1,029
Views
0
CrossRef citations to date
0
Altmetric
Research Article

The stay coefficient: a novel quantification of the relationship between stay time and travel time for urban shopping behavior analysis

ORCID Icon
Pages 44-57 | Received 16 Mar 2022, Accepted 08 Nov 2022, Published online: 07 Dec 2022

References

  • Adibfar, A., S. Gulhare, S. Srinivasan, and A. Costin. 2022. “Analysis and Modeling of Changes in Online Shopping Behavior Due to COVID-19 Pandemic: A Florida Case Study.” Transport Policy 126: 162–176. doi:10.1016/j.tranpol.2022.07.003.
  • Bricka, S. G. 2021. “Travel Surveys.” International Encyclopedia of Transportation 587–589. doi:10.1016/B978-0-08-102671-7.10387-2.
  • Büyükşahin, S. 2022. “Effects of COVID-19 Pandemic on Spatial Preferences and Usage Habits of Users in Shopping Malls and Its Relation with Circulation Layout.” Ain Shams Engineering Journal 101838. doi:10.1016/j.asej.2022.101838.
  • Crocco, F., L. Eboli, and G. Mazzulla. 2013. “Individual Attitudes and Shopping Mode Characteristics Affecting the Use of E-Shopping and Related Travel.” Transport and Telecommunication 14 (1): 45–56. doi:10.2478/ttj-2013-0006.
  • Daisy, N. S., L. Liu, and H. Millward. 2020. “Trip Chaining Propensity and Tour Mode Choice of Out-Of-Home Workers: Evidence from a Mid-Sized Canadian City.” Transportation 47 (2): 763–792. doi:10.1007/s11116-018-9915-2.
  • Daisy, N. S., H. Millward, and L. Liu. 2020. “Modeling Activity-Travel Behavior of Non-Workers Grouped by Their Daily Activity Patterns.” Mapping the Travel Behavior Genome 339–370. doi:10.1016/B978-0-12-817340-4.00018-8.
  • De Beule, M., D. V. Poel, and N. V. Weghe. 2014. “An Extended Huff-Model for Robustly Benchmarking and Predicting Retail Network Performance.” Applied Geography 46: 80–89. doi:10.1016/j.apgeog.2013.09.026.
  • De Pascale, A., M. Meleddu, and T. Abbate. 2021. “Exploring the Propensity to Travel of People with Disabilities: A Literature Review.” SSRN Electronic Journal 3832082. doi:10.2139/ssrn.3832082.
  • Dominici, A., F. Boncinelli, F. Gerini, and E. Marone. 2021. “Determinants of Online Food Purchasing: The Impact of Socio-Demographic and Situational Factors.” Journal of Retailing and Consumer Services 60: 102473. doi:10.1016/j.jretconser.2021.102473.
  • Garrett, M.2014. Encyclopedia of Transportation: Social Science and Policy. Los Angeles, CA: SAGE Publications. doi:10.4135/9781483346526.
  • Hafezi, M. H., N. S. Daisy, H. Millward, and L. Liu. 2021. “Ensemble Learning Activity Scheduler for Activity Based Travel Demand Models.” Transportation Research Part C: Emerging Technologies 123: 102972. doi:10.1016/j.trc.2021.102972.
  • Hafezi, M. H., H. Millward, and L. Liu. 2018. “Activity-Based Travel Demand Modeling: Progress and Possibilities.” In International Conference on Transportation and Development 2018, 138–147. Pittsburgh, PA: American Society of Civil Engineers, July 15–18. doi:10.1061/9780784481561.014.
  • Huff, D. L. 1963. “A Probabilistic Analysis of Shopping Center Trade Areas.” Land Economics 39 (1): 81–90. doi:10.2307/3144521.
  • Hui, S. K., E. T. Bradlow, and P. S. Fader. 2009. “Testing Behavioral Hypotheses Using an Integrated Model of Grocery Store Shopping Path and Purchase Behavior.” The Journal of Consumer Research 36 (3): 478–493. doi:10.1086/599046.
  • Javadinasr, M., T. Maggasy, M. Mohammadi, K. Mohammadain, E. Rahimi, D. Salon, M. W. Conway, R. Pendyala, and S. Derrible. 2022. “The Long-Term Effects of COVID-19 on Travel Behavior in the United States: A Panel Study on Work from Home, Mode Choice, Online Shopping, and Air Travel.” Transportation Research Part F, Traffic Psychology and Behaviour 90: 466–484. doi:10.1016/j.trf.2022.09.019.
  • Jing, P., M. Zhao, M. He, and L. Chen. 2018. “Travel Mode and Travel Route Choice Behavior Based on Random Regret Minimization: A Systematic Review.” Sustainability 10 (4): 1185. doi:10.3390/su10041185.
  • Kagawa, K. 1972. “Location and Trading Areas of Department Stores and Supermarkets in the City of Hiroshima.” Geographical Sciences 17: 1–12. doi:10.20630/chirikagaku.17.0_1.
  • Lau, S. W. 1995. Truck Travel Surveys: A Review of the Literature and State-Of-The-Art. California: Metropolitan Transportation Commission. doi:10.21949/1404642.
  • Le, H. T. K., A. L. Carrel, and H. Shah. 2022. “Impacts of Online Shopping on Travel Demand: A Systematic Review.” Transport Reviews 42 (3): 273–295. doi:10.1080/01441647.2021.1961917.
  • Li, X., W. D. Dahana, Q. Ye, L. Peng, and J. Zhou. 2021. “How Does Shopping Duration Evolve and Influence Buying Behavior? The Role of Marketing and Shopping Environment.” Journal of Retailing and Consumer Services 62: 102607. doi:10.1016/j.jretconser.2021.102607.
  • Li, Y., and L. Liu. 2012. “Assessing the Impact of Retail Location on Store Performance: A Comparison of Wal-Mart and Kmart Stores in Cincinnati.” Applied Geography 32 (2): 591–600. doi:10.1016/j.apgeog.2011.07.006.
  • Lin, T., J. Xia, T. P. Robinson, D. Olaru, B. Smith, J. Taplin, and B. Cao. 2016. “Enhanced Huff Model for Estimating Park and Ride (PnR) Catchment Areas in Perth, WA.” Journal of Transport Geography 54: 336–348. doi:10.1016/j.jtrangeo.2016.06.011.
  • Lundevaller, E. H. 2009. “The Effect of Travel Cost on Frequencies of Shopping and Recreational Trips in Sweden.” Journal of Transport Geography 17 (3): 208–215. doi:10.1016/j.jtrangeo.2008.05.002.
  • McCarthy, L., A. Delbosc, G. Currie, and A. Molloy. 2017. “Factors Influencing Travel Mode Choice Among Families with Young Children (Aged 0–4): A Review of the Literature.” Transport Reviews 37 (6): 767–781. doi:10.1080/01441647.2017.1354942.
  • Meena, S., G. R. Patil, and A. Mondal. 2019. “Understanding Mode Choice Decisions for Shopping Mall Trips in Metro Cities of Developing Countries.” Transportation Research Part F, Traffic Psychology and Behaviour 64: 133–146. doi:10.1016/j.trf.2019.05.002.
  • Merom, D., H. P. Ploeg, G. Corpuz, and A. E. Bauman. 2010. “Public Health Perspectives on Household Travel Surveys.” American Journal of Preventive Medicine 39 (2): 113–121. doi:10.1016/j.amepre.2010.04.007.
  • Millward, H., M. H. Hafezi, and N. S. Daisy. 2019. “Activity Travel of Population Segments Grouped by Daily Time-Use: GPS Tracking in Halifax, Canada.” Travel Behaviour and Society 16: 161–170. doi:10.1016/j.tbs.2019.05.005.
  • Ministry of Land, Infrastructure, Transport and Tourism. 2021a. “Promotion of Urban Renovation and Compact Cities.” Accessed October 15 2022. https://www.mlit.go.jp/en/toshi/index.html
  • Ministry of Land, Infrastructure, Transport and Tourism. 2021b. “Urban Transport Surveys and Urban Planning Surveys: Person Trip Surveys.” Accessed October 15 2022. https://www.mlit.go.jp/toshi/tosiko/toshi_tosiko_tk_000031.html
  • Nielsen, T. A. S., I. Mulalic, and H. Christiansen. 2016. “Drivers of Cycling Mode-Share: Analysis of Danes Travel Behavior 1996–2013.” Transportation Research Procedia 14: 2284–2288. doi:10.1016/j.trpro.2016.05.244.
  • Oh, S., Y. Byon, K. Jang, and H. Yeo. 2018. “Short-Term Travel-Time Prediction on Highway: A Review on Model-Based Approach.” KSCE Journal of Civil Engineering 22 (1): 298–310. doi:10.1007/s12205-017-0535-8.
  • Okada, K., K. Yoshida, and S. Kashihara. 1970. “Time Study on Users of Urban Facilities (Part 7).” Transactions of the Architectural Institute of Japan 170: 71–77. doi:10.3130/aijsaxx.170.0_71.
  • Omer, M., H. Kim, K. Sasaki, and K. Nishii. 2010. “A Tour-Based Travel Demand Model Using Person Trip Data and Its Application to Advanced Policies.” KSCE Journal of Civil Engineering 14 (2): 221–230. doi:10.1007/s12205-010-0221-6.
  • Rasouli, S., and H. Timmermans. 2014. “Activity-Based Models of Travel Demand: Promises, Progress and Prospects.” International Journal of Urban Sciences 18 (1): 31–60. doi:10.1080/12265934.2013.835118.
  • Reilly, W. J. 1931. The Law of Retail Gravitation. New York: Knickerbocker Press.
  • Sakai, K. 2007. “Household Travel Surveys and Utilization of Travel Behavior Data in Abroad.” Journal of the City Planning Institute of Japan 42 (3): 559–564. doi:10.11361/journalcpij.42.3.559.
  • Salon, D., and E. M. Aligula. 2012. “Urban Travel in Nairobi, Kenya: Analysis, Insights, and Opportunities.” Journal of Transport Geography 22: 65–76. doi:10.1016/j.jtrangeo.2011.11.019.
  • Saphores, J., and L. Xu. 2021. “E-Shopping Changes and the State of E-Grocery Shopping in the US - Evidence from National Travel and Time Use Surveys.” Research in Transportation Economics 87: 100864. doi:10.1016/j.retrec.2020.100864.
  • Satani, N., A. Uchida, A. Deguchi, A. Ohgai, S. Sato, and S. Hagishima. 1998. “Commercial Facility Location Model Using Multiple Regression Analysis.” Computers, Environment and Urban Systems 22 (3): 219–240. doi:10.1016/S0198-9715(98)00048-9.
  • Schwanen, T. 2004. “The Determinants of Shopping Duration on Workdays in the Netherlands.” Journal of Transport Geography 12 (1): 35–48. doi:10.1016/S0966-6923(03)00023-1.
  • Shaw, N., B. Eschenbrenner, and D. Baier. 2022. “Online Shopping Continuance After COVID-19: A Comparison of Canada, Germany and the United States.” Journal of Retailing and Consumer Services 69: 103100. doi:10.1016/j.jretconser.2022.103100.
  • Shimazaki, Y., Y. Sekimoto, R. Shibasaki, and Y. Akiyama. 2009. “A Study on the Correlation Between the Number of Stores and the Time Slot Population Based on Person Flow: The Comparative Analysis Between the Time and Space Interpolated Person Trip Survey Data and the Census Data.” Journal of the City Planning Institute of Japan 44 (3): 781–786. doi:10.11361/journalcpij.44.3.781.
  • Shirgaokar, M., B. Dobbs, L. Anderson, and E. Hussey. 2020. “Do Rural Older Adults Take Fewer Trips Than Their Urban Counterparts for Lack of a Ride?” Journal of Transport Geography 87: 102819. doi:10.1016/j.jtrangeo.2020.102819.
  • Shi, K., J. D. Vos, Y. Yang, and F. Witlox. 2019. “Does E-Shopping Replace Shopping Trips? Empirical Evidence from Chengdu, China.” Transportation Research Part A: Policy and Practice 122: 21–33. doi:10.1016/j.tra.2019.01.027.
  • Suel, E., and J. W. Polak. 2018. “Incorporating Online Shopping into Travel Demand Modelling: Challenges, Progress, and Opportunities.” Transport Reviews 38 (5): 576–601. doi:10.1080/01441647.2017.1381864.
  • Suzuki, Y., K. Kimura, S. Hino, and T. Minamide. 2012. “Analysis on Walkers Behavior in Down Town and Consciousness to Resting Space.” Journal of Japan Society of Civil Engineers, Series D3 (Infrastructure Planning and Management) 68 (5): I_417–I_426. doi:10.2208/jscejipm.68.I_417.
  • Taniguchi, A., H. Sasaki, and A. Sasaki. 2018. “Relationship Between Travel Behavior and Body Mass Index – Analysis on Japanese Nationwide Person Trip Survey in 2015.” Journal of Transport & Health 9: S51–S52. doi:10.1016/j.jth.2018.05.037.
  • Toole-Holt, L., S. E. Polzin, and , and R. M. Pendyala. 2005. “Two Minutes per Person per Day Each Year: Exploration of Growth in Travel Time Expenditures.” Transportation Research Record 1 1917 (1): 45–53. doi:10.1177/0361198105191700106.
  • Vandeginste, B. G. M., D. L. Massart, L. M. C. Buydens, S. D. Jong, P. J. Lewi, and J. Smeyers-Verbeke. 1998. “Cluster Analysis.” Data Handling in Science and Technology 20: 57–86. doi:10.1016/S0922-3487(98)80040-3.
  • Verma, A., M. Verma, T. M. Rahul, S. Khurana, and A. Rai. 2018. “Acceptable Trip Distance for Walking in Mass Religious Gatherings—A Case Study of World’s Largest Human Gathering Kumbh Mela in Ujjain, India.” Sustainable Cities and Society 41: 505–512. doi:10.1016/j.scs.2018.06.010.
  • Wang, D., and M. Zhou. 2017. “The Built Environment and Travel Behavior in Urban China: A Literature Review.” Transportation Research Part D: Transport and Environment 52: 574–585. doi:10.1016/j.trd.2016.10.031.
  • Wesolowski, A., G. Stresman, N. Eagle, J. Stevenson, C. Owaga, E. Marube, T. Bousema, C. Drakeley, J. Cox, and C. O. Buckee. 2014. “Quantifying Travel Behavior for Infectious Disease Research: A Comparison of Data from Surveys and Mobile Phones.” Scientific Reports 4 (1): 5678. doi:10.1038/srep05678.
  • Xi, G., X. Cao, and F. Zhen. 2020. “The Impacts of Same Day Delivery Online Shopping on Local Store Shopping in Nanjing, China.” Transportation Research Part A: Policy and Practice 136: 35–47. doi:10.1016/j.tra.2020.03.030.
  • Yamada, T., and T. Hayashida. 2020. “Analysis of Shopping Behavior Characteristics in the Keihanshin Metropolitan Area in Japan Based on a Person Trip Survey.” Geo-Spatial Information Science 23 (4): 305–315. doi:10.1080/10095020.2020.1845984.
  • Zhang, L., F. Southworth, C. Xiong, and A. Sonnenberg. 2012. “Methodological Options and Data Sources for the Development of Long-Distance Passenger Travel Demand Models: A Comprehensive Review.” Transport Reviews 32 (4): 399–433. doi:10.1080/01441647.2012.688174.