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Evaluating the macro-representativeness of a firm-level database: an application for the Spanish economy

Author

Listed:
  • Miguel Almunia

    (University of Warwick)

  • David López-Rodríguez

    (Banco de España)

  • Enrique Moral-Benito

    (Banco de España)

Abstract

The availability of a firm-level database that represents the productive sector of an economy at the aggregate level is a necessary condition to undertake both reliable policy analysis and economic research in multiple areas. In this paper, we document the construction of a new representative firm-level dataset for Spain using detailed micro-level information provided by firms to the Spanish Commercial Registry and the Bank of Spain. A comparison with National Accounts figures serves to illustrate that the new micro-dataset is able to replicate the growth rates of output, employment and wage bill of the private sector. Using official statistics from the National Institute of Statistics (INE), we show that the resulting dataset covers more than 80% of firms registered in the census over the years 2000-2013 and, more importantly, the resulting dataset replicates the firm size distribution of the Spanish non-financial market economy. The same representativeness analysis is done for the manufacturing sector indicating that this sector is particularly well-represented in the dataset.

Suggested Citation

  • Miguel Almunia & David López-Rodríguez & Enrique Moral-Benito, 2018. "Evaluating the macro-representativeness of a firm-level database: an application for the Spanish economy," Occasional Papers 1802, Banco de España.
  • Handle: RePEc:bde:opaper:1802
    as

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    References listed on IDEAS

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    1. Luis Garicano & Claire Lelarge & John Van Reenen, 2016. "Firm Size Distortions and the Productivity Distribution: Evidence from France," American Economic Review, American Economic Association, vol. 106(11), pages 3439-3479, November.
    2. Gita Gopinath & Şebnem Kalemli-Özcan & Loukas Karabarbounis & Carolina Villegas-Sanchez, 2017. "Capital Allocation and Productivity in South Europe," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 132(4), pages 1915-1967.
    3. François Gourio & Nicolas Roys, 2014. "Size‐dependent regulations, firm size distribution, and reallocation," Quantitative Economics, Econometric Society, vol. 5, pages 377-416, July.
    4. John G. Fernald, 2015. "Productivity and Potential Output before, during, and after the Great Recession," NBER Macroeconomics Annual, University of Chicago Press, vol. 29(1), pages 1-51.
    5. Manuel García‐Santana & Enrique Moral‐Benito & Josep Pijoan‐Mas & Roberto Ramos, 2020. "Growing Like Spain: 1995–2007," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 61(1), pages 383-416, February.
    6. Atif Mian & Amir Sufi, 2010. "The Great Recession: Lessons from Microeconomic Data," American Economic Review, American Economic Association, vol. 100(2), pages 51-56, May.
    7. 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.
    8. Miguel Almunia & David Lopez-Rodriguez, 2018. "Under the Radar: The Effects of Monitoring Firms on Tax Compliance," American Economic Journal: Economic Policy, American Economic Association, vol. 10(1), pages 1-38, February.
    9. Şebnem Kalemli- Özcan & Bent E. Sørensen & Carolina Villegas-Sanchez & Vadym Volosovych & Sevcan Yeşiltaş, 2024. "How to Construct Nationally Representative Firm-Level Data from the Orbis Global Database: New Facts on SMEs and Aggregate Implications for Industry Concentration," American Economic Journal: Macroeconomics, American Economic Association, vol. 16(2), pages 353-374, April.
    10. Sebnem Kalemli-Ozcan & Bent Sorensen & Carolina Villegas-Sanchez & Vadym Volosovych & Sevcan Yesiltas, 2015. "How to Construct Nationally Representative Firm Level Data from the Orbis Global Database: New Facts and Aggregate Implications," NBER Working Papers 21558, National Bureau of Economic Research, Inc.
    11. Atif Mian & Amir Sufi, 2009. "The Consequences of Mortgage Credit Expansion: Evidence from the U.S. Mortgage Default Crisis," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 124(4), pages 1449-1496.
    12. Mark Doms & Eric J. Bartelsman, 2000. "Understanding Productivity: Lessons from Longitudinal Microdata," Journal of Economic Literature, American Economic Association, vol. 38(3), pages 569-594, September.
    13. Marc J. Melitz, 2003. "The Impact of Trade on Intra-Industry Reallocations and Aggregate Industry Productivity," Econometrica, Econometric Society, vol. 71(6), pages 1695-1725, November.
    14. Sørensen, Bent E & Kalemli-Özcan, Sebnem & Volosovych, Vadym & Villegas-Sanchez, Carolina & Yesiltas, Sevcan, 2015. "How to construct nationally representative firm level data from the ORBIS global database," CEPR Discussion Papers 10829, C.E.P.R. Discussion Papers.
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    Cited by:

    1. Alejandro Fernández-Cerezo & Beatriz Gonzalez & Mario Izquierdo Peinado & Enrique Moral-Benito, 2023. "Firm-level heterogeneity in the impact of the COVID-19 pandemic," Applied Economics, Taylor & Francis Journals, vol. 55(42), pages 4946-4974, September.
    2. Ivashina, Victoria & Laeven, Luc & Moral-Benito, Enrique, 2022. "Loan types and the bank lending channel," Journal of Monetary Economics, Elsevier, vol. 126(C), pages 171-187.
    3. Dmitri Kirpichev & Enrique Moral-Benito, 2018. "The costs of trade protectionism: evidence from Spanish firms and non-tariff measures," Working Papers 1814, Banco de España.
    4. Beatriz González & Galo Nuño & Dominik Thaler & Silvia Albrizio, 2021. "Firm Heterogeneity, Capital Misallocation and Optimal Monetary Policy," CESifo Working Paper Series 9465, CESifo.
    5. Alberto Martín & Enrique Moral-Benito & Tom Schmitz, 2021. "The Financial Transmission of Housing Booms: Evidence from Spain," American Economic Review, American Economic Association, vol. 111(3), pages 1013-1053, March.
    6. Pijoan-Mas, Josep & di Giovanni, Julian & García-Santana, Manuel & Moral-Benito, Enrique, 2022. "Government Procurement and Access to Credit: Firm Dynamics and Aggregate Implications," CEPR Discussion Papers 17023, C.E.P.R. Discussion Papers.
    7. Chenxu Fu & Enrique Moral-Benito, 2018. "The evolution of spanish total factor productivity since the global financial crisis," Occasional Papers 1808, Banco de España.
    8. Alberto Martín & Enrique Moral-Benito & Tom Schmitz, 2018. "The Financial Transmission of Housing Bubbles: Evidence from Spain," Working Papers 625, IGIER (Innocenzo Gasparini Institute for Economic Research), Bocconi University.
    9. Alfaro, Laura & García-Santana, Manuel & Moral-Benito, Enrique, 2021. "On the direct and indirect real effects of credit supply shocks," Journal of Financial Economics, Elsevier, vol. 139(3), pages 895-921.
    10. Julian di Giovanni & Manuel García-Santana & Priit Jeenas & Enrique Moral-Benito & Josep Pijoan-Mas, 2022. "Buy Big or Buy Small? Procurement Policies, Firms' Financing, and the Macroeconomy," Staff Reports 1006, Federal Reserve Bank of New York.
    11. García-Perea, Pilar & Lacuesta, Aitor & Roldan-Blanco, Pau, 2021. "Markups and cost structure: Small Spanish firms during the Great Recession," Journal of Economic Behavior & Organization, Elsevier, vol. 192(C), pages 137-158.
    12. Albert, Christoph & Caggese, Andrea & González, Beatriz & Martin-Sanchez, Victor, 2023. "Income inequality and entrepreneurship: Lessons from the 2020 COVID-19 recession," Journal of Banking & Finance, Elsevier, vol. 149(C).
    13. Sergi Basco & David López-Rodríguez & Enrique Moral-Benito, 2021. "House prices and misallocation: The impact of the collateral channel on productivity," Working Papers 2135, Banco de España.

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    More about this item

    Keywords

    firm data; firm size distributions; macroeconomic aggregates;
    All these keywords.

    JEL classification:

    • C81 - Mathematical and Quantitative Methods - - Data Collection and Data Estimation Methodology; Computer Programs - - - Methodology for Collecting, Estimating, and Organizing Microeconomic Data; Data Access
    • E01 - Macroeconomics and Monetary Economics - - General - - - Measurement and Data on National Income and Product Accounts and Wealth; Environmental Accounts
    • L11 - Industrial Organization - - Market Structure, Firm Strategy, and Market Performance - - - Production, Pricing, and Market Structure; Size Distribution of Firms

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