[go: up one dir, main page]
IDEAS home Printed from https://ideas.repec.org/p/hal/journl/hal-03121966.html
   My bibliography  Save this paper

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
    as

    Download full text from publisher

    File URL: https://hal.science/hal-03121966v2/document
    Download Restriction: no
    File URL: https://libkey.io/10.1111/twec.13518?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    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.
    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. 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.

    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. Kea BARET, 2021. "Fiscal rules’ compliance and Social Welfare," Working Papers of BETA 2021-38, Bureau d'Economie Théorique et Appliquée, UDS, Strasbourg.
    2. 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.
    3. Kea BARET & Theophilos PAPADIMITRIOU, 2019. "On the Stability and Growth Pact compliance: what is predictable with machine learning?," Working Papers of BETA 2019-48, Bureau d'Economie Théorique et Appliquée, UDS, Strasbourg.
    4. Thomas Brändle & Marc Elsener, 2024. "Do fiscal rules matter? A survey of recent evidence," Swiss Journal of Economics and Statistics, Springer;Swiss Society of Economics and Statistics, vol. 160(1), pages 1-38, December.
    5. Brändle, Thomas & Elsener, Marc, 2023. "Do fiscal rules matter? A survey on recent evidence," Working papers 2023/07, Faculty of Business and Economics - University of Basel.
    6. 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.
    7. Niklas Potrafke, 2023. "The Economic Consequences of Fiscal Rules," CESifo Working Paper Series 10765, CESifo.
    8. López-Herrera, Carmen & Cordero, José M. & Pedraja-Chaparro, Francisco & Polo, Cristina, 2023. "Fiscal rules and their influence on public sector efficiency," MPRA Paper 119018, University Library of Munich, Germany.
    9. Mihaela Onofrei & Tudorel Toader & Anca Florentina Vatamanu & Florin Oprea, 2021. "Impact of Governments’ Fiscal Behaviors on Public Finance Sustainability: A Comparative Study," Sustainability, MDPI, vol. 13(7), pages 1-16, March.
    10. Herrero-Alcalde, Ana & Martín-Román, Javier & Tránchez-Martín, José Manuel & Moral-Arce, Ignacio, 2024. "Fiscal rules to the test: The impact of the Spanish expenditure rule," European Journal of Political Economy, Elsevier, vol. 81(C).
    11. Afonso, António & Huart, Florence & Tovar Jalles, João & Stanek, Piotr, 2022. "Twin deficits revisited: A role for fiscal institutions?," Journal of International Money and Finance, Elsevier, vol. 121(C).
    12. repec:hal:wpaper:hal-03121966 is not listed on IDEAS
    13. Cezara Vinturis, 2023. "How do fiscal rules shape governments' spending behavior?," Economic Inquiry, Western Economic Association International, vol. 61(2), pages 322-341, April.
    14. 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.
    15. Ryota Nakatani, 2021. "Fiscal Rules for Natural Disaster- and Climate Change-Prone Small States," Sustainability, MDPI, vol. 13(6), pages 1-26, March.
    16. Cezara Vinturis, 2019. "A multi-speed fiscal Europe? Fiscal Rules and Fiscal Performance in the EU Former Communist Countries," Working Papers hal-03097483, HAL.
    17. Csaba G. Tóth, 2019. "Valuable legacy? The effect of inherited fiscal rules," Public Choice, Springer, vol. 178(1), pages 3-30, January.
    18. Robert Kraemer & Jonne Lehtimäki, 2023. "Government debt: the impact of fiscal rules at the European and national level," Empirica, Springer;Austrian Institute for Economic Research;Austrian Economic Association, vol. 50(3), pages 783-805, August.
    19. Burret, Heiko T. & Feld, Lars P., 2018. "(Un-)intended effects of fiscal rules," European Journal of Political Economy, Elsevier, vol. 52(C), pages 166-191.
    20. Apeti, Ablam Estel & Bambe, Bao-We-Wal & Combes, Jean-Louis & Edoh, Eyah Denise, 2024. "Original sin: Fiscal rules and government debt in foreign currency in developing countries," Journal of Macroeconomics, Elsevier, vol. 80(C).
    21. Caselli, Francesca & Reynaud, Julien, 2020. "Do fiscal rules cause better fiscal balances? A new instrumental variable strategy," European Journal of Political Economy, Elsevier, vol. 63(C).

    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

    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:hal:journl:hal-03121966. 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: CCSD (email available below). General contact details of provider: https://hal.archives-ouvertes.fr/ .

    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.