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Making Subsidies Work: Rules vs. Discretion

Author

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  • Cingano, Federico

    (Bank of Italy)

  • Palomba, Filippo

    (Princeton University)

  • Pinotti, Paolo

    (Bocconi University)

  • Rettore, Enrico

    (University of Padova)

Abstract

We estimate the employment effects of a large program of public investment subsidies that ranked applications on a score reflecting both objective criteria and local politicians' preferences. Leveraging the rationing of funds as an ideal RDD, we characterize the heterogeneity of treatment effects and cost-per-new-job across inframarginal firms, and we estimate the cost effectiveness of subsidies under factual and counterfactual allocations. Firms ranking high on objective criteria and firms preferred by local politicians generated larger employment growth on average, but the latter did so at a higher cost-per-job. We estimate that relying only on objective criteria would reduce the cost-per-job by 11%, while relying only on political discretion would increase such cost by 47%.

Suggested Citation

  • Cingano, Federico & Palomba, Filippo & Pinotti, Paolo & Rettore, Enrico, 2022. "Making Subsidies Work: Rules vs. Discretion," IZA Discussion Papers 15172, Institute of Labor Economics (IZA).
  • Handle: RePEc:iza:izadps:dp15172
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    1. Francesco Decarolis & Raymond Fisman & Paolo Pinotti & Silvia Vannutelli, 2019. "Rules, Discretion, and Corruption in Procurement: Evidence from Italian Government Contracting," Boston University - Department of Economics - The Institute for Economic Development Working Papers Series dp-344, Boston University - Department of Economics.
    2. Raffaello Bronzini & Eleonora Iachini, 2014. "Are Incentives for R&D Effective? Evidence from a Regression Discontinuity Approach," American Economic Journal: Economic Policy, American Economic Association, vol. 6(4), pages 100-134, November.
    3. Erica Bosio & Simeon Djankov & Edward Glaeser & Andrei Shleifer, 2022. "Public Procurement in Law and Practice," American Economic Review, American Economic Association, vol. 112(4), pages 1091-1117, April.
    4. Krueger, Anne O, 1990. "Government Failures in Development," Journal of Economic Perspectives, American Economic Association, vol. 4(3), pages 9-23, Summer.
    5. 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.
    6. Thierry Mayer & Florian Mayneris & Loriane Py, 2017. "The impact of Urban Enterprise Zones on establishment location decisions and labor market outcomes: evidence from France," Journal of Economic Geography, Oxford University Press, vol. 17(4), pages 709-752.
    7. Maximilian v. Ehrlich & Tobias Seidel, 2018. "The Persistent Effects of Place-Based Policy: Evidence from the West-German Zonenrandgebiet," American Economic Journal: Economic Policy, American Economic Association, vol. 10(4), pages 344-374, November.
    8. Martin C. Schmalz & David A. Sraer & David Thesmar, 2017. "Housing Collateral and Entrepreneurship," Journal of Finance, American Finance Association, vol. 72(1), pages 99-132, February.
    9. Akcigit, Ufuk & Akgunduz, Yusuf Emre & Cilasun, Seyit Mumin & Ozcan-Tok, Elif & Yilmaz, Fatih, 2020. "Facts on business dynamism in Turkey," European Economic Review, Elsevier, vol. 128(C).
    10. Becker, Sascha O. & Egger, Peter H. & von Ehrlich, Maximilian, 2010. "Going NUTS: The effect of EU Structural Funds on regional performance," Journal of Public Economics, Elsevier, vol. 94(9-10), pages 578-590, October.
    11. Michael Greenstone & Richard Hornbeck & Enrico Moretti, 2010. "Identifying Agglomeration Spillovers: Evidence from Winners and Losers of Large Plant Openings," Journal of Political Economy, University of Chicago Press, vol. 118(3), pages 536-598, June.
    12. Decio Coviello & Andrea Guglielmo & Giancarlo Spagnolo, 2018. "The Effect of Discretion on Procurement Performance," Management Science, INFORMS, vol. 64(2), pages 715-738, February.
    13. Nathaniel Lane, 2020. "The New Empirics of Industrial Policy," Journal of Industry, Competition and Trade, Springer, vol. 20(2), pages 209-234, June.
    14. Cailin Slattery & Owen Zidar, 2020. "Evaluating State and Local Business Incentives," Journal of Economic Perspectives, American Economic Association, vol. 34(2), pages 90-118, Spring.
    15. Yingying Dong & Arthur Lewbel, 2015. "Identifying the Effect of Changing the Policy Threshold in Regression Discontinuity Models," The Review of Economics and Statistics, MIT Press, vol. 97(5), pages 1081-1092, December.
    16. Matias D. Cattaneo & Luke Keele & Rocío Titiunik & Gonzalo Vazquez-Bare, 2021. "Extrapolating Treatment Effects in Multi-Cutoff Regression Discontinuity Designs," Journal of the American Statistical Association, Taylor & Francis Journals, vol. 116(536), pages 1941-1952, October.
    17. Laffont, Jean-Jacques, 1996. "Industrial policy and politics," International Journal of Industrial Organization, Elsevier, vol. 14(1), pages 1-27.
    18. Clément de Chaisemartin & Xavier D'Haultfœuille, 2020. "Two-Way Fixed Effects Estimators with Heterogeneous Treatment Effects," American Economic Review, American Economic Association, vol. 110(9), pages 2964-2996, September.
    19. 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.
    20. Raven Molloy & Christopher L. Smith & Abigail Wozniak, 2011. "Internal Migration in the United States," Journal of Economic Perspectives, American Economic Association, vol. 25(3), pages 173-196, Summer.
    21. Andrew Gelman & Guido Imbens, 2019. "Why High-Order Polynomials Should Not Be Used in Regression Discontinuity Designs," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 37(3), pages 447-456, July.
    22. Chiara Criscuolo & Ralf Martin & Henry G. Overman & John Van Reenen, 2019. "Some Causal Effects of an Industrial Policy," American Economic Review, American Economic Association, vol. 109(1), pages 48-85, January.
    23. Maximilian v. Ehrlich & Henry G. Overman, 2020. "Place-Based Policies and Spatial Disparities across European Cities," Journal of Economic Perspectives, American Economic Association, vol. 34(3), pages 128-149, Summer.
    24. Patrick Kline & Enrico Moretti, 2014. "People, Places, and Public Policy: Some Simple Welfare Economics of Local Economic Development Programs," Annual Review of Economics, Annual Reviews, vol. 6(1), pages 629-662, August.
    25. Gobillon, Laurent & Magnac, Thierry & Selod, Harris, 2012. "Do unemployed workers benefit from enterprise zones? The French experience," Journal of Public Economics, Elsevier, vol. 96(9-10), pages 881-892.
    26. Bertanha, Marinho, 2020. "Regression discontinuity design with many thresholds," Journal of Econometrics, Elsevier, vol. 218(1), pages 216-241.
    27. David S. Lee & Thomas Lemieux, 2010. "Regression Discontinuity Designs in Economics," Journal of Economic Literature, American Economic Association, vol. 48(2), pages 281-355, June.
    28. Matias D. Cattaneo & Michael Jansson & Xinwei Ma, 2020. "Simple Local Polynomial Density Estimators," Journal of the American Statistical Association, Taylor & Francis Journals, vol. 115(531), pages 1449-1455, July.
    29. Oriana Bandiera & Michael Carlos Best & Adnan Qadir Khan & Andrea Prat, 2021. "The Allocation of Authority in Organizations: A Field Experiment with Bureaucrats," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 136(4), pages 2195-2242.
    30. Evans, David S, 1987. "Tests of Alternative Theories of Firm Growth," Journal of Political Economy, University of Chicago Press, vol. 95(4), pages 657-674, August.
    31. Michael Siemer, 2019. "Employment Effects of Financial Constraints during the Great Recession," The Review of Economics and Statistics, MIT Press, vol. 101(1), pages 16-29, March.
    32. Margherita Fort & Andrea Ichino & Enrico Rettore & Giulio Zanella, 2022. "Multicutoff RD designs with observations located at each cutoff: problems and solutions," FBK-IRVAPP Working Papers 2022-01, Research Institute for the Evaluation of Public Policies (IRVAPP), Bruno Kessler Foundation.
    33. Audinga Baltrunaite & Cristina Giorgiantonio & Sauro Mocetti & Tommaso Orlando, 2021. "Discretion and Supplier Selection in Public Procurement," The Journal of Law, Economics, and Organization, Oxford University Press, vol. 37(1), pages 134-166.
    34. Lee, David S., 2008. "Randomized experiments from non-random selection in U.S. House elections," Journal of Econometrics, Elsevier, vol. 142(2), pages 675-697, February.
    35. Nicholas Bloom & Erik Brynjolfsson & Lucia Foster & Ron Jarmin & Megha Patnaik & Itay Saporta-Eksten & John Van Reenen, 2019. "What Drives Differences in Management Practices?," American Economic Review, American Economic Association, vol. 109(5), pages 1648-1683, May.
    36. Ham, John C. & Swenson, Charles & İmrohoroğlu, Ayşe & Song, Heonjae, 2011. "Government programs can improve local labor markets: Evidence from State Enterprise Zones, Federal Empowerment Zones and Federal Enterprise Community," Journal of Public Economics, Elsevier, vol. 95(7), pages 779-797.
    37. Michael Greenstone & Enrico Moretti, 2003. "Bidding for Industrial Plants: Does Winning a 'Million Dollar Plant' Increase Welfare?," NBER Working Papers 9844, National Bureau of Economic Research, Inc.
    38. McCrary, Justin, 2008. "Manipulation of the running variable in the regression discontinuity design: A density test," Journal of Econometrics, Elsevier, vol. 142(2), pages 698-714, February.
    39. Bondonio, Daniele & Greenbaum, Robert T., 2007. "Do local tax incentives affect economic growth? What mean impacts miss in the analysis of enterprise zone policies," Regional Science and Urban Economics, Elsevier, vol. 37(1), pages 121-136, January.
    40. repec:hal:pseose:hal-00812979 is not listed on IDEAS
    41. Daniel J. Wilson, 2012. "Fiscal Spending Jobs Multipliers: Evidence from the 2009 American Recovery and Reinvestment Act," American Economic Journal: Economic Policy, American Economic Association, vol. 4(3), pages 251-282, August.
    42. Gabriel Chodorow-Reich & Laura Feiveson & Zachary Liscow & William Gui Woolston, 2012. "Does State Fiscal Relief during Recessions Increase Employment? Evidence from the American Recovery and Reinvestment Act," American Economic Journal: Economic Policy, American Economic Association, vol. 4(3), pages 118-145, August.
    43. repec:hal:spmain:info:hdl:2441/125h4fg7e89gi95ui3ml6ggod9 is not listed on IDEAS
    44. Federico Cingano & Paolo Pinotti, 2013. "Politicians At Work: The Private Returns And Social Costs Of Political Connections," Journal of the European Economic Association, European Economic Association, vol. 11(2), pages 433-465, April.
    45. Miriam A. Golden & Lucio Picci, 2008. "Pork‐Barrel Politics in Postwar Italy, 1953–94," American Journal of Political Science, John Wiley & Sons, vol. 52(2), pages 268-289, April.
    46. Matias Busso & Jesse Gregory & Patrick Kline, 2013. "Assessing the Incidence and Efficiency of a Prominent Place Based Policy," American Economic Review, American Economic Association, vol. 103(2), pages 897-947, April.
    47. Chang-Tai Hsieh & Benjamin A. Olken, 2014. "The Missing "Missing Middle"," Journal of Economic Perspectives, American Economic Association, vol. 28(3), pages 89-108, Summer.
    48. Sascha O. Becker & Peter H. Egger & Maximilian von Ehrlich, 2013. "Absorptive Capacity and the Growth and Investment Effects of Regional Transfers: A Regression Discontinuity Design with Heterogeneous Treatment Effects," American Economic Journal: Economic Policy, American Economic Association, vol. 5(4), pages 29-77, November.
    49. Timothy J. Bartik, 2020. "Using Place-Based Jobs Policies to Help Distressed Communities," Journal of Economic Perspectives, American Economic Association, vol. 34(3), pages 99-127, Summer.
    50. Cerqua, Augusto & Pellegrini, Guido, 2014. "Do subsidies to private capital boost firms' growth? A multiple regression discontinuity design approach," Journal of Public Economics, Elsevier, vol. 109(C), pages 114-126.
    51. Cailin Slattery & Owen Zidar, 2020. "Evaluating State and Local Business Tax Incentives," Working Papers 261, Princeton University, Department of Economics, Center for Economic Policy Studies..
    52. Andrew Goodman-Bacon, 2018. "Difference-in-Differences with Variation in Treatment Timing," NBER Working Papers 25018, National Bureau of Economic Research, Inc.
    53. Torsten Persson & Guido Tabellini, 2002. "Political Economics: Explaining Economic Policy," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262661314, April.
    54. 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.
    55. Bronzini, Raffaello & de Blasio, Guido, 2006. "Evaluating the impact of investment incentives: The case of Italy's Law 488/1992," Journal of Urban Economics, Elsevier, vol. 60(2), pages 327-349, September.
    56. repec:hal:spmain:info:hdl:2441/3l4arseauo82kr3cm0qr8uihmg is not listed on IDEAS
    57. Patrick Kline, 2011. "Oaxaca-Blinder as a Reweighting Estimator," American Economic Review, American Economic Association, vol. 101(3), pages 532-537, May.
    58. Cerqua, Augusto & Pellegrini, Guido, 2022. "Decomposing the employment effects of investment subsidies," Journal of Urban Economics, Elsevier, vol. 128(C).
    59. Joshua D. Angrist & Miikka Rokkanen, 2015. "Wanna Get Away? Regression Discontinuity Estimation of Exam School Effects Away From the Cutoff," Journal of the American Statistical Association, Taylor & Francis Journals, vol. 110(512), pages 1331-1344, December.
    60. 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.
    61. Imbens,Guido W. & Rubin,Donald B., 2015. "Causal Inference for Statistics, Social, and Biomedical Sciences," Cambridge Books, Cambridge University Press, number 9780521885881, September.
    62. Raymond Fisman, 2001. "Estimating the Value of Political Connections," American Economic Review, American Economic Association, vol. 91(4), pages 1095-1102, September.
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    Cited by:

    1. Matilde Cappelletti & Leonardo M. Giuffrida & Gabriele Rovigatti, 2022. "Procuring Survival," CESifo Working Paper Series 10124, CESifo.
    2. Vincenzo Cuciniello & Claudio Michelacci & Luigi Paciello, 2023. "Subsidizing business entry in competitive credit markets," Temi di discussione (Economic working papers) 1424, Bank of Italy, Economic Research and International Relations Area.
    3. Cappelletti, Matilde & Giuffrida, Leonardo M., 2021. "Procuring survival," ZEW Discussion Papers 21-093, ZEW - Leibniz Centre for European Economic Research.
    4. Marco Bertoni & Giorgio Brunello & Lorenzo Cappellari & Maria De Paola, 2023. "The long-run earnings effects of winning a mayoral election," LISER Working Paper Series 2023-02, Luxembourg Institute of Socio-Economic Research (LISER).
    5. Alexandre, Fernando & Chaves, Miguel & Portela, Miguel, 2022. "Investment Grants and Firms' Productivity: How Effective Is a Grant Booster Shot?," IZA Discussion Papers 15779, Institute of Labor Economics (IZA).
    6. Cingano, Federico & Palomba, Filippo & Pinotti, Paolo & Rettore, Enrico, 2023. "Granting more bang for the buck: The heterogeneous effects of firm subsidies," Labour Economics, Elsevier, vol. 83(C).

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    More about this item

    Keywords

    public subsidies; investment; employment; political discretion; regression discontinuity;
    All these keywords.

    JEL classification:

    • H25 - Public Economics - - Taxation, Subsidies, and Revenue - - - Business Taxes and Subsidies
    • J08 - Labor and Demographic Economics - - General - - - Labor Economics Policies

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