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Micro and Macro Data Integration: The Case of Capital

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Author Info
Randy Becker
John Haltiwanger
Ron Jarmin
Shawn Klimek
Dan Wilson

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Abstract

Micro and macro data integration should be an objective of economic measurement as it is clearly advantageous to have internally consistent measurement at all levels of aggregation – firm, industry and aggregate. In spite of the apparently compelling arguments, there are few measures of business activity that achieve anything close to micro/macro data internal consistency. The measures of business activity that are arguably the worst on this dimension are capital stocks and flows. In this paper, we document, quantify and analyze the widely different approaches to the measurement of capital from the aggregate (top down) and micro (bottom up) perspectives. We find that recent developments in data collection permit improved integration of the top down and bottom up approaches. We develop a prototype hybrid method that exploits these data to improve micro/macro data internal consistency in a manner that could potentially lead to substantially improved measures of capital stocks and flows at the industry level. We also explore the properties of the micro distribution of investment. In spite of substantial data and associated measurement limitations, we show that the micro distributions of investment exhibit properties that are of interest to both micro and macro analysts of investment behavior. These findings help highlight some of the potential benefits of micro/macro data integration.

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File URL: http://webserver01.ces.census.gov/index.php/ces/1.00/cespapers?down_key=101709
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Publisher Info
Paper provided by Center for Economic Studies, U.S. Census Bureau in its series Working Papers with number 05-02.

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Length: 78 pages
Date of creation: May 2005
Date of revision:
Handle: RePEc:cen:wpaper:05-02

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Web page: http://www.ces.census.gov

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References listed on IDEAS
Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.:
  1. John Haltiwanger & C J Krizan & Lucia Foster, 1998. "Aggregate Productivity Growth: Lessons From Microeconomic Evidence," Working Papers 98-12, Center for Economic Studies, U.S. Census Bureau. [Downloadable!]
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  2. Hulten, Charles R. & Wykoff, Frank C., 1981. "The estimation of economic depreciation using vintage asset prices : An application of the Box-Cox power transformation," Journal of Econometrics, Elsevier, vol. 15(3), pages 367-396, April. [Downloadable!] (restricted)
  3. David Autor & Frank Levy & Richard Murnane, 2003. "The skill content of recent technological change: an empirical exploration," Proceedings, Federal Reserve Bank of San Francisco, issue Nov. [Downloadable!]
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  4. Mark E. Doms & Timothy Dunne, 1998. "Capital Adjustment Patterns in Manufacturing Plants," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 1(2), pages 409-429, April. [Downloadable!] (restricted)
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  5. Ricardo J. Caballero, 1997. "Aggregate Investment," NBER Working Papers 6264, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
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  6. Daniel J. Wilson, 2004. "Investment behavior of U.S. firms over heterogeneous capital goods: a snapshot," Working Papers in Applied Economic Theory 2004-21, Federal Reserve Bank of San Francisco. [Downloadable!]
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  7. Russell W. Cooper & John C. Haltiwanger, 2000. "On the Nature of Capital Adjustment Costs," NBER Working Papers 7925, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
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  8. Daniel Wilson, 2003. "Embodying Embodiment in a Structural, Macroeconomic Input-Output Model," Economic Systems Research, Taylor and Francis Journals, vol. 15(3), pages 371-398, September. [Downloadable!] (restricted)
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  9. Ron S Jarmin & Javier Miranda, 2002. "The Longitudinal Business Database," Working Papers 02-17, Center for Economic Studies, U.S. Census Bureau. [Downloadable!]
  10. C.J. Krizan & John Haltiwanger & Lucia Foster, 2002. "The Link Between Aggregate and Micro Productivity Growth: Evidence from Retail Trade," Working Papers 02-18, Center for Economic Studies, U.S. Census Bureau. [Downloadable!]
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  11. Russell Cooper & John Haltiwanger & Laura Power, 1999. "Machine Replacement and the Business Cycle: Lumps and Bumps," American Economic Review, American Economic Association, vol. 89(4), pages 921-946, September. [Downloadable!] (restricted)
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  12. Ricardo J. Caballero & Eduardo M. R. A. Engel & John C. Haltiwanger, 1995. "Plant-Level Adjustment and Aggregate Investment Dynamics," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 26(1995-2), pages 1-54. [Downloadable!]
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Cited by:
(explanations, Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.)

  1. Daniel Wilson, 2004. "IT and Beyond: The Contribution of Heterogenous Capital to Productivity," Working Papers 04-20, Center for Economic Studies, U.S. Census Bureau. [Downloadable!]
    Other versions:
  2. Stephen D. Oliner & Daniel E. Sichel. & Kevin J. Stiroh, 2007. "Explaining a productive decade," Finance and Economics Discussion Series 2007-63, Board of Governors of the Federal Reserve System (U.S.). [Downloadable!]
    Other versions:
  3. Nick Bloom, 2006. "The Impact of Uncertainty Shocks: Firm Level Estimation and a 9/11 Simulation," CEP Discussion Papers dp0718, Centre for Economic Performance, LSE. [Downloadable!]
  4. Francois Gourio, 2007. "Disasters and Recoveries: A Note on the Barro-Rietz Explanation of the Equity Premium Puzzle," Boston University - Department of Economics - Working Papers Series WP2007-007, Boston University - Department of Economics. [Downloadable!]
    Other versions:
  5. André Kurmann & Nicolas Petrosky-Nadeau, 2007. "Search Frictions in Physical Capital Markets as a Propagation Mechanism," Cahiers de recherche 0712, CIRPEE. [Downloadable!]
    Other versions:
  6. Sang Nguyen & B.K. Atrostic, 2005. "Computer Investment, Computer Networks and Productivity," Working Papers 05-01, Center for Economic Studies, U.S. Census Bureau. [Downloadable!]
  7. Sang Nguyen & B.K. Atrostic, 2006. "How Businesses Use Information Technology: Insights for Measuring Technology and Productivity," Working Papers 06-15, Center for Economic Studies, U.S. Census Bureau. [Downloadable!]
  8. Mirko Draca & Raffaella Sadun & John Van Reenen, 2006. "Productivity and ICT: A Review of the Evidence," CEP Discussion Papers dp0749, Centre for Economic Performance, LSE. [Downloadable!]
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