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A new measure for the attitude to mobility of Italian students and graduates: a topological data analysis approach

Author

Listed:
  • Martina Vittorietti

    (University of Palermo)

  • Ornella Giambalvo

    (University of Palermo)

  • Vincenzo Giuseppe Genova

    (University of Palermo)

  • Fabio Aiello

    (University ’Kore’ of Enna)

Abstract

Students’ and graduates’ mobility is an interesting topic of discussion especially for the Italian education system and universities. The main reasons for migration and for the so called brain drain, can be found in the socio-economic context and in the famous North–South divide. Measuring mobility and understanding its dynamic over time and space are not trivial tasks. Most of the studies in the related literature focus on the determinants of such phenomenon, in this paper, instead, combining tools coming from graph theory and Topological Data Analysis we propose a new measure for the attitude to mobility. Each mobility trajectory is represented by a graph and the importance of the features constituting the graph are evaluated over time using persistence diagrams. The attitude to mobility of the students is then ranked computing the distance between the individual persistence diagram and the theoretical persistence diagram of the stayer student. The new approach is used for evaluating the mobility of the students that in 2008 enrolled in an Italian university. The relation between attitude to mobility and the main socio-demographic variables is investigated.

Suggested Citation

  • Martina Vittorietti & Ornella Giambalvo & Vincenzo Giuseppe Genova & Fabio Aiello, 2023. "A new measure for the attitude to mobility of Italian students and graduates: a topological data analysis approach," Statistical Methods & Applications, Springer;Società Italiana di Statistica, vol. 32(2), pages 509-543, June.
    • Handle: RePEc:spr:stmapp:v:32:y:2023:i:2:d:10.1007_s10260-022-00666-x
    DOI: 10.1007/s10260-022-00666-x
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    1. Francesca Giambona & Mariano Porcu & Isabella Sulis, 2017. "Students Mobility: Assessing the Determinants of Attractiveness Across Competing Territorial Areas," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 133(3), pages 1105-1132, September.
    2. Bettina Schuck & Nadia Steiber, 2018. "Does Intergenerational Educational Mobility Shape the Well-Being of Young Europeans? Evidence from the European Social Survey," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 139(3), pages 1237-1255, October.
    3. Dovile Stumbriene & Ana S. Camanho & Audrone Jakaitiene, 2020. "The performance of education systems in the light of Europe 2020 strategy," Annals of Operations Research, Springer, vol. 288(2), pages 577-608, May.
    4. Nicola Francesco Dotti & Ugo Fratesi & Camilla Lenzi & Marco Percoco, 2013. "Local Labour Markets and the Interregional Mobility of Italian University Students," Spatial Economic Analysis, Taylor & Francis Journals, vol. 8(4), pages 443-468, March.
    5. Dreher, Axel & Poutvaara, Panu, 2011. "Foreign Students and Migration to the United States," World Development, Elsevier, vol. 39(8), pages 1294-1307, August.
    6. O. Ashenfelter & D. Card (ed.), 1999. "Handbook of Labor Economics," Handbook of Labor Economics, Elsevier, edition 1, volume 3, number 3.
    7. Daria Ciriaci, 2014. "Does University Quality Influence the Interregional Mobility of Students and Graduates? The Case of Italy," Regional Studies, Taylor & Francis Journals, vol. 48(10), pages 1592-1608, October.
    8. Columbu, Silvia & Porcu, Mariano & Sulis, Isabella, 2021. "University choice and the attractiveness of the study area: Insights on the differences amongst degree programmes in Italy based on generalised mixed-effect models," Socio-Economic Planning Sciences, Elsevier, vol. 74(C).
    9. Brunello, Giorgio & Cappellari, Lorenzo, 2008. "The labour market effects of Alma Mater: Evidence from Italy," Economics of Education Review, Elsevier, vol. 27(5), pages 564-574, October.
    10. 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.
    11. Powdthavee, Nattavudh & Lekfuangfu, Warn N. & Wooden, Mark, 2015. "What's the good of education on our overall quality of life? A simultaneous equation model of education and life satisfaction for Australia," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 54(C), pages 10-21.
    12. Biancardi, Daniele & Bratti, Massimiliano, 2019. "The effect of introducing a Research Evaluation Exercise on student enrolment: Evidence from Italy," Economics of Education Review, Elsevier, vol. 69(C), pages 73-93.
    13. Mattia Cattaneo & Paolo Malighetti & Michele Meoli & Stefano Paleari, 2017. "University spatial competition for students: the Italian case," Regional Studies, Taylor & Francis Journals, vol. 51(5), pages 750-764, May.
    14. Silvia Bacci & Bruno Chiandotto & Angelo Di Francia & silvia.ghiselli@almalaurea.it, 2008. "Graduates Job Mobility: A Longitudinal Analysis," Statistica, Department of Statistics, University of Bologna, vol. 68(3), pages 255-279.
    15. Ilaria De Angelis & Vincenzo Mariani & Francesca Modena & Pasqualino Montanaro, 2016. "Academic enrolment, careers and student mobility in Italy," Questioni di Economia e Finanza (Occasional Papers) 354, Bank of Italy, Economic Research and International Relations Area.
    16. 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.
    17. Umut Türk, 2019. "Socio-Economic Determinants of Student Mobility and Inequality of Access to Higher Education in Italy," Networks and Spatial Economics, Springer, vol. 19(1), pages 125-148, March.
    18. Francesca Tosi & Roberto Impicciatore & Rosella Rettaroli, 2019. "Individual skills and student mobility in Italy: a regional perspective," Regional Studies, Taylor & Francis Journals, vol. 53(8), pages 1099-1111, August.
    19. G Di Pietro, 2005. "On Migration and Unemployment: Evidence from Italian Graduates," Economic Issues Journal Articles, Economic Issues, vol. 10(2), pages 11-28, September.
    20. Antonella D’Agostino & Giulio Ghellini & Sergio Longobardi, 2019. "Out-migration of university enrolment: the mobility behaviour of Italian students," International Journal of Manpower, Emerald Group Publishing Limited, vol. 40(1), pages 56-72, January.
    21. Vincenzo G. Genova & Michele Tumminello & Fabio Aiello & Massimo Attanasio, 2021. "A network analysis of student mobility patterns from high school to master’s," Statistical Methods & Applications, Springer;Società Italiana di Statistica, vol. 30(5), pages 1445-1464, December.
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