Q. The application of Artificial Intelligence as a dependable source of input for administrative rational decision-making is a debatable issue. Critically examine the statement from the ethical point of view.

Model Answer:

AI promises data-driven rationality in public administration, but its dependability is debated due to inherent conflicts between algorithmic efficiency and foundational administrative ethics.

1. Ethical Merits of AI Inputs

• Procedural Fairness: Minimizes cognitive human prejudices, promoting objective and impartial administrative actions.
• Utilitarian Welfare: Maximizes resource allocation efficiency for the greater good (e.g., precise beneficiary targeting in PDS).
• Transparency: Digitally traceable AI inputs reduce opaque bureaucratic discretion and rent-seeking behavior.
• Proactive Governance: Predictive analytics enable anticipatory public service delivery, fulfilling the administrative duty of care (e.g., disaster forecasting).

2. Ethical Dilemmas & Debatability

• Algorithmic Bias: AI learns from historical data, potentially perpetuating systemic discrimination (e.g., racial/caste bias in COMPAS sentencing).
• ‘Black-Box’ Accountability: Opaque machine learning logic obscures decision rationales, violating the core principle of administrative answerability.
• Empathy Deficit: AI lacks compassion, applying rules rigidly without contextual understanding for vulnerable populations.
• Privacy Intrusions: Aggressive data harvesting compromises informed consent and fundamental human dignity (Puttaswamy Judgement).

AI must be an enabler, not an arbiter. Upholding NITI Aayog’s ‘AI for All’ strategy requires strict “Human-in-the-Loop” governance to balance rational efficiency with ethical compassion and justice.