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Using data mining to explore the spatial and temporal dynamics of perceptions of metro services in China: The case of Shenzhen

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  • Shuli Luo
  • Sylvia Y He

Abstract

Improving perceptions of service quality is a promising planning strategy for increasing the attractiveness and retaining the ridership of public transport systems. The widespread use of social media presents an opportunity to investigate the performance of transport services from the customer’s perspective. This study proposes a framework for integrating quantitative and qualitative analyses to investigate the perceptions of transport services by mining data from social media. We utilise Sina Weibo data related to the Shenzhen metro system to illustrate a text mining process categorised by semantic, spatial and temporal information. On the semantic front, in addition to identifying service attributes and sentiment polarity consistent with previous literature, we find attributes specific to the Chinese context. We also identify clear temporal variations among different service attributes by visualising the number of corresponding microblogs across varying time scales such as hours, days and weekdays. The spatial variations reveal five main clusters around central business districts and transport hubs, which produce the highest density of reports about crowdedness, waiting times, reliability and frequency. However, microblogs that report on perceptions of safety and personnel behaviour present a different spatial pattern. This research offers insights into the ways in which we can use social media data to identify key service areas for immediate improvement and to monitor and manage metro systems more effectively over the long term.

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  • Shuli Luo & Sylvia Y He, 2021. "Using data mining to explore the spatial and temporal dynamics of perceptions of metro services in China: The case of Shenzhen," Environment and Planning B, , vol. 48(3), pages 449-466, March.
    • Handle: RePEc:sae:envirb:v:48:y:2021:i:3:p:449-466
    DOI: 10.1177/2399808320974693
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    1. Unknown, 2012. "Transportation Research Forum," 53rd Annual Transportation Research Forum, Tampa, Florida, March 15-17, 2012 207218, Transportation Research Forum.
    2. Abou-Zeid, Maya & Ben-Akiva, Moshe, 2011. "The effect of social comparisons on commute well-being," Transportation Research Part A: Policy and Practice, Elsevier, vol. 45(4), pages 345-361, May.
    3. dell'Olio, Luigi & Ibeas, Angel & Cecín, Patricia, 2010. "Modelling user perception of bus transit quality," Transport Policy, Elsevier, vol. 17(6), pages 388-397, November.
    4. He, Sylvia Y. & Thøgersen, John, 2017. "The impact of attitudes and perceptions on travel mode choice and car ownership in a Chinese megacity: The case of Guangzhou," Research in Transportation Economics, Elsevier, vol. 62(C), pages 57-67.
    5. Beirão, Gabriela & Sarsfield Cabral, J.A., 2007. "Understanding attitudes towards public transport and private car: A qualitative study," Transport Policy, Elsevier, vol. 14(6), pages 478-489, November.
    6. Eboli, Laura & Mazzulla, Gabriella, 2011. "A methodology for evaluating transit service quality based on subjective and objective measures from the passenger's point of view," Transport Policy, Elsevier, vol. 18(1), pages 172-181, January.
    7. Kaplan, Andreas M. & Haenlein, Michael, 2010. "Users of the world, unite! The challenges and opportunities of Social Media," Business Horizons, Elsevier, vol. 53(1), pages 59-68, January.
    8. Eboli, Laura & Forciniti, Carmen & Mazzulla, Gabriella, 2018. "Spatial variation of the perceived transit service quality at rail stations," Transportation Research Part A: Policy and Practice, Elsevier, vol. 114(PA), pages 67-83.
    9. Mouwen, Arnoud, 2015. "Drivers of customer satisfaction with public transport services," Transportation Research Part A: Policy and Practice, Elsevier, vol. 78(C), pages 1-20.
    10. Shreya Das & Debapratim Pandit, 2013. "Importance of user perception in evaluating level of service for bus transit for a developing country like India: a review," Transport Reviews, Taylor & Francis Journals, vol. 33(4), pages 402-420, July.
    11. Tyrinopoulos, Yannis & Antoniou, Constantinos, 2008. "Public transit user satisfaction: Variability and policy implications," Transport Policy, Elsevier, vol. 15(4), pages 260-272, July.
    12. Diab, Ehab I. & El-Geneidy, Ahmed M., 2012. "Understanding the impacts of a combination of service improvement strategies on bus running time and passenger’s perception," Transportation Research Part A: Policy and Practice, Elsevier, vol. 46(3), pages 614-625.
    13. Gal-Tzur, Ayelet & Grant-Muller, Susan M. & Kuflik, Tsvi & Minkov, Einat & Nocera, Silvio & Shoor, Itay, 2014. "The potential of social media in delivering transport policy goals," Transport Policy, Elsevier, vol. 32(C), pages 115-123.
    14. Hernandez, Sara & Monzon, Andres & de Oña, Rocío, 2016. "Urban transport interchanges: A methodology for evaluating perceived quality," Transportation Research Part A: Policy and Practice, Elsevier, vol. 84(C), pages 31-43.
    15. Dea van Lierop & Madhav G. Badami & Ahmed M. El-Geneidy, 2018. "What influences satisfaction and loyalty in public transport? A review of the literature," Transport Reviews, Taylor & Francis Journals, vol. 38(1), pages 52-72, January.
    16. Lai, Wen-Tai & Chen, Ching-Fu, 2011. "Behavioral intentions of public transit passengers--The roles of service quality, perceived value, satisfaction and involvement," Transport Policy, Elsevier, vol. 18(2), pages 318-325, March.
    17. Hongbin Li & Lei Li & Binzhen Wu & Yanyan Xiong, 2012. "The End of Cheap Chinese Labor," Journal of Economic Perspectives, American Economic Association, vol. 26(4), pages 57-74, Fall.
    18. N. Nima Haghighi & Xiaoyue Cathy Liu & Ran Wei & Wenwen Li & Hu Shao, 2018. "Using Twitter data for transit performance assessment: a framework for evaluating transit riders’ opinions about quality of service," Public Transport, Springer, vol. 10(2), pages 363-377, August.
    19. Nkurunziza, Alphonse & Zuidgeest, Mark & Brussel, Mark & Van den Bosch, Frans, 2012. "Spatial variation of transit service quality preferences in Dar-es-Salaam," Journal of Transport Geography, Elsevier, vol. 24(C), pages 12-21.
    20. Lisa Schweitzer, 2014. "Planning and Social Media: A Case Study of Public Transit and Stigma on Twitter," Journal of the American Planning Association, Taylor & Francis Journals, vol. 80(3), pages 218-238, July.
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    Cited by:

    1. Luo, Shuli & He, Sylvia Y. & Grant-Muller, Susan & Song, Linqi, 2023. "Influential factors in customer satisfaction of transit services: Using crowdsourced data to capture the heterogeneity across individuals, space and time," Transport Policy, Elsevier, vol. 131(C), pages 173-183.
    2. Luo, Shuli & He, Sylvia Y., 2021. "Understanding gender difference in perceptions toward transit services across space and time: A social media mining approach," Transport Policy, Elsevier, vol. 111(C), pages 63-73.
    3. Xintao Liu & Wenzhong Shi & Anshu Zhang, 2021. "Advances in urban informatics," Environment and Planning B, , vol. 48(3), pages 395-399, March.

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