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The Impacts of Transportation Sustainability on Higher Education in China

Author

Listed:
  • Daqing Zu

    (School of Foreign Studies, China University of Mining and Technology (Xuzhou), Xuzhou 221116, China)

  • Kang Cao

    (Department of Regional and Urban Planning, Zhejiang University, Hangzhou 310058, China)

  • Jian Xu

    (School of Foreign Studies, China University of Mining and Technology (Xuzhou), Xuzhou 221116, China)

Abstract

Improving transportation sustainability serves as a means of reducing the perceived and real distance, thereby contributing to the city and higher education development. In this paper, the complexity of transport sustainability is measured via four different dimensions: economy, society, environment and politics. The variables are designed by the four dimensions. The higher education development is measured via the ratio of higher education degree holders, reflecting the skilled work mobility. Over the last 30 years, university students moving to cities for study and work purposes have become an important part of rural–urban transition mobility. However, few studies have explored the impacts of transportation sustainability on higher education development in China. The economic, environmental, social and political dimensions in transportation sustainability can boost China’s higher education attainment in different ways. Against this background, this study, drawing on the panel data and employing the spatial multilevel model, investigated the impacts of transportation sustainability on higher education in China, adding new empirical evidence for China’s higher education development. A panel analysis revealed that the increase in transportation sustainability induces the growth of higher education. Moreover, higher education attainment showed significant spatial dependence at the county level and had significant spatial clustering of county-level higher education attainment across provinces. Furthermore, modeled test results showed that the spatial multilevel model was more suitable for our study than traditional regression models. By identifying transport sustainability variables that have an effect on higher education, this study is the first to uncover the complexity of transportation sustainability and contributes to the latest policy implications for promoting higher education attainment through sustainable transportation.

Suggested Citation

  • Daqing Zu & Kang Cao & Jian Xu, 2021. "The Impacts of Transportation Sustainability on Higher Education in China," Sustainability, MDPI, vol. 13(22), pages 1-17, November.
    • Handle: RePEc:gam:jsusta:v:13:y:2021:i:22:p:12579-:d:679089
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    as
    1. Glaeser, Edward L. & Kahn, Matthew E., 2010. "The greenness of cities: Carbon dioxide emissions and urban development," Journal of Urban Economics, Elsevier, vol. 67(3), pages 404-418, May.
    2. Raúl Ramos & Esteban Sanromá, 2013. "Overeducation and Local Labour Markets in Spain," Tijdschrift voor Economische en Sociale Geografie, Royal Dutch Geographical Society KNAG, vol. 104(3), pages 278-291, July.
    3. Piyushimita Thakuriah (Vonu), 2011. "Variations in employment transportation outcomes: Role of site‐level factors," Papers in Regional Science, Wiley Blackwell, vol. 90(4), pages 755-772, November.
    4. Séamus McGuinness, 2006. "Overeducation in the Labour Market," Journal of Economic Surveys, Wiley Blackwell, vol. 20(3), pages 387-418, July.
    5. Moreno-Monroy, Ana I. & Lovelace, Robin & Ramos, Frederico R., 2018. "Public transport and school location impacts on educational inequalities: Insights from São Paulo," Journal of Transport Geography, Elsevier, vol. 67(C), pages 110-118.
    6. Signe Jauhiainen, 2011. "Overeducation in the Finnish regional labour markets," Papers in Regional Science, Wiley Blackwell, vol. 90(3), pages 573-588, August.
    7. 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.
    8. Tian Wu & Hongmei Zhao & Xunmin Ou, 2014. "Vehicle Ownership Analysis Based on GDP per Capita in China: 1963–2050," Sustainability, MDPI, vol. 6(8), pages 1-23, August.
    9. Kenzo Asahi, 2014. "The Impact of Better School Accessibility on Student outcomes," SERC Discussion Papers 0156, Centre for Economic Performance, LSE.
    10. Fan, Yingling & Guthrie, Andrew E & Levinson, David M, 2012. "Impact of light rail implementation on labor market accessibility: A transportation equity perspective," The Journal of Transport and Land Use, Center for Transportation Studies, University of Minnesota, vol. 5(3), pages 28-39.
    11. Lane, Bradley W., 2019. "Revisiting ‘An unpopular essay on transportation:’ The outcomes of old myths and the implications of new technologies for the sustainability of transport," Journal of Transport Geography, Elsevier, vol. 81(C).
    12. Amrit Amirapu & Rana Hasan & Yi Jiang & Alex Klein, 2019. "Geographic Concentration in Indian Manufacturing and Service Industries: Evidence from 1998 to 2013," Asian Economic Policy Review, Japan Center for Economic Research, vol. 14(1), pages 148-168, January.
    13. Reid Ewing & Guang Tian & JP Goates & Ming Zhang & Michael J Greenwald & Alex Joyce & John Kircher & William Greene, 2015. "Varying influences of the built environment on household travel in 15 diverse regions of the United States," Urban Studies, Urban Studies Journal Limited, vol. 52(13), pages 2330-2348, October.
    14. Maritza Toro López & Joris Scheers & Pieter Van den Broeck, 2021. "The Socio-politics of the urbanization - transportation nexus: infrastructural projects in the department of Antioquia in Colombia through the lens of technological politics and institutional dynamics," International Planning Studies, Taylor & Francis Journals, vol. 26(3), pages 321-347, July.
    15. Maud M. Hensen & M. Robert De Vries & Frank Cörvers, 2009. "The role of geographic mobility in reducing education‐job mismatches in the Netherlands," Papers in Regional Science, Wiley Blackwell, vol. 88(3), pages 667-682, August.
    16. Antonio Di Paolo & Anna Matas & Josep Lluís Raymond, 2017. "Job accessibility and job-education mismatch in the metropolitan area of Barcelona," Papers in Regional Science, Wiley Blackwell, vol. 96, pages 91-112, March.
    17. Carlo Devillanova, 2013. "Over-education and spatial flexibility: New evidence from Italian survey data," Papers in Regional Science, Wiley Blackwell, vol. 92(3), pages 445-464, August.
    18. Lisa Kraus & Heike Proff, 2021. "Sustainable Urban Transportation Criteria and Measurement—A Systematic Literature Review," Sustainability, MDPI, vol. 13(13), pages 1-21, June.
    19. Román, Concepción & Martín, Juan Carlos, 2014. "Integration of HSR and air transport: Understanding passengers’ preferences," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 71(C), pages 129-141.
    20. Bonatti, Luigi & Campiglio, Emanuele, 2013. "How can transportation policies affect growth? A theoretical analysis of the long-term effects of alternative mobility systems," Economic Modelling, Elsevier, vol. 31(C), pages 528-540.
    21. Bergmann, Ariel & Colombo, Sergio & Hanley, Nick, 2008. "Rural versus urban preferences for renewable energy developments," Ecological Economics, Elsevier, vol. 65(3), pages 616-625, April.
    22. Lehr, Ulrike & Lutz, Christian & Edler, Dietmar, 2012. "Green jobs? Economic impacts of renewable energy in Germany," Energy Policy, Elsevier, vol. 47(C), pages 358-364.
    23. Xiongbin Lin & Ian MacLachlan & Ting Ren & Feiyang Sun, 2019. "Quantifying economic effects of transportation investment considering spatiotemporal heterogeneity in China: a spatial panel data model perspective," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 63(3), pages 437-459, December.
    24. Muhammad Waqas & Qian-li Dong & Naveed Ahmad & Yuming Zhu & Muhammad Nadeem, 2018. "Understanding Acceptability towards Sustainable Transportation Behavior: A Case Study of China," Sustainability, MDPI, vol. 10(10), pages 1-24, October.
    25. Esteban Lopez-Arboleda & Alfonso T. Sarmiento & Laura M. Cardenas, 2019. "Systematic Review of Integrated Sustainable Transportation Models for Electric Passenger Vehicle Diffusion," Sustainability, MDPI, vol. 11(9), pages 1-19, April.
    26. 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.
    27. Giuseppe Croce & Emanuela Ghignoni, 2015. "Educational mismatch and spatial flexibility in Italian local labour markets," Education Economics, Taylor & Francis Journals, vol. 23(1), pages 25-46, February.
    28. Wang, Hui & Han, Jiaying & Su, Min & Wan, Shulin & Zhang, Zhenchao, 2021. "The relationship between freight transport and economic development: A case study of China," Research in Transportation Economics, Elsevier, vol. 85(C).
    29. 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.
    30. Rivers, Nicholas, 2013. "Renewable energy and unemployment: A general equilibrium analysis," Resource and Energy Economics, Elsevier, vol. 35(4), pages 467-485.
    31. Nourry, Myriam, 2008. "Measuring sustainable development: Some empirical evidence for France from eight alternative indicators," Ecological Economics, Elsevier, vol. 67(3), pages 441-456, October.
    32. Falch, Torberg & Lujala, Päivi & Strøm, Bjarne, 2013. "Geographical constraints and educational attainment," Regional Science and Urban Economics, Elsevier, vol. 43(1), pages 164-176.
    33. Li, Tiebei & Burke, Matthew & Dodson, Jago, 2017. "Transport impacts of government employment decentralization in an Australian city – Testing scenarios using transport simulation," Socio-Economic Planning Sciences, Elsevier, vol. 58(C), pages 63-71.
    34. Torben Klarl, 2015. "Urban growth, transportation and the spatial dimension of the labour market: A note," Papers in Regional Science, Wiley Blackwell, vol. 94(3), pages 597-605, August.
    35. Ensslen, Axel & Gnann, Till & Jochem, Patrick & Plötz, Patrick & Dütschke, Elisabeth & Fichtner, Wolf, 2020. "Can product service systems support electric vehicle adoption?," Transportation Research Part A: Policy and Practice, Elsevier, vol. 137(C), pages 343-359.
    36. Bishal Bhakta Kasu & Guangqing Chi, 2018. "The Evolving and Complementary Impacts of Transportation Infrastructures on Population and Employment Change in the United States, 1970–2010," Population Research and Policy Review, Springer;Southern Demographic Association (SDA), vol. 37(6), pages 1003-1029, December.
    37. 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.
    38. Gurley, Tami & Bruce, Donald, 2005. "The effects of car access on employment outcomes for welfare recipients," Journal of Urban Economics, Elsevier, vol. 58(2), pages 250-272, September.
    39. Verena Radinger-Peer & Gesa Pflitsch, 2017. "The role of higher education institutions in regional transition paths towards sustainability," Review of Regional Research: Jahrbuch für Regionalwissenschaft, Springer;Gesellschaft für Regionalforschung (GfR), vol. 37(2), pages 161-187, October.
    40. 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.
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