Multilevel spatial impact analysis of high-speed rail and station placement: A short-term empirical study of the Taiwan HSR


  • Yu-Hsin Tsai National Chengchi University Taiwan
  • Jhong-yun Guan
  • Yi-hsin Chung



high-speed rail, station placement, spatial distribution, multilevel analysis


Understanding the impact of high-speed rail (HSR) services on spatial distributions of population and employment is important for planning and policy concerning HSR station location as well as a wide range of complementary spatial, transportation, and urban planning initiatives. Previous research, however, has yielded mixed results into the extent of this impact and a number of influential factors rarely have been controlled for during assessment. This study aims to address this gap by controlling for socioeconomic and transportation characteristics in evaluating the spatial impacts of HSR (including station placement) at multiple spatial levels to assess overall impact across metropolitan areas. The Taiwan HSR is used for this empirical study. Research methods include descriptive statistics, multilevel analysis, and multiple regression analysis. Findings conclude that HSR-based towns, on average, may experience growing population and employment, but HSR-based counties are likely to experience relatively less growth of employment in the tertiary sector. HSR stations located in urban or suburban settings may have a more significant spatial impact. This differential in spatial change may be attributed to a high concentration of some subsectors and transportation services in the study area. Policy implications include adopting policies that encourage higher density at the local level, considering rural areas as a last choice for the installation of new HSR stations, and the use of HSR station placement to initiate brownfield urban regeneration in the urban core.

Author Biography

Yu-Hsin Tsai, National Chengchi University Taiwan

Dept. of Land Economics Professor College of Social Sciences Deputy Dean


Bellet, C. (2009). The introduction of the high-speed rail and urban restructuring: The case of Spain. City Futures, 9, 4–6.

Bertolini, L. (1996). Nodes and places: Complexities of railway station redevelopment. European Planning Studies, 4, 331–345.

Blum, U., Haynes, K. E., & Karlsson, C. (1997). Introduction to the special issue, the regional and urban effects of high-speed trains. The Annals of Regional Science, 31,1–20.

Bruinsma, F. R., & Rietveld, P. (1998). The accessibility of European cities: Theoretical framework and comparison of approaches. Environment and Planning A, 30, 499–521.

Bryk, S. W., & Raudenbush, A. S. (2002). Hierarchical linear models: applications and data analysis methods. Thousand Oaks, CA: SAGE Publications.

Cao, J., Liu, X. C., Wang, Y., & Li, Q. (2013). Accessibility impacts of China’s high-speed rail network. Journal of Transport Geography, 28, 12–21.

Chen, C. L., Loukaitou-Sideris, A., Ureña, J. M., & Vickerman, R. (2019). Spatial short and long-term implications and planning challenges of high-speed rail: A literature review framework for the special issue. European Planning Studies, 27(3), 415–433.

Chen, C. L., & Hall, P. (2011). The impacts of high-speed trains on British economic geography: A study of the UK’s InterCity 125/225 and its effects. Journal of Transport Geography, 19, 689–704.

Chen, G., & Silva, J. D. (2014). Estimating the provincial economic impacts of high-speed rail in Spain: An application 42 of structural equation modelling. Procedia — Social and Behavioral Sciences, 111, 157–165.

Diao, M. (2018). Does growth follow the rail? The potential impact of high-speed rail on the economic geography of China. Transportation Research Part A: Policy and Practice, 113, 279–290.

Diya, L., Li., B., Van den Heede, K., Sermeus, W., & Lesaffre, E. (2014). Multilevel factor analytic models for assessing the relationship between nurse-reported adverse events and patient safety. Journal of the Royal Statistical Society: Series A (Statistics in Society), 177(1), 237–257.

Ewing, R. (2005). Turning highways into main streets: Two innovations in planning methodology. Journal of the American Planning Association, 71, 269–282.

Ewing, R., Schmid, T., Killingsworth, R., Zlot, A., & Raubenbush, S. (2003). Relationship between urban sprawl and physical activity, obesity, and morbidity. American Journal of Health Promotion, 18(1), 47–57.

Facchinetti-Mannone, V. (2006). Gares ex-urbanisées et développement urbain: Le cas des gares TGV bourguignonnes. Revue de Géographie de l’Est T, XLVI(1–2),15–23.

Facchinetti-Mannone, V. (2009). Location of high-speed rail stations in French medium-size cities and their mobility and territorial implications. Paper presented at the City Futures 2009 Congress, Madrid.

Freeman, A. (2007). London’s creative sector: 2007 update (Working Paper 22). London: GLA Economics.

Garmendia, M., Ureña, J. M., Ribalaygua, C., Leal, J., & Coronado, J. M. (2008). Urban residential development in isolated small cities that are partially integrated in metropolitan areas by high speed train. European Urban and Regional Studies, 15(3), 249–264.

Garmendia, M., Ureña, J. M., & Coronado, J. M. (2009). High-speed rail, a new mode of suburban metropolitan transport. In Urban transport XV—Urban transport and the environment book series: WIT transactions on the built environment (pp. 265–274). Southampton, UK: WIT Press.

Garmendia, M., Ureña, J. M., & Coronado, J. M. (2011). Long-distance trips in a sparsely populated region: The impact of high-speed infrastructures. Journal of Transport Geography, 19, 537–551.

Giuliano, G., Gordon, P., Pan, Q., & Park, J. (2010). Accessibility and residential land values: Some tests with new measures. Urban Studies, 47(14), 3103–3130.

Givoni, M. (2006). The development and impact of the modern high-speed train. Transport Reviews, 26(5), 593–612.

Gutiérrez, J., González, R., & Gomez, G. (1996). The European high-speed train network: Predicted effects on accessibility patterns. Journal of Transport Geography, 4(4), 227–238.

Hall, P. (2009). Magic carpets and seamless webs: Opportunities and constraints for high-speed trains in Europe. Built Environment, 35(1), 59–69.

Hayes, A. F. (2006). A primer on multilevel modeling. Human Communication Research, 32(4), 385–410.

Haynes, K. E. (1997). Labor markets and regional transportation improvements: The case of high-speed trains, an introduction and review. The Annals of Regional Science, 31(1), 57–76.

Isard, W. (1960). Industrial location analysis and related measures (Chapter 7), in Methods of regional analysis: An introduction to regional science (pp. 252–258). Cambridge, MA: MIT Press.

Kasarda, J. D. (2009). Airport cities. Urban Land, 68(4), 56–60.

Kim, K. S. (2000). High-speed rail developments and spatial restructuring. Cities, 17(4), 251–262.

Kim, H., Sultana, S., & Weber, J. (2018). A geographic assessment of the economic development impact of Korean high-speed rail stations. Transport Policy, 66, 127–137.

Kreft, I., & Leeuw, J. D. (1998). Introducing multilevel modelling. London: SAGE.

Levinson, D. (2010). Economic development impacts of high-speed rail (Working paper). Minneapolis, MN: University of Minnesota, Department of Civil Engineering.

Li, X., Huang, B., Li, R., & Zhang, Y. (2016). Exploring the impact of high-speed railways on the spatial redistribution of economic activities — Yangtze River Delta urban agglomeration as a case study. Journal of Transport Geography, 57, 194–206.

Mohino, I., Delaplace, M., & Ureña, J. M. (2019). The influence of metropolitan integration and type of HSR connections on developments around stations. The case of cities within one hour from Madrid and Paris. International Planning Studies, 24(2), 156–179.

Mohino, I., Loukaitou-Sideris, A., & Ureña, J. M. (2014). Impacts of high-speed rail on metropolitan integration: An examination of London, Madrid and Paris. International Planning Studies, 19, 306–334.

Murakami, J., & Cervero, R. (2012). High-speed rail and economic development: Business agglomerations and policy implications. Berkeley, University of California: UCTC.

Nezlek, J. B. (2012). Multilevel modeling for psychologists (Data analysis and research publication, 219–241). In H. Cooper, P. M. Camic, D. L. Long, A. T. Panter, D. Rindskopf, & K. J. Sher (Eds), APA handbooks in psychology. APA handbook of research methods in psychology, Vol. 3. Worcester, MA: American Psychological Association.

Norman, C., & Vickerman, R. (1999). Local and regional implications of trans-European transport networks: The channel tunnel rail link. Environment and Planning A, 31, 705–718.

Pan, Q. (2019). The impacts of light rail on residential property values in a nonzoning city: A new test on the Houston METRORail transit line. Journal of Transport and Land Use, 12(1), 241–264.

Paterson, L. (1991). An introduction to multilevel modelling. In S. W. Raudenbush & J. D. Williams (Eds), Schools, classrooms, and pupils (pp 85–99). San Diego, CA: Academic Press.

Pedro, M. J. G., & Silva, J. D. (2013). A contextual analysis of the impacts of high-speed rail on regional development and mobility. Paper presented at the World Conference on Transport Research 2013, Rio de Janeiro, Brazil.

Plassard, F. (1991). Le train à grande vitesse et le réseau des villes. Transports, 345,14–23.

Preston, J., & G. Wall. (2008). The ex-ante and ex-post economic and social impacts of the introduction of high-speed trains in South East England. Planning Practice and Research, 23(3), 403–422.

Repolho, H. M., Antunes, A. P., & Church, R. L. (2012). Optimal location of railway stations: The Lisbon-Porto high-speed rail line. Transportation Science, 47(3), 330–343.

Rouwendal, J., & Rietveld, P. (1994). Changes in commuting distances of Dutch households. Urban Studies, 31(9),1545–1557.

Shen, Y., Silva, J. D., & Martínez, L. M. (2014). HSR station location choice and its local land use impacts on small cities: A case study of Aveiro, Portugal. Procedia–Social and Behavioral Sciences, 111, 470–479.

Taiwan Government. (2015a). National industry and commerce surveys. Retrieved from

Taiwan Government. (2015b). Census database. Retrieved from

Taiwan Government. (2018). Transportation database. Retrieved from

Tsai, Y. H. (2001). Travel efficient urban form: A nationwide study of small metropolitan areas (Ph.D. dissertation). Ann Arbor, MI: University of Michigan.

Troin, J. F. (1995). Rail et Aménagement du Territoire. Des Héritages aux Nouveaux Defies. Paris: Edisud.

Ureña, J. M., Menerault, P., & Garmendia, M. (2009). The high-speed rail challenge for big intermediate cities: A national, regional, and local perspective. Cities, 26, 266–279.

Wang, B., Tsai, Y. H., Chung, Y. H., & Guan, J. Y. (2020). Spatial patterns of HSR trips (Unpublished paper).

Wetwitoo, J., & Kato, H. (2017). High-speed rail and regional economic productivity through agglomeration and network externality: A case study of inter-regional transportation in Japan. Case Studies on Transport Policy, 5(4), 549–559.

Willigers, J., & van Wee, B. (2011). High-speed rail and office location choices. A stated choice experiment for the Netherlands. Journal of Transport Geography, 19(4), 745–754.

Woltman, H., Feldstain, A., MacKay, J. C., & Rocchi, M. (2012). An introduction to hierarchical linear modeling. Tutorials in Quantitative Methods for Psychology, 8(1), 52–69.

Wu, W., Liang, Y., & Wu, D. (2016). Evaluating the impact of China’s rail network expansions on local accessibility: A market potential approach. Sustainability, 8, 512.

Yin, M., Bertolini, L., & Duan, J. (2015). The effects of the high-speed railway on urban development: International experience and potential implications for China. Progress in Planning, 98,1–52.

Zhao, Q., & Chen, G. W. (2015). Impact of location on land-use development around high-speed railway Station. Urban Transport of China, 13, 17–23.

Zheng, S., & Kahnb, M. E. (2013). China’s bullet trains facilitate market integration and mitigate the cost of megacity growth. Proceedings of the National Academy of Sciences of the United States of America, 110(14), E1248–E1253.




How to Cite

Tsai, Y.-H., Guan, J.- yun, & Chung, Y.- hsin. (2020). Multilevel spatial impact analysis of high-speed rail and station placement: A short-term empirical study of the Taiwan HSR. Journal of Transport and Land Use, 13(1), 317-341.