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The role of the air transport service in interregional long-distance students’ mobility in Italy

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  • Cattaneo, Mattia
  • Malighetti, Paolo
  • Paleari, Stefano
  • Redondi, Renato

Abstract

This study investigates the role of air transport service in the attractiveness of universities to national students, examining how it might stimulate local economic development by attracting highly skilled labor. Examining the flow of Italian university students at the provincial level in 2003–2012, we find that the air transport service affects university attractiveness for long-distance students living at least 300km from their university. Specifically, accessibility increases with the proximity of universities to airports, when low-cost carriers serve university routes and more alternative airports exist at the origin. Further, our results suggest that, over the last decade, air transport service has facilitated mobility of long-distance students from southern areas to universities in the north of Italy, where students generally move to increase their future prospects.

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  • Cattaneo, Mattia & Malighetti, Paolo & Paleari, Stefano & Redondi, Renato, 2016. "The role of the air transport service in interregional long-distance students’ mobility in Italy," Transportation Research Part A: Policy and Practice, Elsevier, vol. 93(C), pages 66-82.
  • Handle: RePEc:eee:transa:v:93:y:2016:i:c:p:66-82
    DOI: 10.1016/j.tra.2016.08.017
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    as
    1. Alkaabi, Khaula A. & Debbage, Keith G., 2007. "Air passenger demand and skilled labor markets by US metropolitan area," Journal of Air Transport Management, Elsevier, vol. 13(3), pages 121-130.
    2. Peter-J Jost, 2011. "The Economics of Organization and Coordination," Books, Edward Elgar Publishing, number 13332.
    3. N/A, 2011. "AT A GLANCE . . . The world economy," National Institute Economic Review, National Institute of Economic and Social Research, vol. 215(1), pages 2-2, January.
    4. Alm, James & Winters, John V., 2009. "Distance and intrastate college student migration," Economics of Education Review, Elsevier, vol. 28(6), pages 728-738, December.
    5. Susan Christopherson & Meric Gertler & Mia Gray, 2014. "Universities in Crisis," Cambridge Journal of Regions, Economy and Society, Cambridge Political Economy Society, vol. 7(2), pages 209-215.
    6. Terry Long, B.Bridget, 2004. "How have college decisions changed over time? An application of the conditional logistic choice model," Journal of Econometrics, Elsevier, vol. 121(1-2), pages 271-296.
    7. Dobruszkes, Frédéric & Graham, Anne, 2016. "Air transport liberalisation and airline network dynamics: Investigating the complex relationships," Journal of Transport Geography, Elsevier, vol. 50(C), pages 1-3.
    8. Jan K. Brueckner, 2003. "Airline Traffic and Urban Economic Development," Urban Studies, Urban Studies Journal Limited, vol. 40(8), pages 1455-1469, July.
    9. Clark, Tom S. & Linzer, Drew A., 2015. "Should I Use Fixed or Random Effects?," Political Science Research and Methods, Cambridge University Press, vol. 3(02), pages 399-408, May.
    10. Richard Florida & Charlotta Mellander & Thomas Holgersson, 2015. "Up in the air: the role of airports for regional economic development," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 54(1), pages 197-214, January.
    11. Marco Percoco, 2010. "Airport Activity and Local Development: Evidence from Italy," Urban Studies, Urban Studies Journal Limited, vol. 47(11), pages 2427-2443, October.
    12. Oecd, 2011. "Economic Issues in Public Procurement," SIGMA Public Procurement Briefs 2, OECD Publishing.
    13. Frédéric Dobruszkes, 2013. "The geography of European low-cost airline networks: A contemporary analysis," ULB Institutional Repository 2013/135954, ULB -- Universite Libre de Bruxelles.
    14. 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.
    15. Arbués, Pelayo & Baños, José F. & Mayor, Matías & Suárez, Patricia, 2016. "Determinants of ground transport modal choice in long-distance trips in Spain," Transportation Research Part A: Policy and Practice, Elsevier, vol. 84(C), pages 131-143.
    16. Barbara Dettori & Emanuela Marrocu & Raffaele Paci, 2012. "Total Factor Productivity, Intangible Assets and Spatial Dependence in the European Regions," Regional Studies, Taylor & Francis Journals, vol. 46(10), pages 1401-1416, November.
    17. Morandi, Valentina & Malighetti, Paolo & Paleari, Stefano & Redondi, Renato, 2015. "Codesharing agreements by low-cost carriers: An explorative analysis," Journal of Air Transport Management, Elsevier, vol. 42(C), pages 184-191.
    18. N/A, 2011. "The UK economy," National Institute Economic Review, National Institute of Economic and Social Research, vol. 215(1), pages 3-3, January.
    19. 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.
    20. -, 2011. "The economics of climate change in the Caribbean," Sede Subregional de la CEPAL para el Caribe (Estudios e Investigaciones) 38620, Naciones Unidas Comisión Económica para América Latina y el Caribe (CEPAL).
    21. Audretsch, David B. & Lehmann, Erik E. & Warning, Susanne, 2005. "University spillovers and new firm location," Research Policy, Elsevier, vol. 34(7), pages 1113-1122, September.
    22. Bilbao Ubillos, J. & Fernández Sainz, A., 2004. "The influence of quality and price on the demand for urban transport: the case of university students," Transportation Research Part A: Policy and Practice, Elsevier, vol. 38(8), pages 607-614, October.
    23. Allan Williams & Vladimir Balaz, 2009. "Low-Cost Carriers, Economies of Flows and Regional Externalities," Regional Studies, Taylor & Francis Journals, vol. 43(5), pages 677-691.
    24. Bocarejo S., Juan Pablo & Oviedo H., Daniel Ricardo, 2012. "Transport accessibility and social inequities: a tool for identification of mobility needs and evaluation of transport investments," Journal of Transport Geography, Elsevier, vol. 24(C), pages 142-154.
    25. Delmelle, Eric M. & Delmelle, Elizabeth Cahill, 2012. "Exploring spatio-temporal commuting patterns in a university environment," Transport Policy, Elsevier, vol. 21(C), pages 1-9.
    26. Sergio J. Rey & Mark V. Janikas, 2005. "Regional convergence, inequality, and space," Journal of Economic Geography, Oxford University Press, vol. 5(2), pages 155-176, April.
    27. Lavery, T.A. & Páez, A. & Kanaroglou, P.S., 2013. "Driving out of choices: An investigation of transport modality in a university sample," Transportation Research Part A: Policy and Practice, Elsevier, vol. 57(C), pages 37-46.
    28. Carlino, Gerald A. & Chatterjee, Satyajit & Hunt, Robert M., 2007. "Urban density and the rate of invention," Journal of Urban Economics, Elsevier, vol. 61(3), pages 389-419, May.
    29. Williams, George & Pagliari, Romano, 2004. "A comparative analysis of the application and use of public service obligations in air transport within the EU," Transport Policy, Elsevier, vol. 11(1), pages 55-66, January.
    30. N/A, 2011. "Multipolarity: The New Global Economy," Foreign Trade Review, , vol. 46(3), pages 89-106, October.
    31. Bekkers, Rudi & Bodas Freitas, Isabel Maria, 2008. "Analysing knowledge transfer channels between universities and industry: To what degree do sectors also matter?," Research Policy, Elsevier, vol. 37(10), pages 1837-1853, December.
    32. Kenneth Button & Junyang Yuan, 2013. "Airfreight Transport and Economic Development: An Examination of Causality," Urban Studies, Urban Studies Journal Limited, vol. 50(2), pages 329-340, February.
    33. Zachary Neal, 2012. "Creative Employment and Jet Set Cities: Disentangling Causal Effects," Urban Studies, Urban Studies Journal Limited, vol. 49(12), pages 2693-2709, September.
    34. Kirsi Mukkala & Hannu Tervo, 2013. "Air Transportation and Regional Growth: Which Way Does the Causality Run?," Environment and Planning A, , vol. 45(6), pages 1508-1520, June.
    35. Alessandra Faggian & Philip McCann & Stephen Sheppard, 2007. "Human Capital, Higher Education and Graduate Migration: An Analysis of Scottish and Welsh Students," Urban Studies, Urban Studies Journal Limited, vol. 44(13), pages 2511-2528, December.
    36. Kamruzzaman, Md. & Hine, Julian & Gunay, Banihan & Blair, Neale, 2011. "Using GIS to visualise and evaluate student travel behaviour," Journal of Transport Geography, Elsevier, vol. 19(1), pages 13-32.
    37. N/A, 2011. "AT A GLANCE . . . The world economy," National Institute Economic Review, National Institute of Economic and Social Research, vol. 217(1), pages 2-2, July.
    38. Dobruszkes, Frédéric, 2009. "New Europe, new low-cost air services," Journal of Transport Geography, Elsevier, vol. 17(6), pages 423-432.
    39. Dobruszkes, Frédéric, 2013. "The geography of European low-cost airline networks: a contemporary analysis," Journal of Transport Geography, Elsevier, vol. 28(C), pages 75-88.
    40. Saisana, Michaela & d'Hombres, Béatrice & Saltelli, Andrea, 2011. "Rickety numbers: Volatility of university rankings and policy implications," Research Policy, Elsevier, vol. 40(1), pages 165-177, February.
    41. DesJardins, Stephen L. & Dundar, Halil & Hendel, Darwin D., 1999. "Modeling the College Application Decision Process in a Land-Grant University," Economics of Education Review, Elsevier, vol. 18(1), pages 117-132, February.
    42. Redondi, Renato & Malighetti, Paolo & Paleari, Stefano, 2013. "European connectivity: the role played by small airports," Journal of Transport Geography, Elsevier, vol. 29(C), pages 86-94.
    43. Sellner, Richard & Nagl, Philipp, 2010. "Air accessibility and growth – The economic effects of a capacity expansion at Vienna International Airport," Journal of Air Transport Management, Elsevier, vol. 16(6), pages 325-329.
    44. Clark, Tom S. & Linzer, Drew A., 2015. "Should I Use Fixed or Random Effects?," Political Science Research and Methods, Cambridge University Press, vol. 3(2), pages 399-408, May.
    45. Carla Sa & Raymond Florax & Piet Rietveld, 2004. "Determinants of the Regional Demand for Higher Education in The Netherlands: A Gravity Model Approach," Regional Studies, Taylor & Francis Journals, vol. 38(4), pages 375-392.
    46. N/A, 2011. "The UK economy," National Institute Economic Review, National Institute of Economic and Social Research, vol. 217(1), pages 3-3, July.
    47. Dargay, Joyce M. & Clark, Stephen, 2012. "The determinants of long distance travel in Great Britain," Transportation Research Part A: Policy and Practice, Elsevier, vol. 46(3), pages 576-587.
    48. Moira Munro & Ivan Turok & Mark Livingston, 2009. "Students in Cities: A Preliminary Analysis of Their Patterns and Effects," Environment and Planning A, , vol. 41(8), pages 1805-1825, August.
    49. A Stewart Fotheringham & Tomoki Nakaya & Keiji Yano & Stan Openshaw & Yoshitaka Ishikawa, 2001. "Hierarchical Destination Choice and Spatial Interaction Modelling: A Simulation Experiment," Environment and Planning A, , vol. 33(5), pages 901-920, May.
    50. Ortega, Emilio & López, Elena & Monzón, Andrés, 2014. "Territorial cohesion impacts of high-speed rail under different zoning systems," Journal of Transport Geography, Elsevier, vol. 34(C), pages 16-24.
    51. Frédéric Dobruszkes, 2009. "New Europe, new low-cost air services," ULB Institutional Repository 2013/95851, ULB -- Universite Libre de Bruxelles.
    52. J. M. C. Santos Silva & Silvana Tenreyro, 2006. "The Log of Gravity," The Review of Economics and Statistics, MIT Press, vol. 88(4), pages 641-658, November.
    53. Åstebro, Thomas & Bazzazian, Navid & Braguinsky, Serguey, 2012. "Startups by recent university graduates and their faculty: Implications for university entrepreneurship policy," Research Policy, Elsevier, vol. 41(4), pages 663-677.
    54. Muhammad, Shahbaz & Muhammad, Nasir Malik & Muhammad, Shahbaz Shabbir, 2011. "Does economic growth cause terrorism in Pakistan?," MPRA Paper 35101, University Library of Munich, Germany, revised 30 Nov 2011.
    55. Frédéric Dobruszkes & Anne Graham, 2016. "Air transport liberalisation and airline network dynamics: Investigating the complex relationships," ULB Institutional Repository 2013/224517, ULB -- Universite Libre de Bruxelles.
    56. Zhou, Jiangping, 2012. "Sustainable commute in a car-dominant city: Factors affecting alternative mode choices among university students," Transportation Research Part A: Policy and Practice, Elsevier, vol. 46(7), pages 1013-1029.
    57. Baker, Douglas & Merkert, Rico & Kamruzzaman, Md., 2015. "Regional aviation and economic growth: cointegration and causality analysis in Australia," Journal of Transport Geography, Elsevier, vol. 43(C), pages 140-150.
    58. Rudi Bekkers & Bodas Freitas, 2008. "Analysing preferences for knowledge transfer channels between universities and industry: To what degree do sectors also matter?," Grenoble Ecole de Management (Post-Print) hal-01487467, HAL.
    59. Ernest Miguélez & Rosina Moreno, 2014. "What Attracts Knowledge Workers? The Role Of Space And Social Networks," Journal of Regional Science, Wiley Blackwell, vol. 54(1), pages 33-60, January.
    60. Whalen, Kate E. & Páez, Antonio & Carrasco, Juan A., 2013. "Mode choice of university students commuting to school and the role of active travel," Journal of Transport Geography, Elsevier, vol. 31(C), pages 132-142.
    61. Rotaris, Lucia & Danielis, Romeo, 2014. "The impact of transportation demand management policies on commuting to college facilities: A case study at the University of Trieste, Italy," Transportation Research Part A: Policy and Practice, Elsevier, vol. 67(C), pages 127-140.
    62. Mabit, Stefan L. & Rich, Jeppe & Burge, Peter & Potoglou, Dimitris, 2013. "Valuation of travel time for international long-distance travel – results from the Fehmarn Belt stated choice experiment," Journal of Transport Geography, Elsevier, vol. 33(C), pages 153-161.
    63. Martinez-Garcia, Esther & Royo-Vela, Marcelo, 2010. "Segmentation of low-cost flights users at secondary airports," Journal of Air Transport Management, Elsevier, vol. 16(4), pages 234-237.
    64. Limanond, Thirayoot & Butsingkorn, Tanissara & Chermkhunthod, Chutima, 2011. "Travel behavior of university students who live on campus: A case study of a rural university in Asia," Transport Policy, Elsevier, vol. 18(1), pages 163-171, January.
    65. Gibbons, Stephen & Vignoles, Anna, 2012. "Geography, choice and participation in higher education in England," Regional Science and Urban Economics, Elsevier, vol. 42(1-2), pages 98-113.
    66. Halpern, Nigel & Bråthen, Svein, 2011. "Impact of airports on regional accessibility and social development," Journal of Transport Geography, Elsevier, vol. 19(6), pages 1145-1154.
    67. Mattia Cattaneo & Michele Meoli & Silvio Vismara, 2015. "Cross-border M&As of biotech firms affiliated with internationalized universities," The Journal of Technology Transfer, Springer, vol. 40(3), pages 409-433, June.
    68. Mika Haapanen & Hannu Tervo, 2012. "Migration Of The Highly Educated: Evidence From Residence Spells Of University Graduates," Journal of Regional Science, Wiley Blackwell, vol. 52(4), pages 587-605, October.
    69. Kenyon, Susan, 2011. "Transport and social exclusion: access to higher education in the UK policy context," Journal of Transport Geography, Elsevier, vol. 19(4), pages 763-771.
    70. Shannon, Tya & Giles-Corti, Billie & Pikora, Terri & Bulsara, Max & Shilton, Trevor & Bull, Fiona, 2006. "Active commuting in a university setting: Assessing commuting habits and potential for modal change," Transport Policy, Elsevier, vol. 13(3), pages 240-253, May.
    71. Bramwell, Allison & Wolfe, David A., 2008. "Universities and regional economic development: The entrepreneurial University of Waterloo," Research Policy, Elsevier, vol. 37(8), pages 1175-1187, September.
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