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Forecasting the Stability and Growth Pact compliance using Machine Learning

Author

Listed:
  • Kea Baret

    (BETA - Bureau d'Économie Théorique et Appliquée - AgroParisTech - UNISTRA - Université de Strasbourg - Université de Haute-Alsace (UHA) - Université de Haute-Alsace (UHA) Mulhouse - Colmar - UL - Université de Lorraine - CNRS - Centre National de la Recherche Scientifique - INRAE - Institut National de Recherche pour l’Agriculture, l’Alimentation et l’Environnement)

  • Amélie Barbier-Gauchard

    (BETA - Bureau d'Économie Théorique et Appliquée - AgroParisTech - UNISTRA - Université de Strasbourg - Université de Haute-Alsace (UHA) - Université de Haute-Alsace (UHA) Mulhouse - Colmar - UL - Université de Lorraine - CNRS - Centre National de la Recherche Scientifique - INRAE - Institut National de Recherche pour l’Agriculture, l’Alimentation et l’Environnement)

  • Theophilos Papadimitriou

    (DUTH - Democritus University of Thrace)

Abstract

Since the reinforcement of the Stability and Growth Pact (1996), the European Commission closely monitors public finance in the EU members. A failure to comply with the 3% limit rule on the public deficit by a country triggers an audit. In this paper, we present a Machine Learning based forecasting model for the compliance with the 3% limit rule. To do so, we use data spanning the period from 2006 to 2018 (a turbulent period including the Global Financial Crisis and the Sovereign Debt Crisis) for the 28 EU Member States. A set of eight features are identified as predictors from 141 variables through a feature selection procedure. The forecasting is performed using the Support Vector Machines (SVM). The proposed model reached 91.7% forecasting accuracy and outperformed the Logit model that we used as benchmark.

Suggested Citation

  • Kea Baret & Amélie Barbier-Gauchard & Theophilos Papadimitriou, 2023. "Forecasting the Stability and Growth Pact compliance using Machine Learning," Post-Print hal-03121966, HAL.
    • Handle: RePEc:hal:journl:hal-03121966
    DOI: 10.1111/twec.13518
    Note: View the original document on HAL open archive server: https://hal.science/hal-03121966v2
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    1. Larch, Martin & Orseau, Eloïse & van der Wielen, Wouter, 2021. "Do EU fiscal rules support or hinder counter-cyclical fiscal policy?," Journal of International Money and Finance, Elsevier, vol. 112(C).
    2. Charles Wyplosz, 2012. "Fiscal Rules: Theoretical Issues and Historical Experiences," NBER Chapters, in: Fiscal Policy after the Financial Crisis, pages 495-525, National Bureau of Economic Research, Inc.
    3. Victor Chernozhukov & Denis Chetverikov & Mert Demirer & Esther Duflo & Christian Hansen & Whitney Newey & James Robins, 2018. "Double/debiased machine learning for treatment and structural parameters," Econometrics Journal, Royal Economic Society, vol. 21(1), pages 1-68, February.
    4. Amélie Barbier-Gauchard & Kea Baret & Alexandru Minea, 2021. "National fiscal rules and fiscal discipline in the European Union," Applied Economics, Taylor & Francis Journals, vol. 53(20), pages 2337-2359, April.
    5. Mr. Michael Frenkel & Mr. Christiane Nickel, 2002. "How Symmetric Are the Shocks and the Shock Adjustment Dynamics Between the Euro Area and Central and Eastern European Countries?," IMF Working Papers 2002/222, International Monetary Fund.
    6. Reuter, Wolf Heinrich, 2019. "When and why do countries break their national fiscal rules?," European Journal of Political Economy, Elsevier, vol. 57(C), pages 125-141.
    7. Amélie Barbier-Gauchard & Kéa Baret & Xavier Debrun, 2023. "Government efficiency and fiscal rules," Chapters, in: António Afonso & João Tovar Jalles & Ana Venâncio (ed.), Handbook on Public Sector Efficiency, chapter 7, pages 149-176, Edward Elgar Publishing.
    8. repec:hal:spmain:info:hdl:2441/2975 is not listed on IDEAS
    9. Debrun, Xavier & Gerard, Marc & Harris, Jason, 2016. "Fiscal Watchdogs and Sound Fiscal Policy: Is the Barking Loud Enough to Tame Politicians?," MPRA Paper 96683, University Library of Munich, Germany, revised 2019.
    10. Debrun, Xavier & Jonung, Lars, 2019. "Under threat: Rules-based fiscal policy and how to preserve it," European Journal of Political Economy, Elsevier, vol. 57(C), pages 142-157.
    11. Foremny, Dirk, 2014. "Sub-national deficits in European countries: The impact of fiscal rules and tax autonomy," European Journal of Political Economy, Elsevier, vol. 34(C), pages 86-110.
    12. Harald Badinger & Aurélien Fichet de Clairfontaine & Wolf Heinrich Reuter, 2017. "Fiscal Rules and Twin Deficits: The Link between Fiscal and External Balances," The World Economy, Wiley Blackwell, vol. 40(1), pages 21-35, January.
    13. Mark J. Ellyne & Martin W. Nandelenga, 2020. "Fiscal Rules and the Compliance debate: Why do Countries adopt Rules and fail to comply?," Working Papers 815, Economic Research Southern Africa.
    14. Martin, Daniel, 1977. "Early warning of bank failure : A logit regression approach," Journal of Banking & Finance, Elsevier, vol. 1(3), pages 249-276, November.
    15. Igor Veličkovski & Aleksandar Stojkov, 2014. "Is the European integration speeding up the economic convergence process of the Central and South-Eastern European countries? A shock perspective," Empirica, Springer;Austrian Institute for Economic Research;Austrian Economic Association, vol. 41(2), pages 287-321, May.
    16. Periklis Gogas & Theophilos Papadimitriou, 2021. "Machine Learning in Economics and Finance," Computational Economics, Springer;Society for Computational Economics, vol. 57(1), pages 1-4, January.
    17. Sacchi, Agnese & Salotti, Simone, 2015. "The impact of national fiscal rules on the stabilisation function of fiscal policy," European Journal of Political Economy, Elsevier, vol. 37(C), pages 1-20.
    18. Periklis Gogas & Theophilos Papadimitriou & Efthymia Chrysanthidou, 2015. "Yield Curve Point Triplets in Recession Forecasting," International Finance, Wiley Blackwell, vol. 18(2), pages 207-226, June.
    19. Susan Athey, 2018. "The Impact of Machine Learning on Economics," NBER Chapters, in: The Economics of Artificial Intelligence: An Agenda, pages 507-547, National Bureau of Economic Research, Inc.
    20. repec:hal:wpspec:info:hdl:2441/2975 is not listed on IDEAS
    21. Amelie BARBIER-GAUCHARD & Kea BARET & Alexandru MINEA, 2019. "National Fiscal Rules Adoption and Fiscal Discipline in the European Union," Working Papers of BETA 2019-40, Bureau d'Economie Théorique et Appliquée, UDS, Strasbourg.
    22. Melisso Boschi & Stefano d'Addona, 2019. "The Stability of Tax Elasticities over the Business Cycle in European Countries," Fiscal Studies, John Wiley & Sons, vol. 40(2), pages 175-210, June.
    23. Xavier Debrun & Laurent Moulin & Alessandro Turrini & Joaquim Ayuso-i-Casals & Manmohan S. Kumar, 2008. "Tied to the mast? National fiscal rules in the European Union [‘Constitutions, politics, and economics’]," Economic Policy, CEPR, CESifo, Sciences Po;CES;MSH, vol. 23(54), pages 298-362.
    24. Wolfgang Härdle & Yuh-Jye Lee & Dorothea Schäfer & Yi-Ren Yeh, 2009. "Variable selection and oversampling in the use of smooth support vector machines for predicting the default risk of companies," Journal of Forecasting, John Wiley & Sons, Ltd., vol. 28(6), pages 512-534.
    25. Wiese, Rasmus & Jong-A-Pin, Richard & de Haan, Jakob, 2018. "Can successful fiscal adjustments only be achieved by spending cuts?," European Journal of Political Economy, Elsevier, vol. 54(C), pages 145-166.
    26. Mr. Anthony M Annett, 2000. "Social Fractionalization, Political Instability, and the Size of Government," IMF Working Papers 2000/082, International Monetary Fund.
    27. Marcelo C. Medeiros & Gabriel F. R. Vasconcelos & Álvaro Veiga & Eduardo Zilberman, 2021. "Forecasting Inflation in a Data-Rich Environment: The Benefits of Machine Learning Methods," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 39(1), pages 98-119, January.
    28. Zsolt Darvas & Philippe Martin & Xavier Ragot, 2018. "European fiscal rules require a major overhaul," Policy Contributions 27957, Bruegel.
    29. Reuter, Wolf Heinrich, 2015. "National numerical fiscal rules: Not complied with, but still effective?," European Journal of Political Economy, Elsevier, vol. 39(C), pages 67-81.
    30. Periklis Gogas & Theophilos Papadimitriou & Emmanouil Sofianos, 2022. "Forecasting unemployment in the euro area with machine learning," Journal of Forecasting, John Wiley & Sons, Ltd., vol. 41(3), pages 551-566, April.
    31. European Fiscal Board (EFB), 2020. "Assessment of the fiscal stance appropiate for the euro area in 2021," Reports 2020, European Fiscal Board.
    32. Guerguil, Martine & Mandon, Pierre & Tapsoba, René, 2017. "Flexible fiscal rules and countercyclical fiscal policy," Journal of Macroeconomics, Elsevier, vol. 52(C), pages 189-220.
    33. Henryk Bąk & Sebastian Maciejewski, 2017. "The symmetry of demand and supply shocks in the European Monetary Union," Bank i Kredyt, Narodowy Bank Polski, vol. 48(1), pages 1-44.
    34. Ms. Cemile Sancak & Jing Xing & Ricardo Velloso, 2010. "Tax Revenue Response to the Business Cycle," IMF Working Papers 2010/071, International Monetary Fund.
    35. Bergman, U. Michael & Hutchison, Michael M. & Jensen, Svend E. Hougaard, 2016. "Promoting sustainable public finances in the European Union: The role of fiscal rules and government efficiency," European Journal of Political Economy, Elsevier, vol. 44(C), pages 1-19.
    36. Allen Schick, 2010. "Post-Crisis Fiscal Rules: Stabilising Public Finance while Responding to Economic Aftershocks," OECD Journal on Budgeting, OECD Publishing, vol. 10(2), pages 1-18.
    37. Jaehyun Yoon, 2021. "Forecasting of Real GDP Growth Using Machine Learning Models: Gradient Boosting and Random Forest Approach," Computational Economics, Springer;Society for Computational Economics, vol. 57(1), pages 247-265, January.
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    Cited by:

    1. Kea BARET, 2021. "Fiscal rules’ compliance and Social Welfare," Working Papers of BETA 2021-38, Bureau d'Economie Théorique et Appliquée, UDS, Strasbourg.
    2. Carlos Fonseca Marinheiro, 2021. "The Expenditure Benchmark: Complex and Unsuitable for Independent Fiscal Institutions," Comparative Economic Studies, Palgrave Macmillan;Association for Comparative Economic Studies, vol. 63(3), pages 411-431, September.
    3. Kea BARET, 2021. "Fiscal rules’ compliance and Social Welfare," Working Papers of BETA 2021-50, Bureau d'Economie Théorique et Appliquée, UDS, Strasbourg.

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    More about this item

    Keywords

    Fiscal Rules; Fiscal Compliance; Stability and Growth Pact; Machine learning;
    All these keywords.

    JEL classification:

    • E62 - Macroeconomics and Monetary Economics - - Macroeconomic Policy, Macroeconomic Aspects of Public Finance, and General Outlook - - - Fiscal Policy; Modern Monetary Theory
    • H11 - Public Economics - - Structure and Scope of Government - - - Structure and Scope of Government
    • H60 - Public Economics - - National Budget, Deficit, and Debt - - - General
    • H68 - Public Economics - - National Budget, Deficit, and Debt - - - Forecasts of Budgets, Deficits, and Debt

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