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Deep Dynamics

Author

Listed:
  • Gottfries, Nils

    (Department of Economics, Uppsala University, UCLS, IZA and CESifo)

  • Mickelsson, Glenn

    (Department of Economics)

  • Stadin, Karolina

    (Ratio Institute, Stockholm, and UCLS, Uppsala University)

Abstract

Combining micro and macro data, we construct demand-side shocks, which we take to be exogenous for individual firms. We estimate a reduced-form model to describe how firms adjust their production, employment, capital stock, and inventories in response to such shocks. Then, we chose the structural parameters of a theoretical model so that the theoretical model can match the impulse-response functions from the estimated reduced-form model. Firms’ reactions to demand-side shocks are well explained by a model where firms have modest market power, face convex adjustment costs and where they can vary utilization flexibly. The stock-out motive helps to explain inventory dynamics.

Suggested Citation

  • Gottfries, Nils & Mickelsson, Glenn & Stadin, Karolina, 2018. "Deep Dynamics," Working Paper Series 2018:10, Uppsala University, Department of Economics.
    • Handle: RePEc:hhs:uunewp:2018_010
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    as
    1. Prescott, Edward C., 1986. "Theory ahead of business-cycle measurement," Carnegie-Rochester Conference Series on Public Policy, Elsevier, vol. 25(1), pages 11-44, January.
    2. Martin Neil Baily & Eric J. Bartelsman & John Haltiwanger, 2001. "Labor Productivity: Structural Change And Cyclical Dynamics," The Review of Economics and Statistics, MIT Press, vol. 83(3), pages 420-433, August.
    3. Simon Gilchrist & Raphael Schoenle & Jae Sim & Egon Zakrajšek, 2017. "Inflation Dynamics during the Financial Crisis," American Economic Review, American Economic Association, vol. 107(3), pages 785-823, March.
    4. Oleksiy Kryvtsov & Virgiliu Midrigan, 2013. "Inventories, Markups, and Real Rigidities in Menu Cost Models," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 80(1), pages 249-276.
    5. Fay, Jon A & Medoff, James L, 1985. "Labor and Output over the Business Cycle: Some Direct Evidence," American Economic Review, American Economic Association, vol. 75(4), pages 638-655, September.
    6. Mikael Carlsson & Oskar Nordstrom Skans, 2012. "Evaluating Microfoundations for Aggregate Price Rigidities: Evidence from Matched Firm-Level Data on Product Prices and Unit Labor Cost," American Economic Review, American Economic Association, vol. 102(4), pages 1571-1595, June.
    7. Lucas, Robert E, Jr, 1970. "Capacity, Overtime, and Empirical Production Functions," American Economic Review, American Economic Association, vol. 60(2), pages 23-27, May.
    8. James A. Kahn & Mark Bils, 2000. "What Inventory Behavior Tells Us about Business Cycles," American Economic Review, American Economic Association, vol. 90(3), pages 458-481, June.
    9. Greenwood, Jeremy & Hercowitz, Zvi & Krusell, Per, 2000. "The role of investment-specific technological change in the business cycle," European Economic Review, Elsevier, vol. 44(1), pages 91-115, January.
    10. Susanto Basu, 1996. "Procyclical Productivity: Increasing Returns or Cyclical Utilization?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 111(3), pages 719-751.
    11. Humphreys, Brad R. & Maccini, Louis J. & Schuh, Scott, 2001. "Input and output inventories," Journal of Monetary Economics, Elsevier, vol. 47(2), pages 347-375, April.
    12. Jeff E. Biddle, 2014. "Retrospectives: The Cyclical Behavior of Labor Productivity and the Emergence of the Labor Hoarding Concept," Journal of Economic Perspectives, American Economic Association, vol. 28(2), pages 197-212, Spring.
    13. Julio J. Rotemberg & Lawrence H. Summers, 1990. "Inflexible Prices and Procyclical Productivity," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 105(4), pages 851-874.
    14. Mark Gertler & Peter Karadi, 2015. "Monetary Policy Surprises, Credit Costs, and Economic Activity," American Economic Journal: Macroeconomics, American Economic Association, vol. 7(1), pages 44-76, January.
    15. Bean, Charles R., 1990. "Endogenous growth and the procyclical behaviour of productivity," European Economic Review, Elsevier, vol. 34(2-3), pages 355-363, May.
    16. Basu, Susanto & Fernald, John G, 1997. "Returns to Scale in U.S. Production: Estimates and Implications," Journal of Political Economy, University of Chicago Press, vol. 105(2), pages 249-283, April.
    17. Kahn, James A, 1987. "Inventories and the Volatility of Production," American Economic Review, American Economic Association, vol. 77(4), pages 667-679, September.
    18. Eric Bartelsman & John Haltiwanger & Stefano Scarpetta, 2013. "Cross-Country Differences in Productivity: The Role of Allocation and Selection," American Economic Review, American Economic Association, vol. 103(1), pages 305-334, February.
    19. Lawrence J. Christiano & Martin Eichenbaum & Charles L. Evans, 2005. "Nominal Rigidities and the Dynamic Effects of a Shock to Monetary Policy," Journal of Political Economy, University of Chicago Press, vol. 113(1), pages 1-45, February.
    20. Sbordone, Argia M, 1997. "Interpreting the Procyclical Productivity of Manufacturing Sectors: External Effects or Labor Hoarding?," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 29(1), pages 26-45, February.
    21. Ramey, V.A., 2016. "Macroeconomic Shocks and Their Propagation," Handbook of Macroeconomics, in: J. B. Taylor & Harald Uhlig (ed.), Handbook of Macroeconomics, edition 1, volume 2, chapter 0, pages 71-162, Elsevier.
    22. Galeotti, Marzio & Maccini, Louis J. & Schiantarelli, Fabio, 2005. "Inventories, employment and hours," Journal of Monetary Economics, Elsevier, vol. 52(3), pages 575-600, April.
    23. Olley, G Steven & Pakes, Ariel, 1996. "The Dynamics of Productivity in the Telecommunications Equipment Industry," Econometrica, Econometric Society, vol. 64(6), pages 1263-1297, November.
    24. Jerome Adda & Russell W. Cooper, 2003. "Dynamic Economics: Quantitative Methods and Applications," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262012014, December.
    25. Cooper, Russell & Johri, Alok, 2002. "Learning-by-doing and aggregate fluctuations," Journal of Monetary Economics, Elsevier, vol. 49(8), pages 1539-1566, November.
    26. Hansen, Gary D. & Sargent, Thomas J., 1988. "Straight time and overtime in equilibrium," Journal of Monetary Economics, Elsevier, vol. 21(2-3), pages 281-308.
    27. Imbs, Jean M., 1999. "Technology, growth and the business cycle," Journal of Monetary Economics, Elsevier, vol. 44(1), pages 65-80, August.
    28. Magnus Lundin & Nils Gottfries & Charlotte Bucht & Tomas Lindstr÷M, 2009. "Price and Investment Dynamics: Theory and Plant-Level Data," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 41(5), pages 907-934, August.
    29. Mikael Carlsson & Jon Smedsaas, 2007. "Technology Shocks and the Labor‐Input Response: Evidence from Firm‐Level Data," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 39(6), pages 1509-1520, September.
    30. Kydland, Finn E & Prescott, Edward C, 1982. "Time to Build and Aggregate Fluctuations," Econometrica, Econometric Society, vol. 50(6), pages 1345-1370, November.
    31. Alan S. Blinder & Louis J. Maccini, 1991. "Taking Stock: A Critical Assessment of Recent Research on Inventories," Journal of Economic Perspectives, American Economic Association, vol. 5(1), pages 73-96, Winter.
    32. Daniel S. Hamermesh & Gerard A. Pfann, 1996. "Adjustment Costs in Factor Demand," Journal of Economic Literature, American Economic Association, vol. 34(3), pages 1264-1292, September.
    33. Aubhik Khan & Julia K. Thomas, 2007. "Inventories and the Business Cycle: An Equilibrium Analysis of ( S , s ) Policies," American Economic Review, American Economic Association, vol. 97(4), pages 1165-1188, September.
    34. Field, Alexander J., 2010. "The Procyclical Behavior of Total Factor Productivity in the United States, 1890–2004," The Journal of Economic History, Cambridge University Press, vol. 70(2), pages 326-350, June.
    35. Robert S. Chirinko & Steven M. Fazzari & Andrew P. Meyer, 2011. "A New Approach to Estimating Production Function Parameters: The Elusive Capital--Labor Substitution Elasticity," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 29(4), pages 587-594, October.
    36. Sargent, Thomas J, 1978. "Estimation of Dynamic Labor Demand Schedules under Rational Expectations," Journal of Political Economy, University of Chicago Press, vol. 86(6), pages 1009-1044, December.
    37. Sbordone, Argia M., 1996. "Cyclical productivity in a model of labor hoarding," Journal of Monetary Economics, Elsevier, vol. 38(2), pages 331-361, October.
    38. James A. Kahn, 1992. "Why is Production More Volatile than Sales? Theory and Evidence on the Stockout-Avoidance Motive for Inventory-Holding," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 107(2), pages 481-510.
    39. Fairise, Xavier & Langot, Francois, 1994. "Labor productivity and the business cycle: Can R.B.C. models be saved?," European Economic Review, Elsevier, vol. 38(8), pages 1581-1594, October.
    40. Stefan Eriksson & Karolina Stadin, 2017. "What are the determinants of hiring? The importance of product market demand and search frictions," Applied Economics, Taylor & Francis Journals, vol. 49(50), pages 5144-5165, October.
    41. Burnside, Craig & Eichenbaum, Martin & Rebelo, Sergio, 1993. "Labor Hoarding and the Business Cycle," Journal of Political Economy, University of Chicago Press, vol. 101(2), pages 245-273, April.
    42. James Levinsohn & Amil Petrin, 2003. "Estimating Production Functions Using Inputs to Control for Unobservables," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 70(2), pages 317-341.
    43. Hall, Robert E, 1988. "The Relation between Price and Marginal Cost in U.S. Industry," Journal of Political Economy, University of Chicago Press, vol. 96(5), pages 921-947, October.
    44. Mikael Carlsson & Stefan Eriksson & Nils Gottfries, 2013. "Product market imperfections and employment dynamics," Oxford Economic Papers, Oxford University Press, vol. 65(2), pages 447-470, April.
    45. Urban, Timothy L., 2005. "Inventory models with inventory-level-dependent demand: A comprehensive review and unifying theory," European Journal of Operational Research, Elsevier, vol. 162(3), pages 792-804, May.
    46. Daehaeng Kim & Chul-In Lee, 2007. "On-the-Job Human Capital Accumulation in a Real Business Cycle Model: Implications for Intertemporal Substitution Elasticity and Labor Hoarding," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 10(3), pages 494-518, July.
    47. J. B. Taylor & M. Woodford (ed.), 1999. "Handbook of Macroeconomics," Handbook of Macroeconomics, Elsevier, edition 1, volume 1, number 1.
    48. Rotemberg, Julio J. & Woodford, Michael, 1999. "The cyclical behavior of prices and costs," Handbook of Macroeconomics, in: J. B. Taylor & M. Woodford (ed.), Handbook of Macroeconomics, edition 1, volume 1, chapter 16, pages 1051-1135, Elsevier.
    49. Hart, Robert A & Malley, James R, 1999. "Procyclical Labour Productivity: A Closer Look at a Stylized Fact," Economica, London School of Economics and Political Science, vol. 66(264), pages 533-550, November.
    50. Manuel Arellano & Stephen Bond, 1991. "Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 58(2), pages 277-297.
    51. Ramey, Valerie A, 1989. "Inventories as Factors of Production and Economic Fluctuations," American Economic Review, American Economic Association, vol. 79(3), pages 338-354, June.
    52. Bond, Stephen & Van Reenen, John, 2007. "Microeconometric Models of Investment and Employment," Handbook of Econometrics, in: J.J. Heckman & E.E. Leamer (ed.), Handbook of Econometrics, edition 1, volume 6, chapter 65, Elsevier.
    53. Francesco Franco & Thomas Philippon, 2007. "Firms and Aggregate Dynamics," The Review of Economics and Statistics, MIT Press, vol. 89(4), pages 587-600, November.
    54. Wen, Yi, 2005. "Understanding the inventory cycle," Journal of Monetary Economics, Elsevier, vol. 52(8), pages 1533-1555, November.
    55. Christiano, Lawrence J., 1988. "Why does inventory investment fluctuate so much?," Journal of Monetary Economics, Elsevier, vol. 21(2-3), pages 247-280.
    56. Chirinko, Robert S. & Fazzari, Steven M. & Meyer, Andrew P., 2011. "A New Approach to Estimating Production Function Parameters: The Elusive Capital–Labor Substitution Elasticity," Journal of Business & Economic Statistics, American Statistical Association, vol. 29(4), pages 587-594.
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    More about this item

    Keywords

    capacity utilization; production factor; labor hoarding; labor productivity; inventory holdings; returns to scale; production function; Solow residual;
    All these keywords.

    JEL classification:

    • E22 - Macroeconomics and Monetary Economics - - Consumption, Saving, Production, Employment, and Investment - - - Investment; Capital; Intangible Capital; Capacity
    • E23 - Macroeconomics and Monetary Economics - - Consumption, Saving, Production, Employment, and Investment - - - Production
    • E24 - Macroeconomics and Monetary Economics - - Consumption, Saving, Production, Employment, and Investment - - - Employment; Unemployment; Wages; Intergenerational Income Distribution; Aggregate Human Capital; Aggregate Labor Productivity
    • E32 - Macroeconomics and Monetary Economics - - Prices, Business Fluctuations, and Cycles - - - Business Fluctuations; Cycles

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