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The Determinants of Missed Funding: Predicting the Paradox of Increased Need and Reduced Allocation

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  • Di Stefano, Roberta
  • Resce, Giuliano

Abstract

This research investigates how local governments overlook competitive funding opportunities within cohesion policies, utilizing machine learning and analyzing data from open calls within the European Next Generation EU funds. The focus is on predicting which local governments may face challenges in utilizing available funding, specifically examining the allocation of funds for Italian childcare services. The results demonstrate that it is possible to make out-of-sample predictions of municipalities that are likely to abstain from invitations, also identifying key determinants. Population-related factors play a pivotal role in predicting inertia, alongside other service-demand-related elements, particularly in regions with limited services. The study emphasizes the importance of local institutional quality and individual attributes of policymakers. The adverse effects on participation resulting from factors that justify fund allocation may place regions with higher investment needs at a competitive disadvantage. Anticipating potential non-participants in calls can aid in achieving policy targets and optimizing the allocation of funds across various local governments.

Suggested Citation

  • Di Stefano, Roberta & Resce, Giuliano, "undated". "The Determinants of Missed Funding: Predicting the Paradox of Increased Need and Reduced Allocation," Economics & Statistics Discussion Papers esdp23092, University of Molise, Department of Economics.
  • Handle: RePEc:mol:ecsdps:esdp23092
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    1. 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.
    2. 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.
    3. Jon Kleinberg & Jens Ludwig & Sendhil Mullainathan & Ziad Obermeyer, 2015. "Prediction Policy Problems," American Economic Review, American Economic Association, vol. 105(5), pages 491-495, May.
    4. Andr�s Rodr�guez-Pose & Enrique Garcilazo, 2015. "Quality of Government and the Returns of Investment: Examining the Impact of Cohesion Expenditure in European Regions," Regional Studies, Taylor & Francis Journals, vol. 49(8), pages 1274-1290, August.
    5. Michael Baker & Jonathan Gruber & Kevin Milligan, 2008. "Universal Child Care, Maternal Labor Supply, and Family Well-Being," Journal of Political Economy, University of Chicago Press, vol. 116(4), pages 709-745, August.
    6. Goux, Dominique & Maurin, Eric, 2010. "Public school availability for two-year olds and mothers' labour supply," Labour Economics, Elsevier, vol. 17(6), pages 951-962, December.
    7. Resce, Giuliano & Vaquero-Piñeiro, Cristina, 2022. "Predicting agri-food quality across space: A Machine Learning model for the acknowledgment of Geographical Indications," Food Policy, Elsevier, vol. 112(C).
    8. Tancredi Buscemi & Giulia Romani, 2022. "Allocation of authority and tactical redistribution of public investments: A historical quasi-experiment," Working Papers 2022:18, Department of Economics, University of Venice "Ca' Foscari", revised 2024.
    9. 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.
    10. Simona Milio, 2007. "Can Administrative Capacity Explain Differences in Regional Performances? Evidence from Structural Funds Implementation in Southern Italy," Regional Studies, Taylor & Francis Journals, vol. 41(4), pages 429-442.
    11. Alberto Alesina & Traviss Cassidy & Ugo Troiano, 2019. "Old and Young Politicians," Economica, London School of Economics and Political Science, vol. 86(344), pages 689-727, October.
    12. Thomas Farole & Andrés Rodríguez‐Pose & Michael Storper, 2011. "Cohesion Policy in the European Union: Growth, Geography, Institutions," Journal of Common Market Studies, Wiley Blackwell, vol. 49(5), pages 1089-1111, September.
    13. Krugman, Paul, 1991. "Increasing Returns and Economic Geography," Journal of Political Economy, University of Chicago Press, vol. 99(3), pages 483-499, June.
    14. Patricia Funk & Christina Gathmann, 2015. "Gender gaps in policy making: evidence from direct democracy in Switzerland," Economic Policy, CEPR, CESifo, Sciences Po;CES;MSH, vol. 30(81), pages 141-181.
    15. Annamaria Nifo & Gaetano Vecchione, 2014. "Do Institutions Play a Role in Skilled Migration? The Case of Italy," Regional Studies, Taylor & Francis Journals, vol. 48(10), pages 1628-1649, October.
    16. Maria Donovan Fitzpatrick, 2010. "Preschoolers Enrolled and Mothers at Work? The Effects of Universal Prekindergarten," Journal of Labor Economics, University of Chicago Press, vol. 28(1), pages 51-85, January.
    17. Monica Andini & Guido de Blasio, 2016. "Local development that money cannot buy: Italy’s Contratti di Programma," Journal of Economic Geography, Oxford University Press, vol. 16(2), pages 365-393.
    18. Raghabendra Chattopadhyay & Esther Duflo, 2004. "Women as Policy Makers: Evidence from a Randomized Policy Experiment in India," Econometrica, Econometric Society, vol. 72(5), pages 1409-1443, September.
    19. Pierre Lefebvre & Philip Merrigan, 2008. "Child-Care Policy and the Labor Supply of Mothers with Young Children: A Natural Experiment from Canada," Journal of Labor Economics, University of Chicago Press, vol. 26(3), pages 519-548, July.
    20. Augusto Cerqua & Roberta Di Stefano & Marco Letta & Sara Miccoli, 2021. "Local mortality estimates during the COVID-19 pandemic in Italy," Journal of Population Economics, Springer;European Society for Population Economics, vol. 34(4), pages 1189-1217, October.
    21. 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.
    22. Carta, Francesca & Rizzica, Lucia, 2018. "Early kindergarten, maternal labor supply and children's outcomes: Evidence from Italy," Journal of Public Economics, Elsevier, vol. 158(C), pages 79-102.
    23. Giuseppe Albanese & Guido de Blasio & Andrea Locatelli, 2021. "Does EU regional policy promote local TFP growth? Evidence from the Italian Mezzogiorno," Papers in Regional Science, Wiley Blackwell, vol. 100(2), pages 327-348, April.
    24. Sandy Dall'Erba & Fang Fang, 2017. "Meta-analysis of the impact of European Union Structural Funds on regional growth," Regional Studies, Taylor & Francis Journals, vol. 51(6), pages 822-832, June.
    25. Neculai-Cristian Surubaru, 2017. "Administrative capacity or quality of political governance? EU Cohesion Policy in the new Europe, 2007–13," Regional Studies, Taylor & Francis Journals, vol. 51(6), pages 844-856, June.
    26. Vincenzo Carrieri & Raffele Lagravinese & Giuliano Resce, 2021. "Predicting vaccine hesitancy from area‐level indicators: A machine learning approach," Health Economics, John Wiley & Sons, Ltd., vol. 30(12), pages 3248-3256, December.
    27. Valentina Aiello & Pierre Maurice Reverberi & Cristina Brasili, 2019. "Regional diversity in experiences of cohesion policy: The cases of Emilia‐Romagna and Calabria," Papers in Regional Science, Wiley Blackwell, vol. 98(6), pages 2275-2293, December.
    28. Carmen María Hernández-Nicolás & Juan Francisco Martín-Ugedo & Antonio Mínguez-Vera, 2018. "Women Mayors and Management of Spanish Councils: An Empirical Analysis," Feminist Economics, Taylor & Francis Journals, vol. 24(1), pages 168-191, January.
    29. Andini, Monica & Ciani, Emanuele & de Blasio, Guido & D'Ignazio, Alessio & Salvestrini, Viola, 2018. "Targeting with machine learning: An application to a tax rebate program in Italy," Journal of Economic Behavior & Organization, Elsevier, vol. 156(C), pages 86-102.
    30. Cristian Incaltarau & Gabriela Carmen Pascariu & Neculai‐Cristian Surubaru, 2020. "Evaluating the Determinants of EU Funds Absorption across Old and New Member States – the Role of Administrative Capacity and Political Governance," Journal of Common Market Studies, Wiley Blackwell, vol. 58(4), pages 941-961, July.
    31. Dincecco,Mark, 2017. "State Capacity and Economic Development," Cambridge Books, Cambridge University Press, number 9781108439541.
    32. Antulov-Fantulin, Nino & Lagravinese, Raffaele & Resce, Giuliano, 2021. "Predicting bankruptcy of local government: A machine learning approach," Journal of Economic Behavior & Organization, Elsevier, vol. 183(C), pages 681-699.
    33. Mara Giua, 2017. "Spatial Discontinuity For The Impact Assessment Of The Eu Regional Policy: The Case Of Italian Objective 1 Regions," Journal of Regional Science, Wiley Blackwell, vol. 57(1), pages 109-131, January.
    34. Nicholas Charron & Lewis Dijkstra & Victor Lapuente, 2014. "Regional Governance Matters: Quality of Government within European Union Member States," Regional Studies, Taylor & Francis Journals, vol. 48(1), pages 68-90, January.
    35. Luisa Gagliardi & Marco Percoco, 2017. "The impact of European Cohesion Policy in urban and rural regions," Regional Studies, Taylor & Francis Journals, vol. 51(6), pages 857-868, June.
    36. Elizabeth U. Cascio, 2009. "Maternal Labor Supply and the Introduction of Kindergartens into American Public Schools," Journal of Human Resources, University of Wisconsin Press, vol. 44(1).
    37. Nollenberger, Natalia & Rodríguez-Planas, Núria, 2015. "Full-time universal childcare in a context of low maternal employment: Quasi-experimental evidence from Spain," Labour Economics, Elsevier, vol. 36(C), pages 124-136.
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    More about this item

    Keywords

    Competitive funding; Cohesion policies; Predictive modeling; Machine learning.;
    All these keywords.

    JEL classification:

    • H5 - Public Economics - - National Government Expenditures and Related Policies
    • H7 - Public Economics - - State and Local Government; Intergovernmental Relations
    • I3 - Health, Education, and Welfare - - Welfare, Well-Being, and Poverty
    • J1 - Labor and Demographic Economics - - Demographic Economics
    • R5 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Regional Government Analysis

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