Public Administration

UPSC Public Administration 2025 — Paper II

All 8 questions from UPSC Civil Services Mains Public Administration 2025 Paper II (400 marks total). Every stem reproduced in full, with directive-word analysis, marks, word limits, and answer-approach pointers.

8Questions
400Total marks
2025Year
Paper IIPaper

Topics covered

Kautilya, NITI Aayog, gender equality, District Collector, field organizations (1)Colonial legacy, fiscal federalism, cooperative federalism (1)Constitutional governance, liberalization and public enterprises, Centre-State relations (1)District reorganization, Secretariat-Directorate relations, decentralized planning (1)Cyber security, guillotine budget, new localism, Gram Sabha, GeM (1)CPGRAMS, Aadhaar, Smart and Community Policing (1)Women in local government, budget implications, Government Process Reengineering (1)Metropolitan governance, training vs capacity building, AI in disaster management (1)

A

Q1
50M 150w Compulsory comment Kautilya, NITI Aayog, gender equality, District Collector, field organizations

Answer the following in about 150 words each: (a) Arthashastra of Kautilya means the science of economics of livelihood of the people. Comment. (10 marks) (b) Trace the reasons for limited effectiveness of the NITI Aayog. (10 marks) (c) Highlight the constitutional provisions and judicial interventions to promote gender equality in India. (10 marks) (d) In contemporary times, the District Collector should prioritize teamwork over hierarchical structures. Comment. (10 marks) (e) Examine the significance of field organizations in enhancing policy implementation of projects like MGNREGA and Swachh Bharat Mission. (10 marks)

हिंदी में पढ़ें

निम्नलिखित में से प्रत्येक का लगभग 150 शब्दों में उत्तर दीजिए : (a) कौटिल्य के अर्थशास्त्र का अर्थ लोगों की आजीविका के अर्थशास्त्र का विज्ञान है। टिप्पणी कीजिए। (10 अंक) (b) नीति आयोग के सीमित प्रभाव के कारणों को अंकित कीजिए। (10 अंक) (c) भारत में लिंग समानता को बढ़ावा देने हेतु संवैधानिक प्रावधानों और न्यायिक अंतःक्षेप का वर्णन कीजिए। (10 अंक) (d) समकालीन समय में जिलाधीश को पदसोपान संरचना की अपेक्षा सामूहिक कार्य को प्राथमिकता देनी चाहिए। टिप्पणी कीजिए। (10 अंक) (e) मनरेगा और स्वच्छ भारत अभियान जैसी परियोजनाओं के क्रियान्वयन में संतृप्ति लाने में क्षेत्र संगठनों के महत्व का परीक्षण कीजिए। (10 अंक)

Answer approach & key points

The directive 'comment' for part (a) and (d) requires balanced analysis with personal insight, while 'trace' (b), 'highlight' (c), and 'examine' (e) demand factual enumeration, specific identification, and systematic assessment respectively. Allocate approximately 30 words per sub-part (150 words each), spending roughly 10-12 minutes per part: begin with a crisp definitional opening for each, develop 2-3 substantive analytical points, and conclude with a forward-looking observation. Prioritize precision over elaboration given the tight word limit.

  • (a) Arthashastra: Clarify that 'Artha' encompasses material well-being, statecraft, and polity beyond narrow economics; cite Kautilya's seven-fold state structure and the king's duty to ensure prosperity (yogakshema).
  • (b) NITI Aayog limitations: Identify structural constraints—absence of constitutional/financial powers unlike Planning Commission, dependence on cooperative federalism without enforcement mechanisms, and overlapping mandates with Finance Commission.
  • (c) Gender equality: Enumerate constitutional provisions (Articles 14-15, 39, 51A(e), 243D/243T) and landmark judicial interventions (Vishaka guidelines, Sabarimala, Triple Talaq, Joseph Shine).
  • (d) District Collector: Argue for collaborative governance through District Development Councils, interdepartmental coordination, and participatory models versus colonial-era magisterial hierarchy.
  • (e) Field organizations: Analyze role of Gram Panchayats, Block-level offices, and social audit mechanisms in MGNREGA; cite Swachh Bharat's use of district collectors and community mobilization through NGOs.
Q2
50M analyse Colonial legacy, fiscal federalism, cooperative federalism

(a) "The colonial legacy is responsible for many administrative problems in independent India as the role of company agents and traders evolved into Magistrates, Governors and Civil Servants." Analyze. (20 marks) (b) Despite the division of subjects, the Union Government contributes towards subjects in the State and Concurrent Lists. Discuss its pros and cons in the light of fiscal federalism. (20 marks) (c) Divergent political interests and financial constraints hinder the spirit of 'cooperative federalism'. Comment. (10 marks)

हिंदी में पढ़ें

(a) "स्वतंत्र भारत में औपनिवेशिक विरासत विभिन्न प्रशासनिक समस्याओं हेतु उत्तरदायी है क्योंकि कम्पनी अभिकर्ताओं और व्यापारियों ने दण्डनायकों, राज्यपालों और लोक सेवकों की भूमिका का रूप ले लिया।" विश्लेषण कीजिए। (20 अंक) (b) विषयों के विभाजन के बावजूद, केन्द्रीय सरकार राज्य एवं समवर्ती सूची के विषयों पर भी अपना योगदान देती है। राजकोषीय संघवाद के संदर्भ में इसके लाभ और हानि पर चर्चा कीजिए। (20 अंक) (c) विविध राजनीतिक हित और वित्तीय सीमाएँ 'सहयोगी संघवाद' की भावना को बाधित करते हैं। टिप्पणी कीजिए। (10 अंक)

Answer approach & key points

The directive 'analyse' in part (a) demands breaking down the colonial legacy into its constituent administrative problems; parts (b) and (c) require 'discuss' and 'comment' respectively. Allocate approximately 40% of time/words to part (a) (20 marks), 35% to part (b) (20 marks), and 25% to part (c) (10 marks). Structure: brief introduction linking colonial continuity to contemporary federal challenges; body addressing each part sequentially with clear sub-headings; conclusion synthesizing how colonial centralization still strains cooperative federalism and suggesting reforms.

  • Part (a): Evolution from East India Company agents (factors, zamindars) to ICS/IAS; continuity of elitist, revenue-extractive, law-and-order oriented bureaucracy; specific legacies like district collector system, police structure, secretariat system, and distrust of local self-government
  • Part (a): Critical analysis of how colonial administrative culture (hierarchical, status-quoist, alienated from masses) persists in post-independence governance, citing Paul Appleby or C. Rajagopalachari's critiques
  • Part (b): Constitutional provisions enabling Union's role in State/Concurrent Lists (Articles 275, 282, 293, 360); specific mechanisms like Finance Commission, Centrally Sponsored Schemes (CSS), and disaster relief funds
  • Part (b): Fiscal federalism analysis—pros (equalization, national priorities, crisis management) and cons (vertical imbalance, conditionalities reducing state autonomy, proliferation of CSS like PMGSY, Swachh Bharat Mission distorting state priorities)
  • Part (c): Divergent political interests—opposition-ruled states vs Union government, competitive federalism undermining cooperation; financial constraints—GST compensation delays, shrinking state share in divisible pool, FRBM pressures
  • Part (c): Institutional mechanisms for cooperative federalism—Inter-State Council, NITI Aayog, GST Council; assessment of their effectiveness and suggestions for strengthening (Sarkaria Commission recommendations, Punchhi Commission on fiscal federalism)
Q3
50M examine Constitutional governance, liberalization and public enterprises, Centre-State relations

(a) While the Constitution offers a strong framework for decentralized and accountable governance, the real test lies in how institutions, civil society and citizens uphold constitutional values in practice. Examine. (20 marks) (b) Liberalization of Indian economy has forced public enterprises to enhance their efficiency, but the effects of these reforms have been a topic of debate. Analyze. (20 marks) (c) Centre-State administrative relations are a matter of debate as constitutional provisions created a strong Centre. Discuss. (10 marks)

हिंदी में पढ़ें

(a) यद्यपि संविधान विकेन्द्रीत और उत्तरदायी सरकार का शक्तिशाली ढाँचा प्रदान करता है, किन्तु वास्तविक परीक्षण इस पर निर्भर करता है कि संस्थाएँ, नागरिक समाज और जनता कैसे संवैधानिक मूल्यों को आचरण में बनाए रखती हैं। परीक्षण कीजिए। (20 अंक) (b) भारतीय अर्थव्यवस्था के उदारीकरण ने लोक उद्यमों को अपनी कुशलता को बढ़ाने पर विवश किया है, किन्तु इन सुधारों का प्रभाव बाद-विवाद का विषय बना हुआ है। विश्लेषण कीजिए। (20 अंक) (c) केन्द्र-राज्य प्रशासनिक संबंध एक बहस का विषय है क्योंकि संवैधानिक प्रावधानों ने एक शक्तिशाली केन्द्र का निर्माण किया है। विवेचना कीजिए। (10 अंक)

Answer approach & key points

The directive 'examine' for part (a) requires critical investigation of constitutional framework versus ground reality, while 'analyze' for (b) demands systematic breakdown of liberalization effects, and 'discuss' for (c) needs balanced presentation of Centre-State debates. Allocate approximately 40% time/words to part (a) (20 marks), 40% to part (b) (20 marks), and 20% to part (c) (10 marks). Structure with a composite introduction addressing all three themes, separate sections for each sub-part with internal analysis, and a unified conclusion synthesizing governance challenges across decentralization, public sector reform, and federal relations.

  • Part (a): Constitutional provisions for decentralized governance (73rd/74th Amendments, Article 40, Schedule 11/12) contrasted with implementation gaps—political and administrative decentralization divergence, role of State Election Commissions, Finance Commissions' recommendations vs actual devolution
  • Part (a): Mechanisms of accountability—RTI, CAG, Lokpal, social audit—and civil society's role in actualizing constitutional values through citizen participation, pressure groups, and judicial activism
  • Part (b): Liberalization measures affecting PSEs—disinvestment policy, Navratna/Maharatna status, autonomy packages, competitive neutrality—and their impact on efficiency parameters (turnaround of VSNL, BHEL, ONGC)
  • Part (b): Debated effects—job losses vs productivity, strategic vs non-strategic disinvestment controversies, Raghuram Rajan committee concerns, residual control and autonomy paradox, performance of privatized vs retained PSEs
  • Part (c): Constitutional provisions creating strong Centre—Articles 256, 257, 365, 356 (now restricted by 44th Amendment), All-India Services, integrated audit—and Sarkaria/SR Bommai/Punchhi Commission recommendations on administrative relations
  • Part (c): Contemporary tensions—GST implementation, NIA/CBI jurisdiction, PM-KISAN/DBT conditionalities, cooperative federalism vs competitive federalism, use of Governor's office in administrative coordination
Q4
50M discuss District reorganization, Secretariat-Directorate relations, decentralized planning

(a) Experience of various States suggests that reorganization of districts was prompted more by politico-populist convenience rather than ease of administration. Discuss. (20 marks) (b) Lack of clear demarcation of roles between the State Secretariat and the Directorate has serious implications for policy making and policy implementation. Do you agree? (20 marks) (c) Decentralized planning in India signifies a shift towards context-sensitive development, but inadequate resources and local politics complicate the realization of social justice goals. Comment. (10 marks)

हिंदी में पढ़ें

(a) विभिन्न राज्यों का अनुभव दर्शाता है कि जिलों का पुनर्गठन प्रशासनिक सुगमता की बजाय राजनीतिक लोक-लुभावन सुविधा से अधिक प्रेरित है। विवेचना कीजिए। (20 अंक) (b) राज्य सचिवालय और निदेशालय की भूमिका के स्पष्ट सीमांकन के अभाव से नीति निर्माण व क्रियान्वयन में गंभीर परिणाम उत्पन्न हो रहे हैं। क्या आप सहमत हैं? (20 अंक) (c) भारत में विकेन्द्रित नियोजन, संदर्भ-संवेदनशील विकास की ओर बदलाव दर्शाता है, परन्तु सीमित संसाधन और स्थानीय राजनीति सामाजिक न्याय लक्ष्यों की प्राप्ति को जटिल बनाते हैं। टिप्पणी कीजिए। (10 अंक)

Answer approach & key points

The directive 'discuss' demands a balanced, analytical treatment with evidence-based arguments rather than mere description. Allocate approximately 40% of word budget to part (a) given its 20 marks, 35% to part (b) for its 20 marks, and 25% to part (c) for its 10 marks. Structure as: brief introduction acknowledging the interconnected themes of administrative rationality vs. political logic; body addressing each sub-part with distinct headings; conclusion synthesizing how these three issues collectively reflect the tension between administrative efficiency and democratic politics in Indian governance.

  • Part (a): Analysis of district reorganization drivers—political considerations (vote-bank consolidation, patronage distribution, coalition management) versus administrative rationale (governance accessibility, disaster management, service delivery); specific state examples like Telangana (2016), Uttar Pradesh's recent divisions, or West Bengal's reorganizations
  • Part (a): Critical evaluation of Sarkaria Commission and Punchhi Commission recommendations on district rationality criteria (population, terrain, communication) versus actual implementation patterns
  • Part (b): Conceptual clarity on Secretariat-Directorate distinction—policy formulation vs. policy execution functions; theoretical frameworks from Riggsian prismatic model or administrative theory on staff-line distinctions
  • Part (b): Implications analysis: policy paralysis, buck-passing, implementation gaps, and the phenomenon of 'secretariatization' of directorates; examples from states like Kerala's decentralized model or Gujarat's single-window reforms
  • Part (c): Decentralized planning evolution—73rd and 74th Constitutional Amendments, District Planning Committees, participatory planning ideals; contrast with centralized Five-Year Plan legacy
  • Part (c): Resource constraints: untied vs. tied funds, State Finance Commission devolution delays, own-source revenue limitations of PRIs; local politics manifestations—elite capture, caste dominance, partisan interference in beneficiary selection
  • Synthesis: How all three phenomena illustrate the 'politics-administration dichotomy' debate in Indian context—formal structures versus informal power networks
  • Reform trajectory: Recommendations from Second ARC, 14th Finance Commission, and emerging practices like Kerala's People's Plan Campaign or Tamil Nadu's participatory budgeting

B

Q5
50M 150w Compulsory evaluate Cyber security, guillotine budget, new localism, Gram Sabha, GeM

Answer the following in about 150 words each: (a) Low cyber awareness among officials is causing cyber security issues in the administration. Comment. (10 marks) (b) The 'guillotine' hastens the budgetary process to meet the timeline. Evaluate the procedure. (10 marks) (c) New localism plays a crucial role in empowering the local actors. Expand. (10 marks) (d) Gram Sabha aims to enlist community participation. Explain. (10 marks) (e) Identify the implementation challenges and issues of the Government e-Marketplace (GeM). (10 marks)

हिंदी में पढ़ें

निम्नलिखित में से प्रत्येक का लगभग 150 शब्दों में उत्तर दीजिए : (a) अधिकारियों में निम्न साइबर जागरूकता प्रशासन में साइबर सुरक्षा समस्याओं का कारण बन रही है। टिप्पणी कीजिए। (10 अंक) (b) 'गिलोटिन' बजटीय प्रक्रिया को समय-सीमा पर पूर्ण करने में गति देती है। इस क्रियाविधि का मूल्यांकन कीजिए। (10 अंक) (c) नवीन स्थानीयतावाद स्थानीय लोगों को सशक्त बनाने में महत्वपूर्ण भूमिका निभाता है। विस्तार कीजिए। (10 अंक) (d) ग्राम सभा सामुदायिक सहभागिता को प्राप्त करने का लक्ष्य रखती है। स्पष्ट कीजिए। (10 अंक) (e) सरकारी ई-मार्केटप्लेस (GeM) के क्रियान्वयन में चुनौतियों और विवादों की पहचान कीजिए। (10 अंक)

Answer approach & key points

This multi-part question requires balanced treatment across five 10-mark sub-parts within 150 words each. For (a) 'comment' demands analytical observation on cyber awareness gaps; (b) 'evaluate' requires balanced assessment of guillotine's efficiency versus democratic scrutiny trade-offs; (c) 'expand' needs elaboration of new localism's decentralization thesis; (d) 'explain' calls for clarifying Gram Sabha's participatory mechanisms; (e) demands critical identification of GeM implementation barriers. Allocate approximately 30 words per sub-part, using concise definition-critique-conclusion structure for each.

  • (a) Cyber awareness: Cites specific vulnerabilities (phishing, ransomware, weak passwords), links to human factor in NCIIPC/ CERT-In data, and mentions capacity-building initiatives like Cyber Surakshit Bharat
  • (b) Guillotine: Defines as Speaker's closure device for pending demands, notes Article 113/ Lok Sabha Rule 209 context, evaluates time efficiency versus reduced legislative scrutiny and financial accountability
  • (c) New localism: References Giddens/ Blairite concept, distinguishes from old localism, connects to 73rd/74th Amendment empowerment and 'co-production' of public services with local actors
  • (d) Gram Sabha: Anchors to Article 243A, distinguishes from Gram Panchayat, cites PESA/ FRA roles in tribal areas, notes Kerala's People's Plan Campaign as exemplar
  • (e) GeM challenges: Identifies MSME exclusion, bid rigging, quality verification gaps, digital divide among vendors, and integration issues with PFMS/ GSTN
Q6
50M discuss CPGRAMS, Aadhaar, Smart and Community Policing

(a) Centralized Public Grievance Redress and Monitoring System (CPGRAMS) does not effectively address local level issues. Give your opinion. (20 marks) (b) Do you think 'Aadhaar' initiative has promoted inclusive governance and administrative credibility? Throw light. (20 marks) (c) Smart Policing and Community Policing programmes have been initiated to address socio-technological challenges in law and order. Discuss. (10 marks)

हिंदी में पढ़ें

(a) केन्द्रीकृत लोक शिकायत निवारण एवं निगरानी प्रणाली (CPGRAMS) स्थानीय स्तर की समस्याओं का प्रभावी रूप से समाधान नहीं करती। अपने विचार प्रकट कीजिए। (20 अंक) (b) क्या आपके विचार में 'आधार' योजना ने समावेशी शासन और प्रशासनिक विश्वसनीयता को बढ़ावा दिया है? प्रकाश डालिए। (20 अंक) (c) स्मार्ट पुलिस व सामुदायिक पुलिस कार्यक्रम कानून और व्यवस्था की सामाजिक-तकनीकी चुनौतियों को हल करने के लिए आरम्भ किए गए हैं। विवेचना कीजिए। (10 अंक)

Answer approach & key points

The directive 'discuss' demands a balanced, analytical treatment with evidence-based arguments across all three parts. Allocate approximately 40% of time/words to part (a) on CPGRAMS given its 20 marks and evaluative nature requiring critical opinion; 35% to part (b) on Aadhaar for its dual assessment of inclusive governance and credibility; and 25% to part (c) on policing initiatives. Structure each part with brief context, multi-dimensional analysis, and a micro-conclusion before synthesizing all three in a final forward-looking conclusion.

  • Part (a): CPGRAMS limitations in local grievance redressal — structural centralization vs. local self-governance needs, last-mile connectivity gaps, and comparison with state-level portals like Jansunwai (UP) or CM Helpline (MP)
  • Part (a): Counter-arguments on CPGRAMS effectiveness — integration with Digital India, Sevottam reforms, and data-driven monitoring of redressal timelines
  • Part (b): Aadhaar's inclusive governance contribution — financial inclusion through DBT, Jan Dhan-Aadhaar-Mobile (JAM) trinity, reduced leakage in PDS and MGNREGA
  • Part (b): Administrative credibility dimensions — biometric de-duplication, ghost beneficiary elimination, but also concerns about exclusion errors, privacy risks, and Supreme Court's Puttaswamy judgment balancing act
  • Part (c): Smart Policing components — CCTNS, ICJS integration, predictive policing, cybercrime units; Community Policing models — Maithri (Kerala), Friends of Police (Tamil Nadu), Jan Sampark (Rajasthan)
  • Part (c): Socio-technological synergy — how technology-enabled community engagement addresses trust deficit, communal harmony, and cyber-physical security challenges
Q7
50M examine Women in local government, budget implications, Government Process Reengineering

(a) Many elected women representatives in local governments in India, especially from marginalized backgrounds, often struggle to govern effectively. Examine. (20 marks) (b) Budget is the pivot around which the whole financial administration revolves. Discuss the socio-economic and political implications of budget. (20 marks) (c) Assess the role of Government Process Reengineering (GPR) in promoting good governance. (10 marks)

हिंदी में पढ़ें

(a) भारतीय स्थानीय सरकारों में कई निर्वाचित महिला प्रतिनिधि, विशेषतः वंचित पृष्ठभूमि से, प्रभावी रूप से शासन करने के लिए प्रायः संघर्ष करती हैं। परीक्षण कीजिए। (20 अंक) (b) बजट वह धुरी है, जिसके चारों ओर समूचा वित्तीय प्रशासन घूमता है। बजट के सामाजिक-आर्थिक और राजनीतिक पहलुओं की विवेचना कीजिए। (20 अंक) (c) सुशासन को प्रोत्साहित करने में सरकारी प्रक्रिया पुनर्निर्माण (GPR) की भूमिका का मूल्यांकन कीजिए। (10 अंक)

Answer approach & key points

The directive 'examine' in part (a) requires critical investigation with evidence; part (b) demands 'discuss' with balanced argumentation; part (c) asks to 'assess' with judgment on GPR's effectiveness. Allocate approximately 40% word/time to (a) given 20 marks, 40% to (b) for 20 marks, and 20% to (c) for 10 marks. Structure: brief composite introduction, then dedicated sections for each sub-part with internal conclusions, followed by an integrated forward-looking conclusion.

  • Part (a): Structural barriers—patriarchal norms, proxy governance (sarpanch pati), limited education/training, financial dependence, and caste-class intersections that constrain women representatives in PRIs
  • Part (a): Institutional deficits—lack of capacity building, weak support structures, limited functional autonomy of PRIs, and inadequate secretariat assistance
  • Part (b): Budget as political instrument—resource allocation reflecting power relations, distributive justice, and agenda-setting; socio-economic implications for equity, growth, and welfare
  • Part (b): Budgetary process—formulation, enactment, execution, and accountability stages with their respective socio-political dimensions in Indian context
  • Part (c): GPR principles—process simplification, citizen-centricity, ICT integration, time-cost reduction; distinction from mere computerization
  • Part (c): GPR outcomes for good governance—transparency, accountability, service delivery improvement with Indian examples like SVAMITVA, UMANG, or state-level reforms
Q8
50M explain Metropolitan governance, training vs capacity building, AI in disaster management

(a) Metropolitan cities are providing major portions of national wealth, but their governance is fraught with intricate institutional relationships. Explain. (20 marks) (b) Training and capacity building represent different scope and objectives. Explain the key differences. (20 marks) (c) Artificial Intelligence (AI) has emerged as an innovative tool in disaster management. Illustrate with examples. (10 marks)

हिंदी में पढ़ें

(a) महानगरीय शहर राष्ट्रीय संपदा में मुख्य अंश उपलब्ध कराते हैं, परन्तु इनका शासन जटिल संस्थागत संबंधों से ग्रस्त है। स्पष्ट कीजिए। (20 अंक) (b) प्रशिक्षण और क्षमता निर्माण, विषय-क्षेत्र और उद्देश्यों में भिन्न हैं। इनकी मुख्य भिन्नताओं को स्पष्ट कीजिए। (20 अंक) (c) कृत्रिम बुद्धिमत्ता (AI) विपदा प्रबंधन के अभिनव उपकरण के रूप में उभरी है। उदाहरण सहित समझाइए। (10 अंक)

Answer approach & key points

The directive 'explain' demands conceptual clarity with causal reasoning across all three parts. Allocate approximately 40% of time/words to part (a) given its 20 marks and complexity, 40% to part (b) for its conceptual depth, and 20% to part (c) for its illustrative nature. Structure with a brief composite introduction, three distinct body sections addressing each sub-part with clear sub-headings, and a unified conclusion linking metropolitan governance, capacity building, and technological innovation for resilient urban administration.

  • Part (a): Metropolitan cities contribute disproportionately to GDP (e.g., Mumbai, Delhi, Bengaluru generating ~60% of national wealth) yet face governance fragmentation through multiplicity of agencies (municipal corporations, development authorities, parastatals, state and central government departments)
  • Part (a): Intricate institutional relationships include horizontal fragmentation (ward committees, special purpose vehicles), vertical fragmentation (74th Amendment implementation gaps, state control over municipal functions), and functional overlap (urban planning vs. land use regulation)
  • Part (b): Training is input-oriented, short-term, skill-specific, and individual-focused; capacity building is outcome-oriented, continuous, systemic, and addresses organizational and institutional environments alongside individual competencies
  • Part (b): Training objectives center on task performance and technical proficiency; capacity building objectives encompass enabling environment creation, institutional reform, and sustainable performance improvement (UNDP/OECD frameworks)
  • Part (c): AI applications in disaster management include predictive analytics for cyclone/earthquake forecasting (IMD, NDMA collaborations), drone-based damage assessment, machine learning for resource allocation, and chatbots for emergency communication
  • Part (c): Specific Indian examples—AI-powered flood forecasting in Bihar/Assam, Google's flood hub platform, AI-based building vulnerability mapping in Delhi, and NDMA's Aapda Mitra program integration with digital tools

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