Nothing Special   »   [go: up one dir, main page]
IDEAS home Printed from https://ideas.repec.org/p/pra/mprapa/121117.html
   My bibliography  Save this paper

Graduates, Training and Employment Across the Italian Regions

Author

Listed:
  • Arnone, Massimo
  • Angelillis, Barbara
  • Costantiello, Alberto
  • Leogrande, Angelo
Abstract
In this article, we analyze the relationships that connect graduates from high school, the training system and employment rates and conditions in the Italian regions between 2004 and 2022. The data used refer to the Istat Bes database. The results show that the growth in the number of high school graduates is positively associated with higher university education and employment with the exception of job satisfaction. Subsequently we also present a clusterization with k-Means algorithm confronting the Silhouette Coefficient with the Elbow Method. Finally, we confront seven different machine-learning algorithms for the prediction of the level of graduated from high school. We also present economic policy suggestions to increase schooling in the Italian regions. The results are critically discussed.

Suggested Citation

  • Arnone, Massimo & Angelillis, Barbara & Costantiello, Alberto & Leogrande, Angelo, 2024. "Graduates, Training and Employment Across the Italian Regions," MPRA Paper 121117, University Library of Munich, Germany.
    • Handle: RePEc:pra:mprapa:121117
    as

    Download full text from publisher

    File URL: https://mpra.ub.uni-muenchen.de/121117/1/MPRA_paper_121117.pdf
    File Function: original version
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Amy Ellen Schwartz & Jacob Leos‐Urbel & Joel McMurry & Matthew Wiswall, 2021. "Making summer matter: The impact of youth employment on academic performance," Quantitative Economics, Econometric Society, vol. 12(2), pages 477-504, May.
    2. Adejumo, Oluwabunmi O. & Asongu, Simplice A. & Adejumo, Akintoye V., 2021. "Education enrolment rate vs employment rate: Implications for sustainable human capital development in Nigeria," International Journal of Educational Development, Elsevier, vol. 83(C).
    3. Jeffrey Clemens, 2021. "How Do Firms Respond to Minimum Wage Increases? Understanding the Relevance of Non-employment Margins," Journal of Economic Perspectives, American Economic Association, vol. 35(1), pages 51-72, Winter.
    4. Abderrahman Yassine & Fatima Bakass, 2022. "Do Education and Employment Play a Role in Youth’s Poverty Alleviation? Evidence from Morocco," Sustainability, MDPI, vol. 14(18), pages 1-25, September.
    5. Enrico Ripamonti & Stefano Barberis, 2021. "The association of economic and cultural capital with the NEET rate: differential geographical and temporal patterns," Journal for Labour Market Research, Springer;Institute for Employment Research/ Institut für Arbeitsmarkt- und Berufsforschung (IAB), vol. 55(1), pages 1-17, December.
    6. repec:iab:iabjlr:v:55:i::p:art.13 is not listed on IDEAS
    7. Evans, Olaniyi & Wale-Awe, Olawale & Osuji, Emeka & Ayoola, Olawale & Alenoghena, Raymond & Adeniji, Sesan, 2023. "ChatGPT impacts on access-efficiency, employment, education and ethics: The socio-economics of an AI language model," BizEcons Quarterly, Strides Educational Foundation, vol. 16(1), pages 1-17.
    8. Emre Erdogan & Paul Flynn & Bahanur Nasya & Heidi Paabort & Vladislava Lendzhova, 2021. "NEET Rural–Urban Ecosystems: The Role of Urban Social Innovation Diffusion in Supporting Sustainable Rural Pathways to Education, Employment, and Training," Sustainability, MDPI, vol. 13(21), pages 1-15, November.
    9. Alessandro Crociata & Iacopo Odoardi & Massimiliano Agovino & Pier Luigi Sacco, 2020. "A missing link? Cultural capital as a source of human capital: evidence from Italian regional data," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 64(1), pages 79-109, February.
    10. Michael LaForest, 2023. "The Effects of High School Career and Technical Education on Employment, Wages, and Educational Attainment," Journal of Human Capital, University of Chicago Press, vol. 17(1), pages 39-71.
    11. Ripamonti, Enrico & Barberis, Stefano, 2021. "The association of economic and cultural capital with the NEET rate: differential geographical and temporal patterns," Journal for Labour Market Research, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany], vol. 55, pages 1-13.
    12. Oswald-Egg, Maria Esther & Renold, Ursula, 2021. "No experience, no employment: The effect of vocational education and training work experience on labour market outcomes after higher education," Economics of Education Review, Elsevier, vol. 80(C).
    13. Contini, Dalit & Salza, Guido, 2020. "Too few university graduates. Inclusiveness and effectiveness of the Italian higher education system," Socio-Economic Planning Sciences, Elsevier, vol. 71(C).
    14. PERUGINI, Cristiano, 2009. "Employment Intensity Of Growth In Italy. A Note Using Regional Data," Regional and Sectoral Economic Studies, Euro-American Association of Economic Development, vol. 9(1).
    15. Irma Booyens, 2020. "Education and skills in tourism: Implications for youth employment in South Africa," Development Southern Africa, Taylor & Francis Journals, vol. 37(5), pages 825-839, September.
    16. Claudia Pigini & Stefano Staffolani, 2019. "Teleworkers in Italy: who are they? Do they make more?," International Journal of Manpower, Emerald Group Publishing Limited, vol. 40(2), pages 265-285, February.
    17. Simona Iammarino & Elisabetta Marinelli, 2015. "Education-Job (Mis)Match and Interregional Migration: Italian University Graduates' Transition to Work," Regional Studies, Taylor & Francis Journals, vol. 49(5), pages 866-882, May.
    18. Goyette, Martin & Blanchet, Alexandre & Esposito, Tonino & Delaye, Ashleigh, 2021. "The role of placement instability on employment and educational outcomes among adolescents leaving care," Children and Youth Services Review, Elsevier, vol. 131(C).
    19. Giovanni Luca & Paolo Mazzocchi & Claudio Quintano & Antonella Rocca, 2020. "Going Behind the High Rates of NEETs in Italy and Spain: The Role of Early School Leavers," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 151(1), pages 345-363, August.
    20. DiGuiseppi, Graham & Clomax, Adriane & Rampton Dodge, Jessica & Rice, Eric, 2021. "Social network correlates of education and employment service use among youth experiencing homelessness: A longitudinal study," Children and Youth Services Review, Elsevier, vol. 129(C).
    21. Walk, Dror & Haviv, Noam & Hasisi, Badi & Weisburd, David, 2021. "The role of employment as a mediator in correctional education's impact on recidivism: A quasi-experimental study of multiple programs," Journal of Criminal Justice, Elsevier, vol. 74(C).
    22. Fusaro, Stefano & Scandurra, Rosario, 2023. "The impact of the European social fund on youth education and employment," Socio-Economic Planning Sciences, Elsevier, vol. 88(C).
    Full references (including those not matched with items on IDEAS)

    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. Aina, Carmen & Brunetti, Irene & Mussida, Chiara & Scicchitano, Sergio, 2021. "Even more discouraged? The NEET generation at the age of COVID-19," GLO Discussion Paper Series 863, Global Labor Organization (GLO).
    2. De la Cruz, Marco & Mergoni, Anna, 2024. "Assessing the performance of Peruvian education system from a governance perspective," Socio-Economic Planning Sciences, Elsevier, vol. 93(C).
    3. Chiara Burlina & Alessandro Crociata & Iacopo Odoardi, 2021. "Can culture save young Italians? The role of cultural capital on Italian NEETs behaviour," Economia Politica: Journal of Analytical and Institutional Economics, Springer;Fondazione Edison, vol. 38(3), pages 943-969, October.
    4. Enrico Ripamonti, 2023. "Cultural capital, economic capital, and participation in early childhood education: A place‐based approach," Regional Science Policy & Practice, Wiley Blackwell, vol. 15(2), pages 387-402, April.
    5. Adamopoulou, Effrosyni & Manaresi, Francesco & Rachedi, Omar & Yurdagul, Emircan, 2021. "Minimum Wages and Insurance within the Firm," IZA Discussion Papers 14943, Institute of Labor Economics (IZA).
    6. Seltzer, Andrew, 2024. "The Political Economy of Minimum Wage Setting: The Factories and Shops Act of Victoria (Australia), 1896-1913," IZA Discussion Papers 16788, Institute of Labor Economics (IZA).
    7. Mirella Damiani & Fabrizio Pompei & Andrea Ricci, 2011. "Temporary job protection and productivity growth in EU economies," Quaderni del Dipartimento di Economia, Finanza e Statistica 87/2011, Università di Perugia, Dipartimento Economia.
    8. Marchingiglio, Riccardo & Poyker, Mikhail, 2024. "The Economics of Gender-Specific Minimum Wage Legislation," IZA Discussion Papers 17016, Institute of Labor Economics (IZA).
    9. Sidonia von Proff & Matthias Duschl & Thomas Brenner, 2017. "Motives behind the mobility of university graduates – A study of three German universities," Review of Regional Research: Jahrbuch für Regionalwissenschaft, Springer;Gesellschaft für Regionalforschung (GfR), vol. 37(1), pages 39-58, February.
    10. Jeffrey Clemens & Michael R. Strain, 2023. "How important are minimum wage increases in increasing the wages of minimum wage workers?," Contemporary Economic Policy, Western Economic Association International, vol. 41(4), pages 594-612, October.
    11. Sucharita Ghosh & Emanuele Grassi, 2020. "Overeducation and overskilling in the early careers of PhD graduates: Does international migration reduce labour market mismatch?," Papers in Regional Science, Wiley Blackwell, vol. 99(4), pages 915-944, August.
    12. Jonathan M.V. Davis & Sara B. Heller, 2017. "Rethinking the Benefits of Youth Employment Programs: The Heterogeneous Effects of Summer Jobs," NBER Working Papers 23443, National Bureau of Economic Research, Inc.
    13. Marcos Lacasa Cazcarra, 2024. "Machine Learning Analysis of the Impact of Increasing the Minimum Wage on Income Inequality in Spain from 2001 to 2021," Papers 2402.02402, arXiv.org.
    14. Gregory, Terry & Zierahn, Ulrich, 2022. "When the minimum wage really bites hard: The negative spillover effect on high-skilled workers," Journal of Public Economics, Elsevier, vol. 206(C).
    15. Laszlo Goerke & Markus Pannenberg, 2023. "Minimum Wage Non-Compliance: The Role of Co-Determination," CESifo Working Paper Series 10797, CESifo.
    16. Koki Arai, 2021. "The Characteristics of Low Bid Price Survey Standards and Their Impact," Journal of Industry, Competition and Trade, Springer, vol. 21(4), pages 593-608, December.
    17. Kidd, Michael P. & O'Leary, Nigel & Sloane, Peter, 2017. "The impact of mobility on early career earnings: A quantile regression approach for UK graduates," Economic Modelling, Elsevier, vol. 62(C), pages 90-102.
    18. Martínez-García Miguel Á. & Cámara Ángeles, 2022. "Impact of an Economic Crisis on Youth Employment: Evidence from 2008 Financial Crisis in Spain," Economics - The Open-Access, Open-Assessment Journal, De Gruyter, vol. 16(1), pages 276-287, January.
    19. Xianbo Li, 2022. "Sequence Model and Prediction for Sustainable Enrollments in Chinese Universities," Sustainability, MDPI, vol. 15(1), pages 1-25, December.
    20. Michael R. Strain, 2021. "An Argument Against The $15 Minimum Wage," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 40(4), pages 1289-1297, September.

    More about this item

    Keywords

    Labor Force and Employment; Human Capital; Occupational Choice; Job Satisfaction; Wage Differentials; Public Policy.;
    All these keywords.

    JEL classification:

    • J21 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Labor Force and Employment, Size, and Structure
    • J24 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Human Capital; Skills; Occupational Choice; Labor Productivity
    • J28 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Safety; Job Satisfaction; Related Public Policy
    • J31 - Labor and Demographic Economics - - Wages, Compensation, and Labor Costs - - - Wage Level and Structure; Wage Differentials
    • J38 - Labor and Demographic Economics - - Wages, Compensation, and Labor Costs - - - Public Policy

    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:pra:mprapa:121117. 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: Joachim Winter (email available below). General contact details of provider: https://edirc.repec.org/data/vfmunde.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.