Are Ideas Getting Harder to Find?
Open accessAbstract
Long-run growth in many models is the product of two terms: the effective number of researchers and their research productivity. We present evidence from various industries, products, and firms showing that research effort is rising substantially while research productivity is declining sharply. A good example is Moore’s Law. The number of researchers required today to achieve the famous doubling of computer chip density is more than 18 times larger than the number required in the early 1970s. More generally, everywhere we look we find that ideas, and the exponential growth they imply, are getting harder to find. (JEL D24, E23, O31, O47)
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References 50 · Cited by 1,002
Research works printed but not linked: 61
- Acs, Zoltan J., and David B. Audretsch. 1988. "Innovation in Large and Small Firms: An Empirical Analysis." American Economic Review 78 (4): 678-90.
- Aghion, Philippe, Ufuk Akcigit, and Peter Howitt. 2014. "What Do We Learn from Schumpeterian Growth Theory?" In Handbook of Economic Growth, Vol. 2, edited by Philippe Aghion and Steven N. Durlauf, 515-63. Amsterdam: Elsevier.
- Aghion, Philippe, and Peter Howitt. 1998. Endogenous Growth Theory. Cambridge, MA: MIT Press.
- Akcigit, Ufuk, Murat Alp Celik, and Jeremy Greenwood. 2016. "Buy, Keep, or Sell: Economic Growth and the Market for Ideas." Econometrica 84 (3): 943-84.
- Akcigit, Ufuk, and William R. Kerr. 2018. "Growth through Heterogeneous Innovations." Journal of Political Economy 126 (4): 1374-1443.
- Akcigit, Ufuk, and Qingmin Liu. 2016. "The Role of Information in Innovation and Competition." Journal of the European Economic Association 14 (4): 828-70.
- Atkeson, Andrew, and Ariel Burstein. 2019. "Aggregate Implications of Innovation Policy." Journal of Political Economy 127 (6): 2625-83.
- Atkeson, Andrew, Ariel T. Burstein, and Manolis Chatzikonstantinou. 2019. "Transitional Dynamics in Aggregate Models of Innovative Investment." Annual Review of Economics 11: 273-301.
- Bartelsman, Eric, John Haltiwanger, and Stefano Scarpetta. 2013. "Cross-Country Differences in Productivity: The Role of Allocation and Selection." American Economic Review 103 (1): 305-34.
- Bloom, Nicholas, Charles I. Jones, John Van Reenen, and Michael Webb. 2020. "Replication Data for: Are Ideas Getting Harder to Find?" American Economic Association [publisher], Inter-university Consortium for Political and Social Research [distributor]. http://doi.org/10.3886/E111743V1. · DOI
- Bloom, Nicholas, Mark Schankerman, and John Van Reenen. 2013. "Identifying Technology Spillovers and Product Market Rivalry." Econometrica 81 (4): 1347-93.
- Blundell, Richard, Rachel Griffith, and John Van Reenen. 1999. "Market Share, Market Value and Innovation in a Panel of British Manufacturing Firms." Review of Economic Studies 66 (3): 529-54.
- Branstetter, Lee G. 2001. "Are Knowledge Spillovers International or Intranational in Scope?: Micro- econometric Evidence from the U.S. and Japan." Journal of International Economics 53 (1): 53-79.
- Corrado, Carol, Charles Hulten, and Daniel Sichel. 2005. "Measuring Capital and Technology: An Expanded Framework." In Measuring Capital in the New Economy, edited by Carol Corrado, John Haltiwanger, and Dan Sichel, 11-46. Chicago: University of Chicago Press.
- Dalgaard, Carl-Johan, and Holger Strulik. 2014. "Optimal Aging and Death: Understanding the Preston Curve." Journal of the European Economic Association 12 (3): 672-701.
- Davis, Steven J., John Haltiwanger, and Scott Schuh. 1996. "Small Business and Job Creation: Dissecting the Myth and Reassessing the Facts." Small Business Economics 8 (4): 297-315.
- Dinopoulos, Elias, and Constantinos Syropoulos. 2007. "Rent Protection as a Barrier to Innovation and Growth." Economic Theory 32 (2): 309-32.
- Dinopoulos, Elias, and Peter Thompson. 1998. "Schumpeterian Growth without Scale Effects." Journal of Economic Growth 3 (4): 313-35.
- Evenson, Robert. 1984. "International Invention: Implications for Technology Market Analysis." In R&D, Patents and Productivity, edited by Zvi Griliches, 89-126. Chicago: University of Chicago Press.
- Evenson, Robert E. 1993. "Patents, R&D and Invention Potential: International Evidence." American Economic Review 83 (2): 463-68.
- Flamm, Kenneth. 2017. "Has Moore's Law Been Repealed? An Economist's Perspective." Computing in Science and Engineering 19 (2): 29-40.
- Gallini, Nancy T. 2002. "The Economics of Patents: Lessons from Recent U.S. Patent Reform." Journal of Economic Perspectives 16 (2): 131-54.
- Gordon, Robert J. 2016. The Rise and Fall of American Growth: The US Standard of Living since the Civil War. Princeton, NJ: Princeton University Press.
- Griliches, Zvi. 1994. "Productivity, R&D and the Data Constraint." American Economic Review 84 (1): 1-23.
- Grossman, Gene M., and Elhanan Helpman. 1991. Innovation and Growth in the Global Economy. Cambridge, MA: MIT Press.
- Ha, Joonkyung, and Peter Howitt. 2007. "Accounting for Trends in Productivity and R&D: A Schumpeterian Critique of Semi-Endogenous Growth Theory." Journal of Money, Credit and Banking 39 (4): 733-74.
- Hall, Bronwyn H., and Jacques Mairesse. 1995. "Exploring the Relationship between R&D and Productivity in French Manufacturing Firms." Journal of Econometrics 65 (1): 263-93.
- Hall, Bronwyn H., Jacques Mairesse, and Pierre Mohnen. 2010. "Measuring the Returns to R&D." In Handbook of the Economics of Innovation, Vol. 2, edited by Bronwyn H. Hall and Nathan Rosenberg, 1033-82. Amsterdam: Elsevier.
- Hall, Robert E., and Charles I. Jones. 2007. "The Value of Life and the Rise in Health Spending." Quarterly Journal of Economics 122 (1): 39-72.
- Henry, Matthew D., and John L. Turner. 2006. "The Court of Appeals for the Federal Circuit's Impact on Patent Litigation." Journal of Legal Studies 35 (1): 85-117.
- Hopenhayn, Hugo A. 1992. "Entry, Exit, and Firm Dynamics in Long-Run Equilibrium." Econometrica 60 (5): 1127-50.
- Howitt, Peter. 1999. "Steady Endogenous Growth with Population and R&D Inputs Growing." Journal of Political Economy 107 (4): 715-30.
- Hsieh, Chang-Tai, and Peter J. Klenow. 2009. "Misallocation and Manufacturing TFP in China and India." Quarterly Journal of Economics 124 (4): 1403-48. Human Mortality Database. 2015. University of California, Berkeley. www.mortality.org (accessed November 18, 2015).
- Huffman, Wallace E., and Robert E. Evenson. 2006. Science for Agriculture: A Long-Term Perspective. Hoboken, NJ: John Wiley & Sons.
- Jaffe, Adam B. 1986. "Technological Opportunity and Spillovers of R&D: Evidence from Firms' Patents, Profits and Market Value." American Economic Review 76 (5): 984-1001.
- Jones, Benjamin F. 2010. "Age and Great Invention." Review of Economics and Statistics 92 (1): 1-14.
- Jones, Charles I. 1995. "R&D-Based Models of Economic Growth." Journal of Political Economy 103 (4): 759-84.
- Jones, Charles I. 2005. "Growth and Ideas." In Handbook of Economic Growth, Vol. 1B, edited by Philippe Aghion and Steven A. Durlauf, 1063-1111. Oxford: North Holland.
- Jones, Charles I., and Jihee Kim. 2018. "A Schumpeterian Model of Top Income Inequality." Journal of Political Economy 126 (5): 1785-1826.
- Jones, Charles I., and John C. Williams. 1998. "Measuring the Social Return to R&D." Quarterly Journal of Economics 113 (4): 1119-35.
- Klette, Tor Jakob, and Samuel Kortum. 2004. "Innovating Firms and Aggregate Innovation." Journal of Political Economy 112 (5): 986-1018.
- Kogan, Leonid, Dimitris Papanikolaou, Amit Seru, and Noah Stoffman. 2017. "Technological Innova- tion, Resource Allocation, and Growth." Quarterly Journal of Economics 132 (2): 665-712.
- Kortum, Samuel. 1993. "Equilibrium R&D and the Patent-R&D Ratio: U.S. Evidence." American Economic Review 83 (2): 450-57.
- Kortum, Samuel. 1997. "Research, Patenting, and Technological Change." Econometrica 65 (6): 1389-1419.
- Kortum, Samuel, and Josh Lerner. 1998. "Stronger Protection or Technological Revolution: What Is behind the Recent Surge in Patenting?" Carnegie-Rochester Conference Series on Public Policy 48: 247-304.
- Kremer, Michael. 1993. "Population Growth and Technological Change: One Million B.C. to 1990." Quarterly Journal of Economics 108 (3): 681-716.
- Laincz, Christopher A., and Pietro F. Peretto. 2006. "Scale Effects in Endogenous Growth Theory: An Error of Aggregation Not Specification." Journal of Economic Growth 11 (3): 263-88.
- Lanjouw, Jean O., and Mark Schankerman. 2004. "Patent Quality and Research Productivity: Measuring Innovation with Multiple Indicators." Economic Journal 114 (495): 441-65.
- Li, Chol-Won. 2000. "Endogenous vs. Semi-Endogenous Growth in a Two-R&D-Sector Model." Economic Journal 110 (462): 109-22.
- Lucas, Robert E., Jr. 1978. "On the Size Distribution of Business Firms." Bell Journal of Economics 9 (2): 508-23.
- Melitz, Marc J. 2003. "The Impact of Trade on Intra-Industry Reallocations and Aggregate Industry Productivity." Econometrica 71 (6): 1695-1725.
- Ngai, L. Rachel, and Roberto M. Samaniego. 2011. "Accounting for Research and Productivity Growth across Industries." Review of Economic Dynamics 14 (3): 475-95.
- Nordhaus, William D. 1997. "Do Real Output and Real Wage Measures Capture Reality? The History of Lighting Suggests Not." In The Economics of New Goods, edited by Timothy F. Bresnahan and Robert J. Gordon, 27-70. Chicago: University of Chicago Press.
- Nordhaus, William D. 2003. "The Health of Nations: The Contribution of Improved Health to Living Standards." In Measuring the Gains from Medical Research: An Economic Approach, edited by Kevin M. Murphy and Robert Topel, 9-40. Chicago: University of Chicago Press.
- Oeppen, Jim, and James W. Vaupel. 2002. "Broken Limits to Life Expectancy." Science 296 (5570): 1029-31.
- Pammolli, Fabio, Laura Magazzini, and Massimo Riccaboni. 2011. "The Productivity Crisis in Pharmaceutical R&D." Nature Reviews of Drug Discovery 10 (6): 428-38.
- Peretto, Pietro F. 1998. "Technological Change and Population Growth." Journal of Economic Growth 3 (4): 283-311.
- Romer, Paul M. 1990. "Endogenous Technological Change." Journal of Political Economy 98 (5): S71-102.
- Scannell, Jack W., Alex Blanckley, Helen Boldon, and Brian Warrington. 2012. "Diagnosing the Decline in Pharmaceutical R&D Efficiency." Nature Reviews Drug Discovery 11 (3): 191-200.
- Segerstrom, Paul S. 1998. "Endogenous Growth without Scale Effects." American Economic Review 88 (5): 1290-1310.
- Solow, Robert M. 1957. "Technical Change and the Aggregate Production Function." Review of Economics and Statistics 39 (3): 312-20.
- Authors
- Bloom, N., Jones, C. I., Van Reenen, J., & Webb, M.
- Affiliations
- National Bureau of Economic Research (US)
- Stanford University (US)
- Department of Economics, MIT, LSE, and NBER (email: )
- ORCID
- Bloom, Nicholas
- Venue
- American Economic Review
- Publisher
- American Economic Association
- Published
- 2020-04-01
- Volume
- 110
- Issue
- 4
- Pages
- 1104-1144
- ISSN
- 0002-8282 (ISSN-L)
- OpenAlex
- W2750722266
- Cited by
- 1,002
- References
- 50
- Citations by year
- 2026: 203 · 2025: 176 · 2024: 168 · 2023: 149 · 2022: 122 · 2021: 90 · 2020: 54 · 2019: 20 · 2018: 11 · 2017: 5 · 2016: 3 · 2014: 1
- FWCI
- 88.23
- Type
- journal article
- Language
- en
- Open access
- green
- orcid.org
- Locations
- American Economic Review (publishedVersion)
- RePEc: Research Papers in Economics (submittedVersion)
- London School of Economics and Political Science Theses Online (London School of Economics and Political Science) (submittedVersion)
- Funders
- U.S. Department of Agriculture
- National Institute of Food and Agriculture
- National Agricultural Statistics Service
- Topics
- Social Sciences › Economics, Econometrics and Finance › Economics and Econometrics › Economic Growth and Productivity
- Social Sciences › Economics, Econometrics and Finance › Economics and Econometrics › Firm Innovation and Growth
- Social Sciences › Decision Sciences › Management Science and Operations Research › Innovation Diffusion and Forecasting
- Keywords
- research productivity, research effort, long-run economic growth, Moore's law, idea generation, technological progress
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