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Demand Shocks, Procurement Policies, and the Nature of Medical Innovation: Evidence from Wartime Prosthetic Device Patents

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  • Jeffrey Clemens
  • Parker Rogers

Abstract

We analyze wartime prosthetic device patents to investigate how procurement policy affects the cost, quality, and quantity of medical innovation. Analyzing whether inventions emphasize cost and/or quality requires generating new data. We do this by first hand-coding the economic traits emphasized in 1,200 patent documents. We then train a machine learning algorithm and apply the trained models to a century's worth of medical and mechanical patents that form our analysis sample. In our analysis of these new data, we find that the relatively stingy, fixed-price contracts of the Civil War era led inventors to focus broadly on reducing costs, while the less cost-conscious procurement contracts of World War I did not. We provide a conceptual framework that highlights the economic forces that drive this key finding. We also find that inventors emphasized dimensions of product quality (e.g., a prosthetic's appearance or comfort) that aligned with differences in buyers' preferences across wars. Finally, we find that the Civil War and World War I procurement shocks led to substantial increases in the quantity of prosthetic device patenting relative to patenting in other medical and mechanical technology classes. We conclude that procurement environments can significantly shape the scientific problems with which inventors engage, including the choice to innovate on quality or cost.

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  • Jeffrey Clemens & Parker Rogers, 2020. "Demand Shocks, Procurement Policies, and the Nature of Medical Innovation: Evidence from Wartime Prosthetic Device Patents," NBER Working Papers 26679, National Bureau of Economic Research, Inc.
  • Handle: RePEc:nbr:nberwo:26679
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    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. Schnitzer, Monika & Krieger, Joshua & Watzinger, Martin, 2019. "Standing on the shoulders of science," CEPR Discussion Papers 13766, C.E.P.R. Discussion Papers.
    3. Manuel Trajtenberg, 1990. "A Penny for Your Quotes: Patent Citations and the Value of Innovations," RAND Journal of Economics, The RAND Corporation, vol. 21(1), pages 172-187, Spring.
    4. Baten, Joerg & Bianchi, Nicola & Moser, Petra, 2017. "Compulsory licensing and innovation – Historical evidence from German patents after WWI," Journal of Development Economics, Elsevier, vol. 126(C), pages 231-242.
    5. Bronwyn H. Hall & Adam Jaffe & Manuel Trajtenberg, 2005. "Market Value and Patent Citations," RAND Journal of Economics, The RAND Corporation, vol. 36(1), pages 16-38, Spring.
    6. Laffont, Jean-Jacques & Tirole, Jean, 1986. "Using Cost Observation to Regulate Firms," Journal of Political Economy, University of Chicago Press, vol. 94(3), pages 614-641, June.
    7. Philippe Aghion & Antoine Dechezleprêtre & David Hémous & Ralf Martin & John Van Reenen, 2016. "Carbon Taxes, Path Dependency, and Directed Technical Change: Evidence from the Auto Industry," Journal of Political Economy, University of Chicago Press, vol. 124(1), pages 1-51.
    8. Nick Johnstone & Ivan Haščič & David Popp, 2010. "Renewable Energy Policies and Technological Innovation: Evidence Based on Patent Counts," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 45(1), pages 133-155, January.
    9. Mark Shepard & Katherine Baicker & Jonathan Skinner, 2020. "Does One Medicare Fit All? The Economics of Uniform Health Insurance Benefits," Tax Policy and the Economy, University of Chicago Press, vol. 34(1), pages 1-41.
    10. A. Colin Cameron & Jonah B. Gelbach & Douglas L. Miller, 2008. "Bootstrap-Based Improvements for Inference with Clustered Errors," The Review of Economics and Statistics, MIT Press, vol. 90(3), pages 414-427, August.
    11. Aghion, Philippe & Howitt, Peter, 1992. "A Model of Growth through Creative Destruction," Econometrica, Econometric Society, vol. 60(2), pages 323-351, March.
    12. Blume-Kohout, Margaret E. & Sood, Neeraj, 2013. "Market size and innovation: Effects of Medicare Part D on pharmaceutical research and development," Journal of Public Economics, Elsevier, vol. 97(C), pages 327-336.
    13. Richard Hornbeck & Martin Rotemberg, 2019. "Railroads, Reallocation, and the Rise of American Manufacturing," NBER Working Papers 26594, National Bureau of Economic Research, Inc.
    14. Daron Acemoglu & Joshua Linn, 2004. "Market Size in Innovation: Theory and Evidence from the Pharmaceutical Industry," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 119(3), pages 1049-1090.
    15. David Popp, 2010. "Innovation and Climate Policy," NBER Working Papers 15673, National Bureau of Economic Research, Inc.
    16. Pierre Dubois & Olivier de Mouzon & Fiona Scott-Morton & Paul Seabright, 2015. "Market size and pharmaceutical innovation," RAND Journal of Economics, RAND Corporation, vol. 46(4), pages 844-871, October.
    17. Antonin Bergeaud & Yoann Potiron & Juste Raimbault, 2017. "Classifying patents based on their semantic content," PLOS ONE, Public Library of Science, vol. 12(4), pages 1-22, April.
    18. Sam Arts & Bruno Cassiman & Juan Carlos Gomez, 2018. "Text matching to measure patent similarity," Strategic Management Journal, Wiley Blackwell, vol. 39(1), pages 62-84, January.
    19. Jean Tirole, 1988. "The Theory of Industrial Organization," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262200716, April.
    20. Ufuk Akcigit & John Grigsby & Tom Nicholas, 2017. "The Rise of American Ingenuity: Innovation and Inventors of the Golden Age," Working Papers 2017-6, Princeton University. Economics Department..
    21. Fabian Waldinger, 2010. "Quality Matters - the Expulsion of Professors and Ph.D. Student Outcomes in Nazi Germany," CEP Discussion Papers dp0985, Centre for Economic Performance, LSE.
    22. Jeffrey Clemens, 2012. "The Effect of U.S. Health Insurance Expansions on Medical Innovation," Discussion Papers 11-016, Stanford Institute for Economic Policy Research.
    23. Bronwyn H. Hall & Adam B. Jaffe & Manuel Trajtenberg, 2001. "The NBER Patent Citation Data File: Lessons, Insights and Methodological Tools," NBER Working Papers 8498, National Bureau of Economic Research, Inc.
    24. Sabrina T. Howell, 2017. "Financing Innovation: Evidence from R&D Grants," American Economic Review, American Economic Association, vol. 107(4), pages 1136-1164, April.
    25. David C Chan & Michael J Dickstein, 2019. "Industry Input in Policy Making: Evidence from Medicare," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 134(3), pages 1299-1342.
    26. Karl Widerquist, 2018. "The Bottom Line," Exploring the Basic Income Guarantee, in: A Critical Analysis of Basic Income Experiments for Researchers, Policymakers, and Citizens, chapter 0, pages 93-98, Palgrave Macmillan.
    27. Fabian Waldinger, 2010. "Quality Matters: The Expulsion of Professors and the Consequences for PhD Student Outcomes in Nazi Germany," Journal of Political Economy, University of Chicago Press, vol. 118(4), pages 787-831, August.
    28. Guido W. Imbens & Paul R. Rosenbaum, 2005. "Robust, accurate confidence intervals with a weak instrument: quarter of birth and education," Journal of the Royal Statistical Society Series A, Royal Statistical Society, vol. 168(1), pages 109-126, January.
    29. Petra Moser & Alessandra Voena, 2012. "Compulsory Licensing: Evidence from the Trading with the Enemy Act," American Economic Review, American Economic Association, vol. 102(1), pages 396-427, February.
    30. Matthew Gentzkow & Jesse M. Shapiro, 2010. "What Drives Media Slant? Evidence From U.S. Daily Newspapers," Econometrica, Econometric Society, vol. 78(1), pages 35-71, January.
    31. Amy Finkelstein, 2004. "Static and Dynamic Effects of Health Policy: Evidence from the Vaccine Industry," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 119(2), pages 527-564.
    32. Hémous, David & Dechezleprêtre, Antoine & Olsen, Morten & Zanella, carlo, 2019. "Automating Labor: Evidence from Firm-level Patent Data," CEPR Discussion Papers 14249, C.E.P.R. Discussion Papers.
    33. Marianne Bertrand & Esther Duflo & Sendhil Mullainathan, 2004. "How Much Should We Trust Differences-In-Differences Estimates?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 119(1), pages 249-275.
    34. Richard G. Newell & Adam B. Jaffe & Robert N. Stavins, 1999. "The Induced Innovation Hypothesis and Energy-Saving Technological Change," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 114(3), pages 941-975.
    35. Abadie, Alberto & Diamond, Alexis & Hainmueller, Jens, 2010. "Synthetic Control Methods for Comparative Case Studies: Estimating the Effect of California’s Tobacco Control Program," Journal of the American Statistical Association, American Statistical Association, vol. 105(490), pages 493-505.
    36. Matthew Gentzkow & Jesse M. Shapiro & Matt Taddy, 2019. "Measuring Group Differences in High‐Dimensional Choices: Method and Application to Congressional Speech," Econometrica, Econometric Society, vol. 87(4), pages 1307-1340, July.
    37. Alessandro Iaria & Carlo Schwarz & Fabian Waldinger, 2018. "Frontier Knowledge and Scientific Production: Evidence from the Collapse of International Science," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 133(2), pages 927-991.
    38. Iain M. Cockburn & Rebecca Henderson & Scott Stern, 2018. "The Impact of Artificial Intelligence on Innovation: An Exploratory Analysis," NBER Chapters, in: The Economics of Artificial Intelligence: An Agenda, pages 115-146, National Bureau of Economic Research, Inc.
    39. Eric Budish & Benjamin N. Roin & Heidi Williams, 2015. "Do Firms Underinvest in Long-Term Research? Evidence from Cancer Clinical Trials," American Economic Review, American Economic Association, vol. 105(7), pages 2044-2085, July.
    40. Petra Moser, 2005. "How Do Patent Laws Influence Innovation? Evidence from Nineteenth-Century World's Fairs," American Economic Review, American Economic Association, vol. 95(4), pages 1214-1236, September.
    41. Amitabh Chandra & Jonathan Skinner, 2012. "Technology Growth and Expenditure Growth in Health Care," Journal of Economic Literature, American Economic Association, vol. 50(3), pages 645-680, September.
    42. Diego García, 2013. "Sentiment during Recessions," Journal of Finance, American Finance Association, vol. 68(3), pages 1267-1300, June.
    43. Koichiro Ito & James M. Sallee, 2018. "The Economics of Attribute-Based Regulation: Theory and Evidence from Fuel Economy Standards," The Review of Economics and Statistics, MIT Press, vol. 100(2), pages 319-336, May.
    44. Susan Athey, 2018. "The Impact of Machine Learning on Economics," NBER Chapters, in: The Economics of Artificial Intelligence: An Agenda, pages 507-547, National Bureau of Economic Research, Inc.
    45. David Popp, 2010. "Innovation and Climate Policy," Annual Review of Resource Economics, Annual Reviews, vol. 2(1), pages 275-298, October.
    46. Rogerson, William P, 1989. "Profit Regulation of Defense Contractors and Prizes for Innovation," Journal of Political Economy, University of Chicago Press, vol. 97(6), pages 1284-1305, December.
    47. Patrick Kline & Neviana Petkova & Heidi Williams & Owen Zidar, 2019. "Who Profits from Patents? Rent-Sharing at Innovative Firms," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 134(3), pages 1343-1404.
    48. Lauren Cohen & Umit G. Gurun & Scott Duke Kominers, 2019. "Patent Trolls: Evidence from Targeted Firms," Management Science, INFORMS, vol. 65(12), pages 5461-5486, December.
    49. Andrei Shleifer, 1985. "A Theory of Yardstick Competition," RAND Journal of Economics, The RAND Corporation, vol. 16(3), pages 319-327, Autumn.
    50. W. Walker Hanlon, 2015. "Necessity Is the Mother of Invention: Input Supplies and Directed Technical Change," Econometrica, Econometric Society, vol. 83, pages 67-100, January.
    51. Christopher R. Knittel, 2011. "Automobiles on Steroids: Product Attribute Trade-Offs and Technological Progress in the Automobile Sector," American Economic Review, American Economic Association, vol. 101(7), pages 3368-3399, December.
    52. Zorina B Khan, 2009. "War and the Returns to Entrepreneurial Innovation among US Patentees, 1790-1870," Brussels Economic Review, ULB -- Universite Libre de Bruxelles, vol. 52(3/4), pages 239-273.
    53. Trajtenberg, Manuel, 1989. "The Welfare Analysis of Product Innovations, with an Application to Computed Tomography Scanners," Journal of Political Economy, University of Chicago Press, vol. 97(2), pages 444-479, April.
    54. Iain M. Cockburn & Rebecca Henderson & Scott Stern, 2018. "The Impact of Artificial Intelligence on Innovation," NBER Working Papers 24449, National Bureau of Economic Research, Inc.
    55. Yin, Wesley, 2008. "Market incentives and pharmaceutical innovation," Journal of Health Economics, Elsevier, vol. 27(4), pages 1060-1077, July.
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    5. Gamba, Simona & Magazzini, Laura & Pertile, Paolo, 2021. "R&D and market size: Who benefits from orphan drug legislation?," Journal of Health Economics, Elsevier, vol. 80(C).
    6. Agarwal, Ruchir & Gaule, Patrick, 2022. "What drives innovation? Lessons from COVID-19 R&D," Journal of Health Economics, Elsevier, vol. 82(C).
    7. Yeon-Koo Che & Elisabetta Iossa & Patrick Rey, 2021. "Prizes versus Contracts as Incentives for Innovation [Subgame Perfect Implementation Under Information Perturbations]," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 88(5), pages 2149-2178.
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    9. Martin Beraja & David Y Yang & Noam Yuchtman, 2023. "Data-intensive Innovation and the State: Evidence from AI Firms in China," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 90(4), pages 1701-1723.
    10. Enrico Berkes & Davide M. Coluccia & Gaia Dossi & Mara P. Squicciarini, 2023. "Dealing with adversity: Religiosity or science? Evidence from the great influenza pandemic," POID Working Papers 068, Centre for Economic Performance, LSE.
    11. Rogers, Parker, 2022. "Regulating the Innovators: Approval Costs and Innovation in Medical Technologies," SocArXiv c8s3m, Center for Open Science.
    12. Enrico Berkes & Davide M. Coluccia & Gaia Dossi & Mara P. Squicciarini, 2023. "Dealing with adversity: religiosity or science? Evidence from the great influenza pandemic," CEP Discussion Papers dp1927, Centre for Economic Performance, LSE.
    13. Naudé, Wim & Dimitri, Nicola, 2021. "Public Procurement and Innovation for Human-Centered Artificial Intelligence," IZA Discussion Papers 14021, Institute of Labor Economics (IZA).
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    15. Dupraz, Yannick & Ferrara, Andreas, 2021. "Fatherless: The Long-Term Effects of Losing a Father in the U.S. Civil War," CAGE Online Working Paper Series 538, Competitive Advantage in the Global Economy (CAGE).
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    17. Chiappinelli, Olga & Giuffrida, Leonardo M. & Spagnolo, Giancarlo, 2023. "Public procurement as an innovation policy: Where do we stand?," ZEW Discussion Papers 23-002, ZEW - Leibniz Centre for European Economic Research.
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    20. Berkes, Enrico & Coluccia, Davide M. & Dossi, Gaia Greta & Squicciarini, Mara P., 2023. "Dealing with adversity: religiosity or science? Evidence from the great influenza pandemic," LSE Research Online Documents on Economics 121318, London School of Economics and Political Science, LSE Library.

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    JEL classification:

    • H57 - Public Economics - - National Government Expenditures and Related Policies - - - Procurement
    • I1 - Health, Education, and Welfare - - Health
    • O31 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Innovation and Invention: Processes and Incentives

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