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AIs Structural Impact on Indias Knowledge Intensive Startup Ecosystem: A Natural Experiment in Firm Efficiency and Design

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  • Venkat Ram Reddy Ganuthula
  • Ramesh Kuruva

Abstract

This study explores the structural and performance impacts of artificial intelligence (AI) adoption on Indias knowledge intensive startups, spanning information technology, financial technology, health technology, and educational technology, founded between 2016 and 2025. Using a natural experiment framework with the founding year as an exogenous treatment proxy, it examines firm size, revenue productivity, valuation efficiency, and capital utilization across pre AI and AI era cohorts. Findings reveal larger structures and lower efficiency in AI era firms, supported by a dataset of 914 cleaned firms. The study offers insights into AIs transformative role, suggesting that while AI era firms attract higher funding and achieve higher absolute valuations, their per employee productivity and efficiency ratios are lower, potentially indicating earlystage investments in technology that have yet to yield proportional returns. This informs global entrepreneurial strategies while highlighting the need for longitudinal research on sustainability.

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  • Venkat Ram Reddy Ganuthula & Ramesh Kuruva, 2025. "AIs Structural Impact on Indias Knowledge Intensive Startup Ecosystem: A Natural Experiment in Firm Efficiency and Design," Papers 2507.19775, arXiv.org.
    • Handle: RePEc:arx:papers:2507.19775
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    1. Bresnahan, Timothy F. & Trajtenberg, M., 1995. "General purpose technologies 'Engines of growth'?," Journal of Econometrics, Elsevier, vol. 65(1), pages 83-108, January.
    2. Frédéric Delmar & Scott Shane, 2003. "Does business planning facilitate the development of new ventures?," Strategic Management Journal, Wiley Blackwell, vol. 24(12), pages 1165-1185, December.
    3. David J. Teece & Gary Pisano & Amy Shuen, 1997. "Dynamic capabilities and strategic management," Strategic Management Journal, Wiley Blackwell, vol. 18(7), pages 509-533, August.
    4. Richard B. Freeman, 2002. "The Labour Market in the New Information Economy," Oxford Review of Economic Policy, Oxford University Press and Oxford Review of Economic Policy Limited, vol. 18(3), pages 288-305.
    5. Guido W. Imbens & Jeffrey M. Wooldridge, 2009. "Recent Developments in the Econometrics of Program Evaluation," Journal of Economic Literature, American Economic Association, vol. 47(1), pages 5-86, March.
    6. Ben Spigel, 2017. "The Relational Organization of Entrepreneurial Ecosystems," Entrepreneurship Theory and Practice, , vol. 41(1), pages 49-72, January.
    7. Jeffrey M Wooldridge, 2010. "Econometric Analysis of Cross Section and Panel Data," MIT Press Books, The MIT Press, edition 2, volume 1, number 0262232588, December.
    8. David B. Audretsch, 1995. "Innovation and Industry Evolution," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262011468, December.
    9. Paul Gompers & Josh Lerner, 2001. "The Venture Capital Revolution," Journal of Economic Perspectives, American Economic Association, vol. 15(2), pages 145-168, Spring.
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