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Manufacturing Dispersion: How Data Cleaning Choices Affect Measured Misallocation and Productivity Growth in the Annual Survey of Manufactures

Author

Listed:
  • Hang Kim
  • Martin Rotemberg
  • T. Kirk White

Abstract

Measurement of dispersion of productivity levels and productivity growth rates across businesses is a key input for answering a variety of important economic questions, such as understanding the allocation of economic inputs across businesses and over time. While item nonresponse is a readily quantifiable issue, we show there is also misreporting by respondents in the Annual Survey of Manufactures (ASM). Aware of these measurement issues, the Census Bureau edits and imputes survey responses before tabulation and dissemination. However, edit and imputation methods that are suitable for publishing aggregate totals may not be suitable for estimating other measures from the microdata. We show that the methods used dramatically affect estimates of productivity dispersion, allocative efficiency, and aggregate productivity growth. Using a Bayesian approach for editing and imputation, we model the joint distributions of all variables needed to estimate these measures, and we quantify the degree of uncertainty in the estimates due to imputations for faulty or missing data.

Suggested Citation

  • Hang Kim & Martin Rotemberg & T. Kirk White, 2025. "Manufacturing Dispersion: How Data Cleaning Choices Affect Measured Misallocation and Productivity Growth in the Annual Survey of Manufactures," Working Papers 25-67, Center for Economic Studies, U.S. Census Bureau.
    • Handle: RePEc:cen:wpaper:25-67
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    References listed on IDEAS

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    1. Bruce D. Meyer & Nikolas Mittag, 2019. "Using Linked Survey and Administrative Data to Better Measure Income: Implications for Poverty, Program Effectiveness, and Holes in the Safety Net," American Economic Journal: Applied Economics, American Economic Association, vol. 11(2), pages 176-204, April.
    2. Hang J. Kim & Jerome P. Reiter & Quanli Wang & Lawrence H. Cox & Alan F. Karr, 2014. "Multiple Imputation of Missing or Faulty Values Under Linear Constraints," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 32(3), pages 375-386, July.
    3. Jerrim, John & Lopez-Agudo, Luis Alejandro & Marcenaro-Gutierrez, Oscar D. & Shure, Nikki, 2017. "What happens when econometrics and psychometrics collide? An example using the PISA data," Economics of Education Review, Elsevier, vol. 61(C), pages 51-58.
    4. T. Kirk White & Jerome P. Reiter & Amil Petrin, 2018. "Imputation in U.S. Manufacturing Data and Its Implications for Productivity Dispersion," The Review of Economics and Statistics, MIT Press, vol. 100(3), pages 502-509, July.
    5. Chad Syverson, 2011. "What Determines Productivity?," Journal of Economic Literature, American Economic Association, vol. 49(2), pages 326-365, June.
    6. Chad Syverson, 2004. "Market Structure and Productivity: A Concrete Example," Journal of Political Economy, University of Chicago Press, vol. 112(6), pages 1181-1222, December.
    7. Tim A. Kroencke, 2017. "Asset Pricing without Garbage," Journal of Finance, American Finance Association, vol. 72(1), pages 47-98, February.
    8. Romer, Christina D, 1989. "The Prewar Business Cycle Reconsidered: New Estimates of Gross National Product, 1869-1908," Journal of Political Economy, University of Chicago Press, vol. 97(1), pages 1-37, February.
    9. 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.
    10. Chang-Tai Hsieh & Peter J. Klenow, 2009. "Misallocation and Manufacturing TFP in China and India," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 124(4), pages 1403-1448.
    11. Christian vom Lehn & Cache Ellsworth & Zachary Kroff, 2022. "Reconciling Occupational Mobility in the Current Population Survey," Journal of Labor Economics, University of Chicago Press, vol. 40(4), pages 1005-1051.
    12. Alexi Savov, 2011. "Asset Pricing with Garbage," Journal of Finance, American Finance Association, vol. 66(1), pages 177-201, February.
    13. Diego Restuccia & Richard Rogerson, 2008. "Policy Distortions and Aggregate Productivity with Heterogeneous Plants," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 11(4), pages 707-720, October.
    14. Balke, Nathan S & Gordon, Robert J, 1989. "The Estimation of Prewar Gross National Product: Methodology and New Evidence," Journal of Political Economy, University of Chicago Press, vol. 97(1), pages 38-92, February.
    15. Allan Collard-Wexler, 2010. "Productivity Dispersion and Plant Selection in the Ready-Mix Concrete Industry," 2010 Meeting Papers 105, Society for Economic Dynamics.
    16. John Haltiwanger & Robert Kulick & Chad Syverson, 2018. "Misallocation Measures: The Distortion That Ate the Residual," NBER Working Papers 24199, National Bureau of Economic Research, Inc.
    17. Chad Syverson, 2004. "Product Substitutability and Productivity Dispersion," The Review of Economics and Statistics, MIT Press, vol. 86(2), pages 534-550, May.
    18. G. Jacob Blackwood & Lucia S. Foster & Cheryl A. Grim & John Haltiwanger & Zoltan Wolf, 2021. "Macro and Micro Dynamics of Productivity: From Devilish Details to Insights," American Economic Journal: Macroeconomics, American Economic Association, vol. 13(3), pages 142-172, July.
    19. Stephen J Redding & David E Weinstein, 2020. "Measuring Aggregate Price Indices with Taste Shocks: Theory and Evidence for CES Preferences," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 135(1), pages 503-560.
    20. Bruce D. Meyer & Derek Wu & Victoria R. Mooers & Carla Medalia, 2019. "The Use and Misuse of Income Data and Extreme Poverty in the United States," NBER Working Papers 25907, National Bureau of Economic Research, Inc.
    21. Hang J. Kim & Lawrence H. Cox & Alan F. Karr & Jerome P. Reiter & Quanli Wang, 2015. "Simultaneous Edit-Imputation for Continuous Microdata," Journal of the American Statistical Association, Taylor & Francis Journals, vol. 110(511), pages 987-999, September.
    22. John Asker & Allan Collard-Wexler & Jan De Loecker, 2014. "Dynamic Inputs and Resource (Mis)Allocation," Journal of Political Economy, University of Chicago Press, vol. 122(5), pages 1013-1063.
    23. Douglas Gollin & Christopher Udry, 2021. "Heterogeneity, Measurement Error, and Misallocation: Evidence from African Agriculture," Journal of Political Economy, University of Chicago Press, vol. 129(1), pages 1-80.
    24. Romer, Christina D., 1988. "World War I and the postwar depression A reinterpretation based on alternative estimates of GNP," Journal of Monetary Economics, Elsevier, vol. 22(1), pages 91-115, July.
    25. John M. Abowd & Martha H. Stinson, 2013. "Estimating Measurement Error in Annual Job Earnings: A Comparison of Survey and Administrative Data," The Review of Economics and Statistics, MIT Press, vol. 95(5), pages 1451-1467, December.
    26. Romer, Christina, 1986. "Spurious Volatility in Historical Unemployment Data," Journal of Political Economy, University of Chicago Press, vol. 94(1), pages 1-37, February.
    27. Bils, Mark & Klenow, Peter J. & Ruane, Cian, 2021. "Misallocation or Mismeasurement?," Journal of Monetary Economics, Elsevier, vol. 124(S), pages 39-56.
    28. Kambourov, Gueorgui & Manovskii, Iourii, 2013. "A Cautionary Note On Using (March) Current Population Survey And Panel Study Of Income Dynamics Data To Study Worker Mobility," Macroeconomic Dynamics, Cambridge University Press, vol. 17(1), pages 172-194, January.
    29. 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.
    30. Roberts, Mark J. & Supina, Dylan, 1996. "Output price, markups, and producer size," European Economic Review, Elsevier, vol. 40(3-5), pages 909-921, April.
    31. Romer, Christina D, 1986. "Is the Stabilization of the Postwar Economy a Figment of the Data?," American Economic Review, American Economic Association, vol. 76(3), pages 314-334, June.
    32. Hang J. Kim & Lawrence H. Cox & Alan F. Karr & Jerome P. Reiter & Quanli Wang, 2015. "Simultaneous Edit-Imputation for Continuous Microdata," Working Papers 15-44, Center for Economic Studies, U.S. Census Bureau.
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