UPSC CSE 2026 Essay Paper Discussion
GS Paper 4 20 marks · 250w 20 min Hard

There is a technological company named ABC Incorporated which is the second largest worldwide, situated in the Third World. You are the Chief Executive Officer and the majority shareholder of this company. The fast technological improvements have raised worries among environmental activists, regulatory authorities, and the general public over the sustainability of this scenario. You confront substantial issues about the business’s environmental footprint. In 2023, your organization had a significant increase of 48% in greenhouse gas emissions compared to the levels recorded in 2019. The significant rise in energy consumption is mainly due to the surging energy requirements of your data centers, fuelled by the exponential expansion of Artificial Intelligence (AI). Al-powered services need much more computational resources and electrical energy compared to conventional online activities, notwithstanding their notable gains. The technology’s proliferation has led to a growing concern over the environmental repercussions, resulting in an increase in warnings. Al models, especially those used in extensive machine learning and data processing, exhibit much greater energy consumption than conventional computer tasks, with an exponential increase. Although there is already a commitment and goal to achieve net zero emissions by 2030, the challenge of lowering emissions seems overwhelming as the integration of AI continues to increase. To achieve this goal, substantial investments in renewable energy use would be necessary. The difficulty is exacerbated by the competitive environment of the technology sector, where rapid innovation is essential for preserving market standing and shareholders’ worth. To achieve a balance between innovation, profitability and sustainability, a strategic move is necessary that is in line with both, business objectives and ethical obligations. (a) What is your immediate response to the challenges posed in the above case? (b) Discuss the ethical issues involved in the above case. (c) Your company has been identified to be penalized by technological giants. What logical and ethical arguments will you put forth to convince about its necessity? (d) Being a conscience being, what measures would you adopt to maintain balance between Al innovation and environmental footprint?

Subtopic: Ethics, Integrity and Aptitude

Model answer outline

How to structure your answer

Introduction → Immediate Measures → Ethical Concern → Values Involved → Conflict → Ethical Principle expansion → Logical Arguments → Conclusion
Full model answer

Detailed model answer

723 words · target 250 words · 20 min

  • What is your immediate response to the challenges posed in the above case?
  • Discuss the ethical issues involved in the above case.
  • Your company has been identified to be penalized by technological giants. What logical and ethical arguments will you put forth to convince about its necessity?
  • Being a conscience being, what measures would you adopt to maintain balance between Al innovation and environmental footprint? (250 words) Above case study combines the principles of Environmental Ethics, Corporate Governance, Ethics, Sustainable Development, Stakeholder Management, Intergenerational Justice, and Responsible Innovation. high-scoring answer should demonstrate that economic growth, technological innovation, and environmental sustainability are not mutually exclusive but must be harmonized.
  • Immediate Response to the Challenge: As CEO, my immediate response would be to acknowledge the seriousness of the issue and adopt a "Responsible AI Growth Strategy."

Immediate Measures

  • Conduct an independent carbon and energy audit of all AI operations.
  • Establish an Environmental Sustainability Task Force.
  • Publicly disclose emissions data and sustainability commitments.
  • Freeze expansion of highly inefficient data centers until environmental assessment is completed.
  • Accelerate renewable energy procurement through Power Purchase Agreements (PPAs).
  • Integrate environmental performance into corporate decision-making.

Guiding Principle "Innovate responsibly, not irresponsibly." The objective is not to slow innovation but to make innovation sustainable.

  • Ethical Issues Involved 1. Innovation vs

Environmental 4. Corporate Success vs Climate Sustainability

  • Justice

AI offers tremendous social and

  • Communities contribute least to economic benefits. emissions yet suffer climate However, impacts most. its environmental footprint is increasing rapidly.

Ethical Dilemma

Ethical Concern

Environmental justice.

Progress today vs ecological stability tomorrow.

  • Profit Maximization vs Social 5. Transparency and Accountability Responsibility
  • Companies must be

Shareholders seek growth and transparent profitability. environmental consequences of regarding

  • AI deployment. Society expects environmental stewardship.

Values Involved

Conflict

  • Integrity

Private gains vs public costs.

  • Accountability
  • Honesty
  • Present Generation vs Future 6. Technology Ethics Generations
  • Questions arise regarding:

Current AI expansion benefits

  • Responsible innovation present stakeholders.
  • Sustainable AI
  • Ethical use of resources
  • Ecological limits of technological

Environmental damage may burden future generations.

Ethical Principle expansion

Intergenerational Equity.

  • Arguments Against Penalization by Technology Giants: If the company faces criticism or penalties, I would present both logical and ethical arguments.

Logical Arguments

  • AI Generates Significant Social Benefits
  • AI contributes to: Healthcare innovation, Scientific research, Disaster prediction,

Education, Climate modelling

Therefore, emissions should be evaluated in relation to broader societal benefits.

  • Industry-Wide Challenge

The issue is systemic rather than company-specific.

  • Entire AI industry faces increasing energy demands.
  • Solutions require collective industry action.
  • Existing Net-Zero Commitment

The company already has:

  • Net-zero targets
  • Emission reduction plans
  • Sustainability investments

Therefore, it is acting in good faith.

  • Transitional Reality

Rapid technological transformation inevitably creates temporary environmental challenges before greener solutions mature.

Ethical Arguments

  • Principle of Fairness: Penalties should distinguish between:
  • Negligent polluters
  • Organizations actively pursuing sustainability
  • Principle of Shared Responsibility: All technology giants benefiting from AI should contribute collectively to environmental solutions.
  • Principle of Responsible Transition: Environmental goals should encourage innovation rather than punish organizations attempting to improve.
  • Measures to Balance AI Innovation and Environmental Footprint
  • Green Data Centers
  • Renewable-powered facilities
  • Energy-efficient cooling systems
  • Waste heat recovery technologies
  • Sustainable AI Design

Develop:

  • Smaller models
  • Energy-efficient algorithms
  • Optimized computing architectures

Goal "More intelligence per unit of energy."

  • Renewable Energy Transition: Solar, Wind, Green hydrogen, Long-term renewable energy contracts
  • Carbon Accounting and Disclosure: Annual reporting on: AI-related emissions, Energy consumption, Sustainability performance
  • Internal Carbon Pricing: Assign a monetary value to emissions. This ensures environmental costs are reflected in business decisions.
  • Circular Economy Approach: Recycle electronic components, Extend hardware life cycles, Responsible disposal of e-waste
  • Stakeholder Engagement: Consult Environmental experts, Governments, Civil society, Local communities
  • AI for Sustainability: Use AI itself to: Optimize energy consumption, Improve grid efficiency, Enhance climate forecasting, Reduce industrial emissions
  • ESG-Based Governance Link executive incentives with Sustainability targets, Carbon reduction goals, Responsible innovation metrics
  • Long-Term Ethical Framework: Adopt principles based on: Sustainability,

Accountability, Precautionary Principle, Intergenerational Justice, Responsible Innovation Conclusion: As CEO, I would reject the false choice between innovation and sustainability. The future belongs not to companies that build the most powerful AI, but to those that build the most responsible AI. Ethical leadership requires balancing shareholder value with societal welfare, technological progress with ecological limits, and present prosperity with the rights of future generations.

Following the principle of sustainable development, the company must pursue a path where artificial intelligence becomes a tool not only for economic growth but also for environmental stewardship and human well-being.

Key points

What an examiner expects to see

  • What is your immediate response to the challenges posed in the above case?
  • Discuss the ethical issues involved in the above case
  • Your company has been identified to be penalized by technological giants
  • Being a conscience being, what measures would you adopt to maintain balance between Al innovation and environmental footprint?
  • Immediate Response to the Challenge: As CEO, my immediate response would be to acknowledge the seriousness of the issue and adopt a "Responsible AI Growth
  • Conduct an independent carbon and energy audit of all AI operations
  • Establish an Environmental Sustainability Task Force
Keywords / terms

Terminology to weave into the answer

CEOESGEnvironmental EthicsCorporate GovernanceSustainable DevelopmentStakeholder Management

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