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Social Learning among Urban Manufacturing Firms: Energy-Efficient Motors in Bangladesh

Author

Listed:
  • Chaurey, Ritam

    (Johns Hopkins SAIS)

  • Nayyar, Guarav

    (The World Bank)

  • Sharma, Siddharth

    (The World Bank)

  • Verhoogen, Eric

    (Columbia University)

Abstract

Knowledge spillovers among firms are widely viewed as a key driver of agglomeration and growth, but are difficult to estimate cleanly. We randomly allocated an energy-efficient motor – a “servo'” motor – among leather-goods firms in Dhaka, Bangladesh, and tracked adoption, information flows, beliefs about energy savings, and other variables. We use the difference between actual exposure and expected exposure (from simulated randomization draws) to identify the effect of exposure. We find a robust positive effect of exposure to treated neighbors within a small geographic area (500 meters in our baseline specification) on information flows and adoption. A marginal value of public funds (MVPF) calculation taking learning spillovers into account yields a significantly larger value than one considering only treated firms and suggests that adoption subsidies would be a cost-effective policy intervention.

Suggested Citation

  • Chaurey, Ritam & Nayyar, Guarav & Sharma, Siddharth & Verhoogen, Eric, 2025. "Social Learning among Urban Manufacturing Firms: Energy-Efficient Motors in Bangladesh," IZA Discussion Papers 18183, Institute of Labor Economics (IZA).
  • Handle: RePEc:iza:izadps:dp18183
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    References listed on IDEAS

    as
    1. Romer, Paul M, 1986. "Increasing Returns and Long-run Growth," Journal of Political Economy, University of Chicago Press, vol. 94(5), pages 1002-1037, October.
    2. Tatyana Deryugina & Garth Heutel & Nolan H. Miller & David Molitor & Julian Reif, 2019. "The Mortality and Medical Costs of Air Pollution: Evidence from Changes in Wind Direction," American Economic Review, American Economic Association, vol. 109(12), pages 4178-4219, December.
    3. Pierre‐Philippe Combes & Gilles Duranton & Laurent Gobillon & Diego Puga & Sébastien Roux, 2012. "The Productivity Advantages of Large Cities: Distinguishing Agglomeration From Firm Selection," Econometrica, Econometric Society, vol. 80(6), pages 2543-2594, November.
    4. Burchardi, Konrad B. & de Quidt, Jonathan & Gulesci, Selim & Lerva, Benedetta & Tripodi, Stefano, 2021. "Testing willingness to pay elicitation mechanisms in the field: Evidence from Uganda," Journal of Development Economics, Elsevier, vol. 152(C).
    5. Lori Beaman & Ariel BenYishay & Jeremy Magruder & Ahmed Mushfiq Mobarak, 2021. "Can Network Theory-Based Targeting Increase Technology Adoption?," American Economic Review, American Economic Association, vol. 111(6), pages 1918-1943, June.
    6. Anderson, Soren T. & Newell, Richard G., 2004. "Information programs for technology adoption: the case of energy-efficiency audits," Resource and Energy Economics, Elsevier, vol. 26(1), pages 27-50, March.
    7. Xavier Giroud & Simone Lenzu & Quinn Maingi & Holger Mueller, 2024. "Propagation and Amplification of Local Productivity Spillovers," Econometrica, Econometric Society, vol. 92(5), pages 1589-1619, September.
    8. Hunt Allcott & Dmitry Taubinsky, 2015. "Evaluating Behaviorally Motivated Policy: Experimental Evidence from the Lightbulb Market," American Economic Review, American Economic Association, vol. 105(8), pages 2501-2538, August.
    9. Nicholas Bloom & Mark Schankerman & John Van Reenen, 2013. "Identifying Technology Spillovers and Product Market Rivalry," Econometrica, Econometric Society, vol. 81(4), pages 1347-1393, July.
    10. Marcel Fafchamps & Simon Quinn, 2018. "Networks and Manufacturing Firms in Africa: Results from a Randomized Field Experiment," The World Bank Economic Review, World Bank, vol. 32(3), pages 656-675.
    11. Gilles Duranton, 2007. "Urban Evolutions: The Fast, the Slow, and the Still," American Economic Review, American Economic Association, vol. 97(1), pages 197-221, March.
    12. Adam B. Jaffe & Manuel Trajtenberg & Rebecca Henderson, 1993. "Geographic Localization of Knowledge Spillovers as Evidenced by Patent Citations," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 108(3), pages 577-598.
    13. David Atkin & M. Keith Chen & Anton Popov, 2022. "The Returns to Face-to-Face Interactions: Knowledge Spillovers in Silicon Valley," NBER Working Papers 30147, National Bureau of Economic Research, Inc.
    14. Stefan Faridani & Paul Niehaus, 2022. "Linear estimation of global average treatment effects," Papers 2209.14181, arXiv.org, revised Dec 2024.
    15. Oriana Bandiera & Imran Rasul, 2006. "Social Networks and Technology Adoption in Northern Mozambique," Economic Journal, Royal Economic Society, vol. 116(514), pages 869-902, October.
    16. Robert W. Hahn & Nathaniel Hendren & Robert D. Metcalfe & Ben Sprung-Keyser, 2024. "A Welfare Analysis of Policies Impacting Climate Change," NBER Working Papers 32728, National Bureau of Economic Research, Inc.
    17. Enrico Moretti, 2004. "Workers' Education, Spillovers, and Productivity: Evidence from Plant-Level Production Functions," American Economic Review, American Economic Association, vol. 94(3), pages 656-690, June.
    18. Hausmann, Ricardo & Rodrik, Dani, 2003. "Economic development as self-discovery," Journal of Development Economics, Elsevier, vol. 72(2), pages 603-633, December.
    19. Irwin, Douglas A & Klenow, Peter J, 1994. "Learning-by-Doing Spillovers in the Semiconductor Industry," Journal of Political Economy, University of Chicago Press, vol. 102(6), pages 1200-1227, December.
    20. Wyatt Brooks & Kevin Donovan & Terence R. Johnson, 2018. "Mentors or Teachers? Microenterprise Training in Kenya," American Economic Journal: Applied Economics, American Economic Association, vol. 10(4), pages 196-221, October.
    21. Mohammad Arzaghi & J. Vernon Henderson, 2008. "Networking off Madison Avenue," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 75(4), pages 1011-1038.
    22. Stefan Faridani & Paul Niehaus, 2024. "Linear Estimation of Global Average Treatment Effects," NBER Working Papers 33319, National Bureau of Economic Research, Inc.
    23. Nicholas Ryan, 2018. "Energy Productivity And Energy Demand: Experimental Evidence From Indian Manufacturing Plants," Working Papers id:12797, eSocialSciences.
    24. Charles F. Manski, 1993. "Identification of Endogenous Social Effects: The Reflection Problem," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 60(3), pages 531-542.
    25. repec:hal:pseose:hal-00812695 is not listed on IDEAS
    26. Ina Hajdini & Saten Kumar & Samreen Malik & Jordan J. Norris & Mathieu Pedemonte, 2025. "Supply Chain Networks and the Macroeconomic Expectations of Firms," Working Papers 25-17, Federal Reserve Bank of Cleveland.
    27. Karl Schlag & James Tremewan & Joël Weele, 2015. "A penny for your thoughts: a survey of methods for eliciting beliefs," Experimental Economics, Springer;Economic Science Association, vol. 18(3), pages 457-490, September.
    28. Kirill Borusyak & Peter Hull, 2023. "Nonrandom Exposure to Exogenous Shocks," Econometrica, Econometric Society, vol. 91(6), pages 2155-2185, November.
    29. Bisztray, Márta & Koren, Miklós & Szeidl, Adam, 2018. "Learning to import from your peers," Journal of International Economics, Elsevier, vol. 115(C), pages 242-258.
    30. Esther Duflo & Daniel Keniston & Tavneet Suri & Céline Zipfel, 2023. "Chat Over Coffee? Diffusion of Agronomic Practices and Market Spillovers in Rwanda," NBER Working Papers 31368, National Bureau of Economic Research, Inc.
    31. Ariel BenYishay & A Mushfiq Mobarak, 2019. "Social Learning and Incentives for Experimentation and Communication," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 86(3), pages 976-1009.
    32. Nicholas Ryan, 2018. "Energy Productivity and Energy Demand: Experimental Evidence from Indian Manufacturing Plants," NBER Working Papers 24619, National Bureau of Economic Research, Inc.
    33. Harrison, Glenn W. & Martínez-Correa, Jimmy & Swarthout, J. Todd & Ulm, Eric R., 2017. "Scoring rules for subjective probability distributions," Journal of Economic Behavior & Organization, Elsevier, vol. 134(C), pages 430-448.
    34. Meriggi, Niccolò F. & Bulte, Erwin & Mobarak, Ahmed Mushfiq, 2021. "Subsidies for technology adoption: Experimental evidence from rural Cameroon," Journal of Development Economics, Elsevier, vol. 153(C).
    35. Conley, T. G., 1999. "GMM estimation with cross sectional dependence," Journal of Econometrics, Elsevier, vol. 92(1), pages 1-45, September.
    36. Sarah Baird & J. Aislinn Bohren & Craig McIntosh & Berk Özler, 2018. "Optimal Design of Experiments in the Presence of Interference," The Review of Economics and Statistics, MIT Press, vol. 100(5), pages 844-860, December.
    37. Michael Gechter & Namrata Kala, 2025. "Firm Presence, Pollution, and Agglomeration: Evidence from a Randomized Environmental Place-Based Policy," NBER Working Papers 33707, National Bureau of Economic Research, Inc.
    38. Lucas, Robert Jr., 1988. "On the mechanics of economic development," Journal of Monetary Economics, Elsevier, vol. 22(1), pages 3-42, July.
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    Keywords

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    JEL classification:

    • O14 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Industrialization; Manufacturing and Service Industries; Choice of Technology
    • R11 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - General Regional Economics - - - Regional Economic Activity: Growth, Development, Environmental Issues, and Changes
    • L67 - Industrial Organization - - Industry Studies: Manufacturing - - - Other Consumer Nondurables: Clothing, Textiles, Shoes, and Leather Goods; Household Goods; Sports Equipment
    • L23 - Industrial Organization - - Firm Objectives, Organization, and Behavior - - - Organization of Production
    • O12 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Microeconomic Analyses of Economic Development

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