[go: up one dir, main page]
IDEAS home Printed from https://ideas.repec.org/p/nbr/nberwo/26501.html
   My bibliography  Save this paper

Regional Data in Macroeconomics: Some Advice for Practitioners

Author

Listed:
  • Gabriel Chodorow-Reich
Abstract
Cross-sectional or panel studies have joined time series techniques as an important element in empirical macroeconomists' toolkit. The econometric best practices for these studies and their aggregate implications remain active topics of research. In this paper, I offer several pieces of advice for practitioners in this literature. I begin by casting regional analysis in a Rubin (1978) potential outcomes framework. This formalism clarifies three reasons why the estimated impact of a shock on a single region can differ from the aggregate effect of the shock: (i) contamination of the untreated areas through ``micro'' spillovers, (ii) these spillovers sum to an economically relevant magnitude, and (iii) national variables endogenously respond to national shocks but not to local shocks. I provide several examples to illustrate and discuss how economic theory can sometimes sign the spillovers and bound the difference between the regional and aggregate effects of the shock. I then turn to econometric issues including the choice of endogenous variable in a regional regression and whether or not to weight by population.

Suggested Citation

  • Gabriel Chodorow-Reich, 2019. "Regional Data in Macroeconomics: Some Advice for Practitioners," NBER Working Papers 26501, National Bureau of Economic Research, Inc.
    • Handle: RePEc:nbr:nberwo:26501
    Note: CF EFG ME
    as

    Download full text from publisher

    File URL: http://www.nber.org/papers/w26501.pdf
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Carlino, Gerald A. & Inman, Robert P., 2013. "Local deficits and local jobs: Can US states stabilize their own economies?," Journal of Monetary Economics, Elsevier, vol. 60(5), pages 517-530.
    2. Viktor Slavtchev & Simon Wiederhold, 2016. "Does the Technological Content of Government Demand Matter for Private R&D? Evidence from US States," American Economic Journal: Macroeconomics, American Economic Association, vol. 8(2), pages 45-84, April.
    3. Gabriel Chodorow-Reich, 2019. "Geographic Cross-Sectional Fiscal Spending Multipliers: What Have We Learned?," American Economic Journal: Economic Policy, American Economic Association, vol. 11(2), pages 1-34, May.
    4. Kilian Huber, 2018. "Disentangling the Effects of a Banking Crisis: Evidence from German Firms and Counties," American Economic Review, American Economic Association, vol. 108(3), pages 868-898, March.
    5. Laura Blattner & Luisa Farinha & Francisca Rebelo, 2017. "When Losses Turn Into Loans: The Cost of Undercapitalized Banks," 2017 Papers pbl215, Job Market Papers.
    6. Adrien Auclert & Will S. Dobbie & Paul Goldsmith-Pinkham, 2019. "Macroeconomic Effects of Debt Relief: Consumer Bankruptcy Protections in the Great Recession," NBER Working Papers 25685, National Bureau of Economic Research, Inc.
    7. Valerie A. Ramey, 2019. "Ten Years after the Financial Crisis: What Have We Learned from the Renaissance in Fiscal Research?," Journal of Economic Perspectives, American Economic Association, vol. 33(2), pages 89-114, Spring.
    8. Gabriel Chodorow-Reich & Plamen T. Nenov & Alp Simsek, 2021. "Stock Market Wealth and the Real Economy: A Local Labor Market Approach," American Economic Review, American Economic Association, vol. 111(5), pages 1613-1657, May.
    9. Bill Dupor & Peter B. McCrory, 2018. "A Cup Runneth Over: Fiscal Policy Spillovers from the 2009 Recovery Act," Economic Journal, Royal Economic Society, vol. 128(611), pages 1476-1508, June.
    10. Bill Dupor & Marios Karabarbounis & Marianna Kudlyak & M Saif Mehkari, 2023. "Regional Consumption Responses and the Aggregate Fiscal Multiplier," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 90(6), pages 2982-3021.
    11. José Luis Montiel Olea & Carolin Pflueger, 2013. "A Robust Test for Weak Instruments," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 31(3), pages 358-369, July.
    12. Stephen J. Redding & Esteban Rossi-Hansberg, 2017. "Quantitative Spatial Economics," Annual Review of Economics, Annual Reviews, vol. 9(1), pages 21-58, September.
    13. Gary Solon & Steven J. Haider & Jeffrey M. Wooldridge, 2015. "What Are We Weighting For?," Journal of Human Resources, University of Wisconsin Press, vol. 50(2), pages 301-316.
    14. Johannes Stroebel & Joseph Vavra, 2019. "House Prices, Local Demand, and Retail Prices," Journal of Political Economy, University of Chicago Press, vol. 127(3), pages 1391-1436.
    15. Rodrigo Adão & Costas Arkolakis & Federico Esposito, 2019. "General Equilibrium Effects in Space: Theory and Measurement," NBER Working Papers 25544, National Bureau of Economic Research, Inc.
    16. Andrew C. Johnston & Alexandre Mas, 2018. "Potential Unemployment Insurance Duration and Labor Supply: The Individual and Market-Level Response to a Benefit Cut," Journal of Political Economy, University of Chicago Press, vol. 126(6), pages 2480-2522.
    17. Gabriel Chodorow-Reich & Johannes Wieland, 2020. "Secular Labor Reallocation and Business Cycles," Journal of Political Economy, University of Chicago Press, vol. 128(6), pages 2245-2287.
    18. Wataru Miyamoto & Thuy Lan Nguyen & Dmitriy Sergeyev, 2018. "Government Spending Multipliers under the Zero Lower Bound: Evidence from Japan," American Economic Journal: Macroeconomics, American Economic Association, vol. 10(3), pages 247-277, July.
    19. Gabriel Chodorow-Reich & Gita Gopinath & Prachi Mishra & Abhinav Narayanan, 2020. "Cash and the Economy: Evidence from India’s Demonetization," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 135(1), pages 57-103.
    20. Sylvain Leduc & Daniel Wilson, 2017. "Are State Governments Roadblocks to Federal Stimulus? Evidence on the Flypaper Effect of Highway Grants in the 2009 Recovery Act," American Economic Journal: Economic Policy, American Economic Association, vol. 9(2), pages 253-292, May.
    21. Dupor, Bill & Guerrero, Rodrigo, 2017. "Local and aggregate fiscal policy multipliers," Journal of Monetary Economics, Elsevier, vol. 92(C), pages 16-30.
    22. Rodrigo Ad'o & Costas Arkolakis & Federico Esp'sito, 2019. "Spatial Linkages, Global Shocks, and Local Labor Markets: Theory and Evidence," Cowles Foundation Discussion Papers 2163, Cowles Foundation for Research in Economics, Yale University.
    23. David Sraer & David Thesmar, 2018. "A Sufficient Statistics Approach for Aggregating Firm-Level Experiments," NBER Working Papers 24208, National Bureau of Economic Research, Inc.
    24. Lorenzo Caliendo & Maximiliano Dvorkin & Fernando Parro, 2019. "Trade and Labor Market Dynamics: General Equilibrium Analysis of the China Trade Shock," Econometrica, Econometric Society, vol. 87(3), pages 741-835, May.
    25. Valerie A. Ramey & Sarah Zubairy, 2018. "Government Spending Multipliers in Good Times and in Bad: Evidence from US Historical Data," Journal of Political Economy, University of Chicago Press, vol. 126(2), pages 850-901.
    26. Alan J. Auerbach & Yuriy Gorodnichenko & Daniel Murphy, 2019. "Local Fiscal Multipliers and Fiscal Spillovers in the United States," NBER Working Papers 25457, National Bureau of Economic Research, Inc.
    27. Emi Nakamura & Jón Steinsson, 2018. "Identification in Macroeconomics," Journal of Economic Perspectives, American Economic Association, vol. 32(3), pages 59-86, Summer.
    28. Martin Beraja & Erik Hurst & Juan Ospina, 2019. "The Aggregate Implications of Regional Business Cycles," Econometrica, Econometric Society, vol. 87(6), pages 1789-1833, November.
    29. Bill Dupor, 2017. "So, Why Didn’t the 2009 Recovery Act Improve the Nation’s Highways and Bridges?," Review, Federal Reserve Bank of St. Louis, vol. 99(2), pages 169-182.
    30. Emi Nakamura & J?n Steinsson, 2014. "Fiscal Stimulus in a Monetary Union: Evidence from US Regions," American Economic Review, American Economic Association, vol. 104(3), pages 753-792, March.
    31. Greenwood, Jeremy & Hercowitz, Zvi & Huffman, Gregory W, 1988. "Investment, Capacity Utilization, and the Real Business Cycle," American Economic Review, American Economic Association, vol. 78(3), pages 402-417, June.
    32. Gabriel Chodorow-Reich, 2014. "The Employment Effects of Credit Market Disruptions: Firm-level Evidence from the 2008-9 Financial Crisis," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 129(1), pages 1-59.
    33. Hornbeck, Richard & Moretti, Enrico, 2019. "Estimating Who Benefits from Productivity Growth: Direct and Indirect Effects of City Manufacturing TFP Growth on Wages, Rents, and Inequality," IZA Discussion Papers 12277, Institute of Labor Economics (IZA).
    34. Gabriel Chodorow-Reich, "undated". "The Employment Effects of Credit Market Disruptions: Firm-level Evidence from the 2008-09 Financial Crisis," Working Paper 90811, Harvard University OpenScholar.
    35. Imbens,Guido W. & Rubin,Donald B., 2015. "Causal Inference for Statistics, Social, and Biomedical Sciences," Cambridge Books, Cambridge University Press, number 9780521885881, September.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. David Cho & Daniel I. García & Joshua Montes & Alison E. Weingarden, 2021. "Labor Market Effects of the Oxycodone-Heroin Epidemic," Finance and Economics Discussion Series 2021-025, Board of Governors of the Federal Reserve System (U.S.).
    2. Berg, Tobias & Reisinger, Markus & Streitz, Daniel, 2021. "Spillover effects in empirical corporate finance," Journal of Financial Economics, Elsevier, vol. 142(3), pages 1109-1127.
    3. Bassier, Ihsaan, 2022. "Firms and inequality when unemployment is high," LSE Research Online Documents on Economics 117999, London School of Economics and Political Science, LSE Library.
    4. Hoyos, Mateo & Coronado, José Alejandro & Martins, Guilherme Klein, 2024. "Local and Spillover Effects of Trade on Structural Transformation: Evidence from Brazil," SocArXiv rfqvt, Center for Open Science.
    5. Charles Ka Yui LEUNG, 2022. "Housing and Macroeconomics," ISER Discussion Paper 1197, Institute of Social and Economic Research, Osaka University.
    6. Giammatteo, Michele & Iezzi, Stefano & Zizza, Roberta, 2022. "Pecunia olet. Cash usage and the underground economy," Journal of Economic Behavior & Organization, Elsevier, vol. 204(C), pages 107-127.
    7. Tavares, José & Alpalhão, Henrique & Lopes, Marta & Pereira Dos Santos, Joao, 2020. "Public Expenditure and Private Firm Performance: Using Religious Denominations for Causal Inference," CEPR Discussion Papers 14448, C.E.P.R. Discussion Papers.
    8. Góes, Carlos & Segnana, Juan & Robertson, Raymond & Lopez-Acevedo, Gladys, 2023. "Local Labor Markets Dynamics and Export Shocks: Theory and Evidence from Indonesia," IZA Discussion Papers 16473, Institute of Labor Economics (IZA).
    9. Clemens, Jeffrey & Hoxie, Philip & Kearns, John & Veuger, Stan, 2023. "How did federal aid to states and localities affect testing and vaccine delivery?," Journal of Public Economics, Elsevier, vol. 225(C).
    10. Céline Poilly & Fabien Tripier, 2023. "Regional Trade Policy Uncertainty," AMSE Working Papers 2321, Aix-Marseille School of Economics, France.
    11. Góes, Carlos & Lopez-Acevedo, Gladys & Robertson, Raymond, 2023. "Gender-Segmented Labor Markets and Trade Shocks," IZA Discussion Papers 15892, Institute of Labor Economics (IZA).
    12. Ihsaan Bassier, 2022. "Firms and inequality when unemployment is high," CEP Discussion Papers dp1872, Centre for Economic Performance, LSE.
    13. Baek, ChaeWon & McCrory, Peter B & Messer, Todd & Mui, Preston, 2020. "Unemployment Effects of Stay-at-Home Orders: Evidence from High Frequency Claims Data," Institute for Research on Labor and Employment, Working Paper Series qt042177j7, Institute of Industrial Relations, UC Berkeley.
    14. Bassier, Ihsaan, 2023. "Firms and inequality when unemployment is high," Journal of Development Economics, Elsevier, vol. 161(C).
    15. de Groot, Oliver & Hauptmeier, Sebastian & Holm-Hadulla, Fédéric & Nikalexi, Katerina, 2020. "Monetary policy and regional inequality," Working Paper Series 2385, European Central Bank.
    16. Higgins, Brian E., 2024. "Mortgage borrowing limits and house prices: evidence from a policy change in Ireland," Working Paper Series 2909, European Central Bank.
    17. Christian Alemán & Christopher Busch & Alexander Ludwig & Raül Santaeulàlia-Llopis, 2022. "A Stage-Based Identification of Policy Effects," Working Papers 1369, Barcelona School of Economics.
    18. Diego Daruich & Julian Kozlowski, 2023. "Macroeconomic Implications of Uniform Pricing," American Economic Journal: Macroeconomics, American Economic Association, vol. 15(3), pages 64-108, July.
    19. Braun, Martin & Verdier, Valentin, 2023. "Estimation of spillover effects with matched data or longitudinal network data," Journal of Econometrics, Elsevier, vol. 233(2), pages 689-714.
    20. Alex Hollingsworth & Taylor Jaworski & Carl Kitchens & Ivan J. Rudik, 2022. "Economic Geography and the Efficiency of Environmental Regulation," NBER Working Papers 29845, National Bureau of Economic Research, Inc.
    21. Jeffrey Clemens & Philip G. Hoxie & Stan Veuger, 2022. "Was Pandemic Fiscal Relief Effective Fiscal Stimulus? Evidence from Aid to State and Local Governments," NBER Working Papers 30168, National Bureau of Economic Research, Inc.
    22. Bassier, Ihsaan, 2022. "Firms and inequality when unemployment is high," LSE Research Online Documents on Economics 121970, London School of Economics and Political Science, LSE Library.
    23. Doniger, Cynthia L. & Kay, Benjamin, 2023. "Long-lived employment effects of delays in emergency financing for small businesses," Journal of Monetary Economics, Elsevier, vol. 140(C), pages 78-91.
    24. Carlos G'oes & Gladys Lopez-Acevedo & Raymond Robertson, 2023. "Gender-Segmented Labor Markets and Foreign Demand Shocks," Papers 2301.09252, arXiv.org, revised Dec 2023.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Gerald Carlino & Thorsten Drautzburg & Robert Inman & Nicholas Zarra, 2023. "Partisanship and Fiscal Policy in Economic Unions: Evidence from US States," American Economic Review, American Economic Association, vol. 113(3), pages 701-737, March.
    2. Kilian Huber, 2021. "Estimating General Equilibrium Spillovers of Large-Scale Shocks," CESifo Working Paper Series 8955, CESifo.
    3. Adrien Auclert & Will S. Dobbie & Paul Goldsmith-Pinkham, 2019. "Macroeconomic Effects of Debt Relief: Consumer Bankruptcy Protections in the Great Recession," NBER Working Papers 25685, National Bureau of Economic Research, Inc.
    4. Proebsting, Christian, 2022. "Market segmentation and spending multipliers," Journal of Monetary Economics, Elsevier, vol. 128(C), pages 1-19.
    5. Imai, Masami, 2022. "Local economic impacts of legislative malapportionment," Journal of Urban Economics, Elsevier, vol. 131(C).
    6. Ethan Ilzetzki, 2024. "Learning by Necessity: Government Demand, Capacity Constraints, and Productivity Growth," American Economic Review, American Economic Association, vol. 114(8), pages 2436-2471, August.
    7. Valerie A. Ramey, 2020. "The Macroeconomic Consequences of Infrastructure Investment," NBER Chapters, in: Economic Analysis and Infrastructure Investment, pages 219-268, National Bureau of Economic Research, Inc.
    8. Angela Köppl & Margit Schratzenstaller, 2022. "Macroeconomic Effects of Green Recovery Programmes. Conceptual Framing and a Review of the Empirical Literature," WIFO Working Papers 646, WIFO.
    9. Thomas Gemert & Lenard Lieb & Tania Treibich, 2022. "Local fiscal multipliers of different government spending categories," Empirical Economics, Springer, vol. 63(5), pages 2551-2575, November.
    10. Nguyen, Thuy Lan, 2020. "Comments on “Regional Data in Macroeconomics: Advice for Practitioners”," Journal of Economic Dynamics and Control, Elsevier, vol. 115(C).
    11. Christopher Biolsi, 2019. "Local Effects of a Military Spending Shock: Evidence from Shipbuilding in the 1930s," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 32, pages 227-248, April.
    12. Valerie A. Ramey, 2019. "Ten Years after the Financial Crisis: What Have We Learned from the Renaissance in Fiscal Research?," Journal of Economic Perspectives, American Economic Association, vol. 33(2), pages 89-114, Spring.
    13. Pennings,Steven Michael, 2020. "Cross-Region Transfers in a Monetary Union : Evidence from the US and Some Implications," Policy Research Working Paper Series 9244, The World Bank.
    14. Ferrara, Laurent & Metelli, Luca & Natoli, Filippo & Siena, Daniele, 2021. "Questioning the puzzle: Fiscal policy, real exchange rate and inflation," Journal of International Economics, Elsevier, vol. 133(C).
    15. Lydia Cox & Gernot J. Müller & Ernesto Pastén & Raphael Schoenle & Michael Weber, 2024. "Big G," Journal of Political Economy, University of Chicago Press, vol. 132(10), pages 3260-3297.
      • Schoenle, Raphael & Müller, Gernot & Pasten, Ernesto & Weber, Michael, 2020. "Big G," CEPR Discussion Papers 14625, C.E.P.R. Discussion Papers.
      • Lydia Cox & Gernot Muller & Ernesto Pasten & Raphael Schoenle & Michael Weber, 2020. "Big G," Working Papers Central Bank of Chile 878, Central Bank of Chile.
      • Lydia Cox & Gernot Müller & Ernesto Pastén & Raphael Schoenle & Michael Weber, 2020. "Big G," NBER Working Papers 27034, National Bureau of Economic Research, Inc.
      • Lydia Cox & Gernot J. Müller & Ernesto Pasten & Raphael Schoenle & Michael Weber, 2020. "Big G," Working Papers 2020-36, Becker Friedman Institute for Research In Economics.
      • Lydia Cox & Gernot J. Müller & Ernesto Pasten & Raphael Schoenle, 2020. "Big G," Working Papers 20-15, Federal Reserve Bank of Cleveland.
      • Lydia Cox & Gernot Müller & Ernesto Pasten & Raphael S. Schoenle & Michael Weber & Michael Weber, 2020. "Big G," CESifo Working Paper Series 8229, CESifo.
    16. Dennis Egger & Johannes Haushofer & Edward Miguel & Paul Niehaus & Michael Walker, 2022. "General Equilibrium Effects of Cash Transfers: Experimental Evidence From Kenya," Econometrica, Econometric Society, vol. 90(6), pages 2603-2643, November.
    17. Alan J. Auerbach & Yuriy Gorodnichenko & Daniel Murphy, 2019. "Macroeconomic Frameworks," NBER Working Papers 26365, National Bureau of Economic Research, Inc.
    18. Boehm, Christoph E., 2020. "Government consumption and investment: Does the composition of purchases affect the multiplier?," Journal of Monetary Economics, Elsevier, vol. 115(C), pages 80-93.
    19. Bill Dupor & Marios Karabarbounis & Marianna Kudlyak & M Saif Mehkari, 2023. "Regional Consumption Responses and the Aggregate Fiscal Multiplier," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 90(6), pages 2982-3021.
    20. Ricardo Duque Gabriel & Mathias Klein & Ana Sofia Pessoa, 2023. "The Effects of Government Spending in the Eurozone," Journal of the European Economic Association, European Economic Association, vol. 21(4), pages 1397-1427.

    More about this item

    JEL classification:

    • E0 - Macroeconomics and Monetary Economics - - General
    • R0 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - General

    NEP fields

    This paper has been announced in the following NEP Reports:

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:nbr:nberwo:26501. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: the person in charge (email available below). General contact details of provider: https://edirc.repec.org/data/nberrus.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.