Agrawal, Ajay, Galasso, Alberto, and Oettl, Alexander, 2017. “Roads and Innovation.” Review of Economics and Statistics 99 (3), 417–34.Google Scholar

Arrow, Kenneth, 1962. “Economic Welfare and the Allocation of Resources for Invention.” In Nelson, Richard R. (ed.), The Rate and Direction of Invention Activity, 609–26. Princeton University Press, Princeton, NJ.Google Scholar

Atkeson, Andrew, and Kehoe, Patrick, 2007. “Modeling the Transition to a New Economy: Lessons from Two Technological Revolutions.” American Economic Review 97 (1) 64–88.Google Scholar

Barro, Robert J., 1991. “Economic Growth in a Cross-Section of Countries.” Quarterly Journal of Economics 106 (2), 407–43.Google Scholar

Bartelsman, Eric, Haltiwanger, John, and Scarpetta, Stefano, 2013. “Cross-Country Differences in Productivity: The Role of Allocation and Selection.” American Economic Review 103 (1), 305–34.Google Scholar

Bloom, Nicholas, Jones, Charles I., van Reenen, John, and Webb, Michael, 2017. “Are Ideas Getting Harder to Find?” NBER Working Paper No. 23782. National Bureau of Economic Research, Cambridge, MA.Google Scholar

Bloom, Nicholas, Sadun, Raffaella, and van Reenen, John, 2017. “Management As Technology.” NBER Working Paper No. 22327. National Bureau of Economic Research, Cambridge, MA.Google Scholar

Bloom, Nicholas, and van Reenen, John, 2007. “Measuring and Explaining Management Practices Across Firms.” Quarterly Journal of Economics 122 (4), 1351–1408.Google Scholar

Bresnahan, Timothy F., Brynjolfsson, Erik, and Hitt, Lorin, 2002. “Information Technology, Workplace Organization, and the Demand for Skilled Labor: Firm-Level Evidence.” Quarterly Journal of Economics 117 (1), 339–76.Google Scholar

Bresnahan, Timothy F., and Trajtenberg, Manuel, 1995. “General Purpose Technologies: ‘Engines of Growth’?” Journal of Econometrics, Annals of Econometrics 65 (1), 83–108.Google Scholar

Brynjolfsson, Erik, Hitt, Lorin, and Yang, Shinkyu, 2002. “Intangible Assets: Computers and Organizational Capital.” Brookings Papers on Economic Activity 33 (1), 137–98.Google Scholar

Brynjolfsson, Erik, and McAfee, Andrew, 2014. The Second Machine Age: Work, Progress, and Prosperity in a Time of Brilliant Technologies. W.W. Norton, New York, NY.Google Scholar

Brynjolfsson, Erik, Rock, Daniel, and Syverson, Chad, 2017. “Artificial Intelligence and the Modern Productivity Paradox: A Clash of Expectations and Statistics.” NBER Working Paper No. 24001. National Bureau of Economic Research, Cambridge, MA.Google Scholar

Byrne, David M., Fernald, John G., and Reinsdorf, Marshall B., 2016. “Does the United States Have a Productivity Slowdown or a Measurement Problem?” Brookings Papers on Economic Activity 47 (1), 109–82.Google Scholar

Christensen, Peter, Gillingham, Kenneth, and Nordhaus, William, 2016. “Uncertainty in Forecasts of Long-Run Productivity Growth.” Working Paper. Yale University Press, New Haven, CT.Google Scholar

Cogan, John F., Hubbard, Glenn, Taylor, John B., and Warsh, Kevin, 2017. “On the Prospects for Higher Economic Growth.” Working Paper. Hoover Institution, Stanford University, Stanford, CA.Google Scholar

Cowen, Tyler, 2011. The Great Stagnation: How America Ate All the Low-Hanging Fruit of Modern History, Got Sick, and Will (Eventually) Feel Better. Penguin Group, New York, NY.Google Scholar

Cunningham, Colleen, Ederer, Florian, and Song, Ma, 2018. “Killer Acquisitions.” Working Paper. Yale University Press, New Haven, CT.Google Scholar

David, Paul, 1991. “Computer and Dynamo: The Modern Productivity Paradox in a Not-Too-Distant Mirror.” In OECD, Technology and Productivity: The Challenge for Economic Policy, 315–47. OECD, Paris, France.Google Scholar

Goolsbee, Austan, Hubbard, Glenn, and Ganz, Amy, 2019. “A Policy Agenda to Develop Human Capital for the Modern Economy.” In Kearney, Melissa S. and Ganz, Amy (eds.), Expanding Economic Opportunity for More Americans, 16–36. Aspen Institute, Washington, DC.Google Scholar

Gordon, Robert J., 2016. The Rise and Fall of American Growth: The U.S. Standard of Living Since the Civil War. Princeton University Press, Princeton, NJ and Oxford, UK.Google Scholar

Graetz, Georg, and Michaels, Guy, 2015. “Robots at Work.” Discussion Paper No. 1335. Centre for Economic Performance, London, UK.Google Scholar

Hansen, Alvin H., 1938. Full Recovery or Stagnation? W.W. Norton, New York, NY.Google Scholar

Henderson, Rebecca, 2006. “The Innovator’s Dilemma as a Problem of Organizational Competence.” Journal of Product Innovation Management 23 (1), 5–11.Google Scholar

Himel, Samuel, and Seamans, Robert, 2017. “Artificial Intelligence, Incentives to Innovate, and Competition Policy.” Antitrust Chronicle 1 (3), 1–10.Google Scholar

Holmes, Thomas J., Levine, David K., and Schmitz, James A., 2012. “Monopoly and the Incentive to Innovate When Adoption Involves Switchover Disruptions.” American Economic Journal: Microeconomics 4 (3), 1–33.Google Scholar

Hortacsu, Ali, and Syverson, Chad, 2015. “The Ongoing Evolution of U.S. Retail: A Format Tug-of-War.” Journal of Economic Perspectives 29 (4), 89–112.Google Scholar

Hubbard, Glenn, 2016. “Supporting Work, Inclusion, and Mass Prosperity.” In Strain, Michael R. (ed.), The U.S. Labor Market: Questions and Challenge for Public Policy. AEI Press, Washington, DC.Google Scholar

Hubbard, Glenn, and Kane, Timothy, 2013. Balance: The Economics of Great Powers from Rome to Modern America. Simon and Schuster, New York, NY.Google Scholar

Keynes, John Maynard, 1930. “Economic Possibilities for Our Grandchildren.” In Keynes, John Maynard, Essays in Persuasion, 358–73. W.W. Norton, New York, NY.Google Scholar

Lincoln, Abraham, 1858. “Lecture on Discoveries and Inventions.” Speech to the Young Men’s Improvement Association of Bloomington, Illinois, April 6.Google Scholar

McAfee, Andrew, and Brynjolfsson, Eric, 2017. Machine, Platform, Crowd: Harnessing Our Digital Future. W.W. Norton, New York, NY.Google Scholar

McCloskey, Deirdre N., 2016. Bourgeois Equality. University of Chicago Press, Chicago, IL.Google Scholar

McKinsey Global Institute, 2018. Solving the Productivity Puzzle: The Role of Demand and the Promise of Digitization. McKinsey & Company, New York, NY.Google Scholar

Mokyr, Joel, 2014. “The Next Age of Invention.” City Journal 24 (1), 12–21.Google Scholar

Mokyr, Joel, Vickers, Chris, and Ziebarth, Nicolas L., 2015. “The History of Technological Anxiety and the Future of Economic Growth: Is This Time Different?” Journal of Economic Perspectives 29 (3), 31–50.Google Scholar

National Academy of Engineering, 2015. Making Value for America: Embracing the Future of Manufacturing, Technology, and Work. National Academies Press, Washington, DC.Google Scholar

Powell, Jerome H, 2018. “Monetary Policy in a Changing Economy.” Remarks at the Federal Reserve Bank of Kansas City Symposium on Changing Market Structure and Implications for Monetary Policy, August 23–25, Jackson Hole, WY.Google Scholar

Solow, Robert M, 1987. “We’d Better Watch Out.” New York Times Book Review, July 12, 36.Google Scholar

Summers, Lawrence H., 2013. “Why Stagnation Might Prove to Be the New Normal.” Remarks at the 14th International Monetary Fund Annual Research Conference, November 18, Washington, DC.Google Scholar

Syverson, Chad, 2011. “What Determines Productivity?” Journal of Economic Literature 49 (2), 326–65.Google Scholar

Syverson, Chad, 2013. “Will History Repeat Itself? Comments on ‘Is the Information Technology Over?’” International Productivity Monitor 25 (Spring), 37–40.Google Scholar

Syverson, Chad, 2017. “Challenges to Mismeasurement Explanations for the U.S. Productivity Slowdown.” Journal of Economic Perspectives 31 (2), 165–86.Google Scholar

Tirole, Jean, 2017. Economics for the Common Good. Princeton University Press. Princeton, NJ.Google Scholar

Van Reenen, John, 2018. “Increasing Differences between Firms: Market Power and the Macro-Economy.” Remarks at the Federal Reserve Bank of Kansas City Symposium on Changing Market Structure and Implications for Monetary Policy, August 23–25, Jackson Hole, WY.Google Scholar

Yared, Pierre, 2019. “Rising Government Debt: Causes and Solutions for a Decades-Old Trend.” Journal of Economic Perspectives 33 (2), 115–40.Google Scholar

Agrawal, Ajay, Gans, Joshua, and Goldfarb, Avi, 2018. Prediction Machines: The Simple Economics of Intelligence. Harvard Business Review Press, Boston, MA.Google Scholar

Athey, Susan, and Ellison, Glenn, 2011. “Position Auctions with Consumer Search.” Quarterly Journal of Economics 126 (3), 1213–70.Google Scholar

Baldwin, Carliss Y., and Clark, Kim B., 2000. Design Rules. MIT Press, Cambridge, MA.Google Scholar

Bezos, Jeff, 2017. “2016 Letter to Shareholders.” https://blog.aboutamazon.com/company-news/2016-letter-to-shareholders.Google Scholar

Brandt, Richard L., 2011. One Click: Jeff Bezos and the Rise of Amazon.com. Penguin Group, New York, NY.Google Scholar

Bresnahan, Timothy F., 2012. “Generality, Recombination, and Reuse.” In Lerner, Josh and Stern, Scott (eds.), The Rate and Direction of Inventive Activity Revisited, 611–56. University of Chicago Press for the NBER, Chicago, IL.Google Scholar

Bresnahan, Timothy F., Davis, Jason P., and Yin, Pai-Ling, 2015. “Economic Value Creation in Mobile Applications.” In Jaffe, Adam and Jones, Benjamin (eds.), The Changing Frontier: Rethinking Science and Innovation Policy, 233–86. National Bureau of Economic Research, Cambridge, MA.Google Scholar

Bresnahan, Timothy, and Greenstein, Shane, 1996. “Technical Progress and Co-Invention in Computing and in the Uses of Computers.” Brookings Papers on Economic Activity: Microeconomics 27 (3), 1–83.Google Scholar

Bresnahan, Timothy F., and Trajtenberg, Manuel, 1995. “General Purpose Technologies: Engines of Growth?” Journal of Econometrics 65 (1), 83–108.Google Scholar

Bresnahan, Timothy, and Yin, Pai-Ling, 2010. “Reallocating Innovative Resources around Growth Bottlenecks.” Industrial and Corporate Change 19 (5), 1589–1627.Google Scholar

Bresnahan, Timothy, and Yin, Pai-Ling, 2017. “Adoption of New Information and Communications Technologies in the Workplace Today.” In Greenstein, Shane, Lerner, Josh, and Stern, Scott (eds.), Innovation Policy and the Economy 17 (February), 95–124. National Bureau of Economic Research, Cambridge, MA.Google Scholar

Brynjolfsson, Erik, Rock, Daniel, and Syverson, Chad, 2017. “Artificial Intelligence and the Modern Productivity Paradox: A Clash of Expectations and Statistics.” NBER Working Paper No. 24001. National Bureau of Economic Research, Cambridge, MA.Google Scholar

Chui, Michael, Manyika, James, Miremadi, Mehdi, Henke, Nicolaus, Chung, Rita, Nel, Pieter, and Malhotra, Sankalp, 2018. “Notes from the AI Frontier: Applications and Value of Deep Learning.” Discussion Paper. McKinsey Global Institute, McKinsey & Company, New York, NY.Google Scholar

Clark, Jack, 2015. “Google Turning Its Lucrative Web Search Over to AI Machines.” Bloomberg Business, October 26, www.bloomberg.com/news/articles/2015-10-26/google-turning-its-lucrative-web-search-over-to-ai-machines.Google Scholar

Cockburn, Iain M., Henderson, Rebecca, and Stern, Scott, 2018. “The Impact of Artificial Intelligence on Innovation.” NBER Working Paper No. 24449. National Bureau of Economic Research, Cambridge, MA.Google Scholar

Cortada, James, 2004. The Digital Hand. Volume 1. Oxford University Press, Oxford, UK.Google Scholar

Finnegan, Matthew, 2018. “Report: AI Assistants and Chatbots Gain Traction in the Enterprise.” Computerworld, April 4, www.computerworld.com/article/3268075/ai-assistants-and-chatbots-gain-traction-in-business.html.Google Scholar

Gartner Research, 2018a. “Gartner Says Global Artificial Intelligence Business Value to Reach $1.2 Trillion in 2018: Customer Experience Represents the Majority of AI Business Value Through 2020,” April 25, www.gartner.com/en/newsroom/press-releases/2018-04-25-gartner-says-global-artificial-intelligence-business-value-to-reach-1-point-2-trillion-in-2018#:~:text=Customer%20Experience%20Represents%20the%20Majority,reach%20%243.9%20trillion%20in%202022.Google Scholar

Gartner Research, 2018b. “Market Guide for Conversational Platforms.” Gartner Research, Stamford, CT.Google Scholar

Goldfarb, Avi, 2014. “What Is Different about Online Advertising?” Review of Industrial Organization 44 (2), 115–29.Google Scholar

Helpman, Elhanan, and Trajtenberg, Manuel, 1998. “Diffusion of General Purpose Technologies.” In Helpman, Elhanan (ed.), General Purpose Technologies and Economic Growth, 85–120. MIT Press, Cambridge, MA.Google Scholar

Hennessey, John L., and Patterson, David A., 2012. Computer Architecture: A Quantitative Approach. Elsevier, Cambridge, MA.Google Scholar

McCarthy, Caroline, 2006. “Facebook’s Zuckerberg: ‘We Really Messed This One Up’.” CNET, September 8, www.cnet.com/news/facebooks-zuckerberg-we-really-messed-this-one-up/.Google Scholar

McGee, Matt, 2013. “EdgeRank Is Dead: Facebook’s News Feed Algorithm Now Has Close to 100 K Weight Factors.” MarketingLand, August 16, https://marketingland.com/edgerank-is-dead-facebooks-news-feed-algorithm-now-has-close-to-100k-weight-factors-55908.Google Scholar

Murray, Gerry, 2018. “IDC’s ‘Next Tech’ Survey of Marketing and MarTech in Consumer Packaged Goods Manufacturers.” IDC, Framingham, MA, www.idc.com/getdoc.jsp?containerId=US43613518.Google Scholar

Oremus, Will, 2018. “When Will Alexa Know Everything? A Conversation with the Chief of Amazon’s Voice Assistant on What Alexa Hears, What She Remembers, and How She’s Learning.” Slate, April 6, https://slate.com/technology/2018/04/alexa-chief-al-lindsay-isnt-worried-about-users-privacy-concerns.html.Google Scholar

Rollings, Mike, 2018. “Deliver Artificial Intelligence Business Value: A Gartner Trend Insight Report.” Gartner Research, Stamford, CT.Google Scholar

Romer, Paul M, 1986. “Increasing Returns and Long-Run Growth.” Journal of Political Economy 94 (5), 1002–37.Google Scholar

Rosenberg, Nathan, 1997. “Uncertainty and Technical Change.” In Landau, Ralph, Taylor, Timothy, and Wright, Gavin (eds.), The Mosaic of Economic Growth, 334–56. Stanford University Press, Redwood City, CA.Google Scholar

Rosenberg, Nathan, and Trajtenberg, Manuel, 2004. “A General-Purpose Technology at Work: The Corliss Steam Engine in the Late-Nineteenth-Century United States.” Journal of Economic History 64 (1), 61–99.Google Scholar

Schubmehl, David, 2017. “IDC Market Glance: Cognitive/AI Systems, Search, and Content Analytics.” IDC, Framingham, MA.Google Scholar

Simon, Herbert, 1962. “The Architecture of Complexity.” Proceedings of the American Philosophical Society 106 (6), 467–82.Google Scholar

Taddy, Matt, 2018. “The Technological Elements of Artificial Intelligence.” NBER Working Paper No. 24301. National Bureau of Economic Research, Cambridge, MA.Google Scholar

Trajtenberg, Manuel, 2018. “AI as the Next GPT: A Political-Economy Perspective.” NBER Working Paper No. 24245. National Bureau of Economic Research, Cambridge, MA.Google Scholar

Turing, Alan M., 1950. “Computing Machinery and Intelligence.” Mind 59 (236), 433–60.Google Scholar

Varian, Hal, 2007. “Position Auctions.” International Journal of Industrial Organization 25 (6), 1163–78.Google Scholar

Walker, Mike J., Andrews, Whit, and Cearley, David W., 2018. “Top 10 Strategic Technology Trends for 2018: AI Foundation.” Gartner Research, Stamford, CT.Google Scholar

Zuboff, Shoshana, 1988. In the Age of the Smart Machine: The Future of Work and Power. Basic Books, New York, NY.Google Scholar