virtual reality, augmented reality and persistent online spaces into immersive digital worlds where people work, study, gather and transact as avatars. Its ethics already belongs on an administrator’s desk, because the same state that polices the street will soon be asked to police the server: reported cases already include a wedding reception hosted in the metaverse, with a deceased parent attending as a digital avatar.

Six ethical issues define the terrain.

• Biometric data and privacy: eye tracking, voice patterns and even brain-wave signals become the new surveillance surface. Consent here must be explicit, never buried in terms of service.
• Vulnerable groups: children, the elderly and the digitally unaware face health risks, including seizures, alongside manipulation they cannot detect.
• Toxicity: anonymity and embodiment amplify harassment, bullying and hate speech. Harm in a virtual world is felt by a real nervous system.
• Inequality: unequal access turns the metaverse into an experiential divide, where the connected live richer digital lives and the unconnected fall further behind.
• Centralisation: a few technology giants controlling identity, data and commerce in these worlds raises the old dangers of manipulation and privacy violation at a new scale.
• Mental health: addiction, withdrawal from physical life and confusion between virtual and real identity are clinical risks, not lifestyle choices.

The way forward is regulation before crisis: guidelines that protect privacy and include vulnerable groups; consumer-centric assessment of the emotional, legal and social impact of immersive platforms; transparency in how data is collected and used; and security hardened against malicious actors who will exploit every new surface.

Six guiding principles give administrators a ready checklist.

• Self-esteem: design against virtual peer comparison and status anxiety.
• Equality: equal access and opportunity inside immersive platforms.
• Emotional intelligence: cultivate the distinction between virtual experience and real life.
• Freedom: liberty of action within agreed platform boundaries.
• Privacy: data protection as the default, never the option.
• Security: safeguard users from cybercrime and emotional harm.

AI’s planetary and global costs: carbon, consensus and responsibility

Every AI system has a body, and the body eats electricity. Training and running large models consumes energy at a scale that leaves a growing carbon footprint, a cost paid by the climate for every automated decision. The administrator who deploys AI for flood forecasting or beneficiary targeting should ask who pays the energy bill alongside the financial one; efficient models and clean compute are administrative concerns, not merely engineering ones. Green AI is the principle that intelligence should not be bought with the planet.

The global answer is taking shape in the UNESCO Recommendation on the Ethics of Artificial Intelligence, adopted by member states in 2021: a shared framework insisting on human oversight, fairness, transparency, privacy and accountability in AI systems. For an Indian administrator it supplies a multilateral vocabulary: domestic AI governance can be defended as compliance with a global ethical consensus, not as bureaucratic caution.

Responsibility remains the hardest gap. When an algorithmic decision harms, three questions must have answers before the system goes live. Explainability: can the decision be traced and stated in human-readable reasons? Accountability: which human office owns the outcome and answers for it? Redress: can the affected citizen appeal to a human being and get the decision reviewed? An AI system that cannot answer all three is not ready for the state to wield.

Mains case-study drill

You are the District Magistrate of a coastal district. A port expansion promises major investment and thousands of jobs but requires clearing mangroves that buffer the coast against cyclones and sustain fisherfolk livelihoods. The clearance file on your desk relies on a rapid, single-season environmental impact assessment. Fisherfolk unions oppose the project; the industry association supports it; your superior hints the file should move fast. Apply the environmental-ethics frameworks from this article.

1. Open with a brief hook on the collision, then summarise in two lines: who must decide, between what, and why a clean choice is hard.
2. State the compass: intergenerational and intragenerational equity, the precautionary principle, the public trust doctrine, and trusteeship of common resources.
3. Map the stakeholders: yourself, the fisherfolk, prospective workers, the company, future generations, the coastal ecology, and the credibility of the clearance process.
4. List the ethical issues value by value: adequacy of the assessment, irreversibility of mangrove loss, livelihood versus jobs, pressure from a superior; narrate nothing.
5. Name the dilemma precisely (development versus conservation; short-term investment versus long-term coastal security), then resolve it by ranking values: irreversible ecological and livelihood harm outranks speed.
6. Lay out three options (clear the file as it stands; reject the project outright; return the file for a full, participatory, multi-season assessment with conditional clearance, monitored compliance, mangrove offsets and a livelihood guarantee) with merits, demerits and an ethical read on each.
7. Commit to the third option with safeguards, document the superior's oral direction in writing, add systemic measures (minimum assessment standards, cumulative impact studies, public trust accounting for coastal commons), and close by lifting the resolution to trusteeship: the coast is held in trust, not owned by the present.

Framing hint: Aligns with the GS-IV mains bank's recurring themes on applied ethics and environment-versus-development dilemmas; treat coaching-attributed PYQ years as themes only, never as citations.

You are the IT secretary of a state. A vendor offers an AI tool that scores teacher performance from classroom video feeds, promising to end favouritism in transfers. The model is proprietary and cannot be inspected; its training data comes from another country.

1. State the collision in two lines: efficiency and fairness in postings versus opacity, bias and surveillance.
2. Apply the perils (black box, automated bias, surveillance drift) and the three responsibility questions: explainability, accountability, redress.
3. Evaluate three options (deploy as offered; deploy with an independent bias audit, human-in-the-loop sign-off and a right of appeal; reject and build a transparent in-house system).
4. Commit with reasons, and name the safeguards you would make non-negotiable.

Framing hint: the state may not wield what it cannot explain; the global consensus backs caution, not obstruction. Aligns with the GS-IV mains bank’s recurring themes on applied ethics and technology; treat coaching-attributed PYQ years as themes only, never as citations.

Reports reach you of schoolchildren in your district being harassed inside an immersive gaming world, with some showing signs of addiction and withdrawal. Parents demand a complete ban on such platforms; the industry association warns that bans will only drive the activity underground.

1. State the collision: protecting vulnerable children versus proportionate, enforceable regulation.
2. Apply the six guiding principles (self-esteem, equality, emotional intelligence, freedom, privacy, security) to the facts.
3. Lay out three options (blanket ban; unregulated laissez-faire; age-gated regulation with platform accountability, digital literacy in schools, and parental controls) and evaluate each.
4. Commit, and explain how your choice avoids both overreach and abdication.

Framing hint: regulate the harm, not the technology; the vulnerable group gets the strongest protection. Aligns with the GS-IV mains bank’s recurring themes on applied ethics and emerging technology; treat coaching-attributed PYQ years as themes only, never as citations.

Key Terms

• UNESCO Recommendation on the Ethics of Artificial Intelligence: The UNESCO Recommendation on the Ethics of Artificial Intelligence, adopted by member states in 2021, is the shared global framework for ethical AI. It insists on human oversight, fairness, transparency, privacy and accountability, and gives administrators a multilateral vocabulary for defending careful AI governance.
• UNESCO Universal Declaration on Bioethics and Human Rights: The UNESCO Universal Declaration on Bioethics and Human Rights is a 2005 international instrument adopted by UNESCO's General Conference that sets universal principles for bioethics. Its 28 articles cover human dignity, consent, privacy, non-discrimination, and benefit-sharing from scientific research, guiding states on ethical questions in medicine, life sciences, and related technologies. It matters for UPSC GS-4 ethics on bioethics and medical ethics, and for prelims questions on UNESCO declarations. Adopted in 2005 by UNESCO's General Conference
• Prevention of Cruelty to Animals Act, 1960: The Prevention of Cruelty to Animals Act, 1960 is India's principal animal-welfare statute, criminalising unnecessary pain and suffering inflicted on animals. It created the Animal Welfare Board of India. For UPSC it is the statutory anchor that turns animal ethics from philosophy into enforceable administrative duty.
• Common Cause v. Union of India: Common Cause v. Union of India (2018) is the Supreme Court judgment that recognised the right to die with dignity under Article 21 and legalised passive euthanasia in India. It upheld advance medical directives, or living wills, allowing terminally ill patients to refuse life support, and laid down safeguards including medical board approvals. The Court later simplified the procedure in 2023. It matters for UPSC polity and ethics questions on the right to life, patient autonomy and end-of-life care. the Supreme Court's 2023 order simplifying living-will procedures
• Animal Welfare Board of India: The Animal Welfare Board of India (AWBI) is the statutory advisory body on animal-welfare matters, set up under the Prevention of Cruelty to Animals Act, 1960. It advises governments, oversees welfare organisations, and frames welfare norms. For UPSC it is the institutional face of applied animal ethics.
• Clean Development Mechanism (CDM): Clean Development Mechanism (CDM) refers to a market mechanism for achieving GHG emissions reduction under the Kyoto protocol.
• Surrogacy (Regulation) Act, 2021: The Surrogacy (Regulation) Act, 2021 is the Indian statute that permits only altruistic surrogacy and prohibits commercial surrogacy. The surrogate must be an eligible married woman acting once without payment beyond medical expenses, and the intending couple must meet statutory criteria certified by Surrogacy Boards. For UPSC it is the case study of law protecting dignity against market pressure.
• Bias reduction in evaluation: A reference to techniques for limiting partiality when judging performance, common in UPSC ethics questions on appraisal, recruitment and decision-making. Methods include anonymised assessment, structured criteria, diverse panels and blind review. It matters for GS Paper IV because impartiality is a foundational value of the civil services, and answers on administrative ethics are expected to show how discretion can be checked by institutional design.
• Press Council of India: The Press Council of India is the statutory quasi-judicial body established under the Press Council Act, 1978 to preserve press freedom and maintain press standards. Its Norms of Journalistic Conduct set the working code: accuracy, fairness, privacy, no paid news, no sensationalism. For UPSC it is the institutional answer to journalistic-ethics questions.
• Bar Council of India: The Bar Council of India is the statutory body under the Advocates Act, 1961 that regulates the legal profession and lays down standards of professional conduct for advocates. It frames the advocate's triple duty: to the court first, then to the client within the law, then to colleagues. For UPSC it is the institutional anchor of legal-ethics answers.
• Lethal autonomous weapons: Lethal autonomous weapons are weapon systems that can identify, select and engage targets without human intervention in the decision loop. Debated since 2014 in the UN Convention on Certain Conventional Weapons' Group of Governmental Experts in Geneva, they raise legal, ethical and accountability concerns under international humanitarian law. For UPSC, they matter for GS-2 and GS-3 questions on disarmament, emerging military technologies and AI ethics. CCW Group of Governmental Experts, Geneva
• Narmada Bachao Andolan: The Narmada Bachao Andolan is a social movement led by Medha Patkar since the mid-1980s against large dams on the Narmada, especially the Sardar Sarovar Dam, demanding proper rehabilitation of displaced tribals and farmers. It used satyagraha, jal samarpan and legal action, prompted the World Bank's withdrawal from the project in 1993, and won Supreme Court rulings conditioning dam height on rehabilitation. It matters for UPSC as the defining case of development versus displacement in India. In 2000 the Supreme Court allowed the Sardar Sarovar Dam to be raised, but only in stages tied to the verified rehabilitation of project-affected families.