UPSC CSE 2026 Essay Paper Discussion
GS Paper 3 12.5 marks · 200w 14 min Medium

What are the areas of prohibitive labour that can be sustainably managed by robots? Discuss the initiatives that can propel research in premier research institutes for substantive and gainful innovation.

Subtopic: Science & Technology · Robotics and R&D ecosystem

Model answer outline

How to structure your answer

Introduction: robotics for hazardous work → identify areas of prohibitive/dangerous labour → why robots suit them → initiatives to propel institutional research → Conclusion: linking R&D to gainful innovation
Full model answer

Written within the word limit

191 words · target 200 words · 14 min

Robots for prohibitive labour

'Prohibitive labour' refers to work that is hazardous, degrading or physically inaccessible to humans. Robotics and automation can sustainably manage such tasks while protecting human dignity and life.

  • Sanitation: manhole and sewer cleaning to end manual scavenging, and hazardous-waste handling.
  • Mining: deep-shaft and underground operations prone to collapse and toxic gases.
  • Nuclear and chemical plants: maintenance in high-radiation or toxic zones.
  • Defence and disaster response: bomb disposal, mine detection, firefighting and search-and-rescue in rubble.
  • Deep-sea and space: exploration in extreme, unreachable environments.

Initiatives to propel research

Premier institutes need both funding and an innovation pipeline:

  • Raise national R&D spending, currently below one percent of GDP, and create dedicated robotics missions and centres of excellence at IITs, IISc and NITs.
  • Strengthen academia-industry linkages so laboratory prototypes reach the market, backed by translational funding.
  • Nurture a start-up and skilling base through incubators, Atal Innovation Mission tinkering labs and fellowships.
  • Public procurement of indigenous robots, and challenge-grant programmes to solve defined national problems.
  • Protect intellectual property and reward publications tied to commercialisable, gainful innovation.

Directing robotics to India's hazardous, dignity-eroding tasks converts research strength into humane, employment-augmenting and economically substantive innovation.

Key points

What an examiner expects to see

  • Prohibitive labour = hazardous, degrading or inaccessible work unsuited to humans
  • Key areas: sewer/manhole cleaning, deep mining, nuclear/chemical maintenance, bomb disposal, firefighting, deep-sea and space
  • Robots protect life and human dignity (ending manual scavenging) while improving reliability
  • India's R&D spend is below 1% of GDP; needs a dedicated push and centres of excellence
  • Academia-industry translational linkage turns prototypes into marketable products
  • Incubation, skilling and Atal Innovation Mission build the innovation pipeline
  • Public procurement of indigenous robots and IPR protection reward gainful innovation
Examples to use

Concrete cases, schemes and judgments

  • Bandicoot robot developed by Genrobotics for cleaning manholes, deployed by Kerala and other states
  • Prohibition of Employment as Manual Scavengers and their Rehabilitation Act, 2013
  • Atal Innovation Mission and Atal Tinkering Labs seeding grassroots robotics
  • IMPRINT and Uchhatar Avishkar Yojana funding applied research in premier institutes
  • DRDO's Daksh remotely operated vehicle for bomb disposal
Keywords / terms

Terminology to weave into the answer

roboticsmanual scavenginghazardous automationR&D intensityAtal Innovation Missionacademia-industry linkage

Share this answer