References
- Arabi, Mehrdad, Kate Hyun, Stephen Mattingly, and Md Ashraful Imran. 2023. “Post-pandemic Last-mile and Shopping Center Trip Estimations Using Scenario Analysis.” In Transportation Research Board Annual Meeting, Washington, DC.
- Arranz-López, Aldo, Julio A. Soria-Lara, Frank Witlox, and Antonio Páez. 2019. “Measuring Relative Non-motorized Accessibility to Retail Activities.” International Journal of Sustainable Transportation 13 (9) Taylor and Francis Ltd.: 639–651. https://doi.org/10.1080/15568318.2018.1498563.
- AWS. 2019. “Amazon SageMaker.” https://github.com/awsdocs/amazon-sagemaker-developer-guide/blob/master/doc_source/xgboost-HowItWorks.md.
- Bhasin, Hitesh. 2023. “What is a Department Store? Definition, Types and Examples.” MARKETING91. https://www.marketing91.com/department-store/.
- Brewster, Mayumi. 2022. “Annual Retail Trade Survey Shows Impact of Online Shopping on Retail Sales during COVID-19 Pandemic.” U.S. Census Bureau. https://www.census.gov/library/stories/2022/04/ecommerce-sales-surged-during-pandemic.html.
- Brooks, Chad. 2015. “Shoppers Still Prefer In-store Over Online Shopping.” Business News Daily, February. http://www.franglish.fr/NRC/Shoppers%20still%20prefer%20in-store%20over%20online%20shopping.pdf.
- Bureau of Transportation Statistics. 2016. “Chapter 6 Wholesale and Retail Trade.” U.S. Department of Transportation. https://www.bts.gov/archive/publications/industry_snapshots/uses_of_transportation_2015/ch6.
- Cao, Xinyu, Frank Douma, and Fay Cleaveland. 2010. “Influence of E-shopping on Shopping Travel: Evidence from Minnesota’s Twin Cities.” Transportation Research Record: Journal of the Transportation Research Board 2157 (1): 147–154. https://doi.org/10.3141/2157-18.
- Cao, Xinyu, Zhiyi Xu, and Frank Douma. 2012. “The Interactions between E-shopping and Traditional In-store Shopping: An Application of Structural Equations Model.” Transportation 39 (5): 957–974. https://doi.org/10.1007/s11116-011-9376-3.
- Chakraborty, Rishabh. 2021. “How to Calculate Weighted MAPE in Excel?” GeeksforGeeks. https://www.geeksforgeeks.org/how-to-calculate-weighted-mape-in-excel/.
- Chapman, Jim, Eric H. Fox, William Bachman, Lawrence D Frank, John Thomas, and Alexis Rourk Reyes. 2021. Smart Location Database.
- Cheshmehzangi, Ali. 2021. “Revisiting the Built Environment: 10 Potential Development Changes and Paradigm Shifts Due to COVID-19.” Journal of Urban Management 10 (2) Elsevier: 166–175. https://doi.org/10.1016/j.jum.2021.01.002.
- Daxue. 2022. “Payment Methods in China: How China Became a Mobile-First Nation.” https://daxueconsulting.com/payment-methods-in-china/.
- Department for Transport. 2016. Road Use Statistics Great Britain 2016. London: Department for Transport.
- DePhillipo, Nicholas N., Jorge Chahla, Michael Busler, and Robert F. LaPrade. 2021. “Mobile Phone GPS Data and Prevalence of COVID-19 Infections: Quantifying Parameters of Social Distancing in the U.S.” Archives of Bone and Joint Surgery 9 (2) Mashhad University of Medical Sciences: 217. https://doi.org/10.22038/ABJS.2020.48515.2404.
- Diaz-Gutierrez, Jorge Manuel, Helia Mohammadi-Mavi, and Andisheh Ranjbari. 2023. “COVID-19 Impacts on Online and In-store Shopping Behaviors: Why they Happened and Whether they will Last Post Pandemic.” Transportation Research Record: Journal of the Transportation Research Board (March) Sage. https://doi.org/10.1177/03611981231155169.
- Ding, Yu, and Huapu Lu. 2017. “The Interactions between Online Shopping and Personal Activity Travel Behavior: An Analysis with a GPS-based Activity Travel Diary.” Transportation 44 (2) Springer New York LLC: 311–324. https://doi.org/10.1007/s11116-015-9639-5.
- Downs, Roger M. 1970. “The Cognitive Structure of an Urban Shopping Center.” Environment and Behavior 2 (1): 13–39. https://doi.org/10.1177/001391657000200102.
- Escobedo, Jozelyn. 2020. “Timeline: Tracking the Spread of COVID-19 in Texas 2 Years Later.” WFAA. https://www.wfaa.com/article/news/health/coronavirus/timeline-covid-19-in-dallas-fort-worth-texas/287-ebb355b0-aa66-482c-a193-dc3eca441218.
- Etminani-Ghasrodashti, Royal, and Shima Hamidi. 2020. “Online Shopping as a Substitute or Complement to In-store Shopping Trips in Iran?” Cities 103 (August) Pergamon. https://doi.org/10.1016/J.CITIES.2020.102768.
- Farag, Sendy, Kevin J. Krizek, and Martin Dijst. 2006. “E-shopping and its Relationship with In-store Shopping: Empirical Evidence from the Netherlands and the USA.” Transport Reviews 26 (1): 43–61. https://doi.org/10.1080/01441640500158496.
- Farag, Sendy, Tim Schwanen, Martin Dijst, and Jan Faber. 2007. “Shopping Online and/or In-store? A Structural Equation Model of the Relationships between E-shopping and In-store Shopping.” Transportation Research Part A: Policy and Practice 41 (2) Pergamon: 125–141. https://doi.org/10.1016/j.tra.2006.02.003.
- Ferrell, Christopher E. 2005. “Home-based Teleshopping and Shopping Travel: Where Do People Find the Time?” Transportation Research Record: Journal of the Transportation Research Board 1926 (1): 212–223. https://doi.org/10.1177/0361198105192600125.
- Ghirelli, Corinna, Andrea Gonzalez, Jose Luis Herrera, and Samuel Hurtado. 2023. “Weather, Mobility and the Evolution of the Covid-19 Pandemic.” Journal of Economic Studies 50 (3) Emerald Publishing: 625–641. https://doi.org/10.1108/JES-01-2022-0032.
- Gould, Jane, and Thomas F. Golob. 1998. “Will Electronic Home Shopping Reduce Travel?” ACCESS Magazine 1 (12): 26–31. https://escholarship.org/content/qt2sq3k3zg/qt2sq3k3zg.pdf.
- Hahm, Yeankyoung, Heeyeun Yoon, and Yunwon Choi. 2019. “The Effect of Built Environments on the Walking and Shopping Behaviors of Pedestrians; A Study with GPS Experiment in Sinchon Retail District in Seoul, South Korea.” Cities 89 (June) Elsevier Ltd: 1–13. https://doi.org/10.1016/j.cities.2019.01.020.
- Hale, Thomas, Noam Angrist, Rafael Goldszmidt, Beatriz Kira, Anna Petherick, Toby Phillips, Samuel Webster, et al. 2021. “A Global Panel Database of Pandemic Policies (Oxford COVID-19 Government Response Tracker).” Nature Human Behaviour 5 (4) Nature Research: 529–538. https://doi.org/10.1038/s41562-021-01079-8.
- Handy, Susan Leigh. 1992. Regional versus Local Accessibility: Variations in Suburban Form and the Effects on Non-work Travel. Berkeley: University of California. https://search.proquest.com/openview/8d6d9bd3eda281efb5958ab9e2e6b616/1?pq-origsite=gscholar&cbl=18750&diss=y.
- Hayrullahoğlu, Gizem, and Çiğdem Varol. 2022. “Understanding Mobility Dynamics Using Urban Functions during the COVID-19 Pandemic: Comparison of Pre-and Post-new Normal Eras.” Asia-Pacific Journal of Regional Science 6 (3): 1087–1109. https://doi.org/10.1007/s41685-022-00247-6.
- Hsu, Maxwell K., Yinghua Huang, and Scott Swanson. 2010. “Grocery Store Image, Travel Distance, Satisfaction and Behavioral Intentions: Evidence from a Midwest College Town.” International Journal of Retail & Distribution Management 38 (2): 115–132. https://doi.org/10.1108/09590551011020129.
- Inmar. 2020. “Steve Ustaris, vp Marketing, Retail Cloud Data and Media Solutions.” https://www.inmar.com/blog/thought-leadership/covid19/online-shopping-behavior-march-what-can-we-learn-about-consumer-mindsets.
- Irawan, Muhammad Zudhy, and Elfira Wirza. 2015. “Understanding the Effect of Online Shopping Behavior on Shopping Travel Demand through Structural Equation Modeling.” Journal of the Eastern Asia Society for Transportation Studies 11, Eastern Asia Society for Transportation Studies: 614–625. https://doi.org/10.11175/EASTS.11.614.
- Jiao, Junfeng, Anne Vernez Moudon, and Adam Drewnowski. 2016. “Does Urban Form Influence Grocery Shopping Frequency? A Study from Seattle, Washington, USA.” International Journal of Retail & Distribution Management 44 (9): 903–922. https://doi.org/10.1108/IJRDM-06-2015-0091.
- Kim, Jai Ok, and Byoungho Jin. 2001. “Korean Consumers’ Patronage of Discount Stores: Domestic vs Multinational Discount Store Shoppers’ Profiles.” Journal of Consumer Marketing 18 (3) Emerald Group Publishing Ltd: 236–253. https://doi.org/10.1108/07363760110393092.
- Lee, Richard J., Ipek N. Sener, Patricia L Mokhtarian, and Susan L. Handy. 2017. “Relationships between the Online and In-store Shopping Frequency of Davis, California Residents.” Transportation Research Part A: Policy and Practice 100:40–52. https://doi.org/10.1016/j.tra.2017.03.001.
- Li, Aoyong, Pengxiang Zhao, He Haitao, Ali Mansourian, and Kay W. Axhausen. 2021. “How did Micro-mobility Change in Response to COVID-19 Pandemic? A Case Study Based on Spatial-temporal-Semantic Analytics.” Computers, Environment and Urban Systems 90 (November) Pergamon. https://doi.org/10.1016/J.COMPENVURBSYS.2021.101703.
- Liu, Bochu, Michael J. Widener, Lindsey G. Smith, Steven Farber, Leia M. Minaker, Zachary Patterson, Kristian Larsen, and Jason Gilliland. 2022. “Disentangling Time Use, Food Environment, and Food Behaviors Using Multi-channel Sequence Analysis.” Geographical Analysis 54 (4) John Wiley and Sons Inc: 881–917. https://doi.org/10.1111/gean.12305.
- McKinsey & Company. 2020. Adapting to the Next Normal in Retail: The Customer Experience Imperative.
- Mendolia, Silvia, Olena Stavrunova, and Oleg Yerokhin. 2021. “Determinants of the Community Mobility during the COVID-19 Epidemic: The Role of Government Regulations and Information.” Journal of Economic Behavior & Organization 184 (April) North-Holland: 199–231. https://doi.org/10.1016/j.jebo.2021.01.023.
- Miah, Md Mintu, Kate Kyung Hyun, Stephen P. Mattingly, and Hannan Khan. 2022. “Estimation of Daily Bicycle Traffic Using Machine and Deep Learning Techniques.” Transportation, April, Springer: 1–54. https://doi.org/10.1007/S11116-022-10290-Z/FIGURES/17.
- Moniruzzaman, Md, Antonio Páez, Khandker M. Nurul Habib, and Catherine Morency. 2013. “Mode Use and Trip Length of Seniors in Montreal.” Journal of Transport Geography 30 (June) Pergamon: 89–99. https://doi.org/10.1016/j.jtrangeo.2013.03.007.
- Olya, Gabrielle. 2022. “9 Reasons It’s Better to Buy Gifts in Person This Year.” GOBankingRates. https://www.gobankingrates.com/saving-money/holiday/reasons-its-better-to-buy-gifts-in-person/.
- Raydiant. 2021. “Report: The State of Consumer Behavior 2021.” https://www.raydiant.com/blog/state-of-consumer-behavior-2021.
- Roob, Carmelo. 2023. “Which Age Group Buys the Most Clothes Online? ” Fashioncoached. https://fashioncoached-com.ngontinh24.com/articles/which-age-group-buys-the-most-clothes-online.
- Rose, Donald, and Rickelle Richards. 2004. “Food Store Access and Household Fruit and Vegetable Use among Participants in the US Food Stamp Program.” Public Health Nutrition 7 (8): 1081–1088. https://doi.org/10.1079/PHN2004648. https://www.cambridge.org/core/journals/public-health-nutrition/article/food-store-access-and-household-fruit-and-vegetable-use-among-participants-in-the-us-food-stamp-program/E828E1DEFB6E058FF996C1A97F02F08A.
- Salon, Deborah, Matthew Wigginton Conway, Denise Capasso Da Silva, Rishabh Singh Chauhan, Sybil Derrible, Abolfazl (Kouros) Mohammadian, et al. 2021. “The Potential Stickiness of Pandemic-induced Behavior Changes in the United States.” Proceedings of the National Academy of Sciences 118 (27), https://doi.org/10.1073/pnas.2106499118/-/DCSupplemental.
- Scott, Chris. 2019. “What is Retail? What is Wholesale? A Guide for Small Business Owners.” INTUIT. https://quickbooks.intuit.com/r/running-a-business/retail-vs-wholesale-business-models-whats-best-business/.
- Shamshiripour, Ali, Ehsan Rahimi, Ramin Shabanpour, and Abolfazl (Kouros) Mohammadian. 2020. “How is COVID-19 Reshaping Activity-travel Behavior? Evidence from a Comprehensive Survey in Chicago.” Transportation Research Interdisciplinary Perspectives 7 (September) Elsevier Ltd. https://doi.org/10.1016/j.trip.2020.100216.
- Shi, Kunbo, Jonas De Vos, Yongchun Yang, and Frank Witlox. 2019. “Does E-shopping Replace Shopping Trips? Empirical Evidence from Chengdu, China.” Transportation Research Part A: Policy and Practice 122 (April) Pergamon: 21–33. https://doi.org/10.1016/J.TRA.2019.01.027.
- StreetLight. 2018. Our Methodology and Data Sources.
- StreetLight. 2022a. “Transportation Analytics on Demand.” Accessed December 6. https://www.streetightdata.com/?utm_source=Google-Adwords&utm_medium=Paid-Search&utm_campaign=StreetLight-Data-Brand&utm_term=%2Bstreetlight%20%2Bdata&creative=372482884739&keyword=%2Bstreetlight%20%2Bdata&matchtype=b&network=g&device=c&utm_term=%2Bstreetlight%20%2Bdata&utm_campaign=StreetLight-Data-Brand-GGL&utm_source=adwords&utm_medium=ppc&hsa_acc=7146595976&hsa_cam=1079169723&hsa_grp=51692947334&hsa_ad=372482884739&hsa_src=g&hsa_tgt=kwd-419587122414&hsa_kw=%2Bstreetlight%20%2Bdata&hsa_mt=b&hsa_net=adwords&hsa_ver=3&gclid=EAIaIQobChMIk_fRgdTo-wIViiZMCh2jrwzaEAAYASAAEgI9uPD_BwE.
- StreetLight. 2022b. “Why StreetLight: Accuracy & Validation.” Accessed July 25. https://www.streetlightdata.com/validation/.
- Thanasi-Boçe, Marsela, Piotr Kwiatek, and Lasha Labadze. 2020. “The Importance of Distance and Attraction in Patronizing a Shopping Mall.” Journal of Place Management and Development 14 (2) Emerald Group Holdings Ltd: 222–238. https://doi.org/10.1108/JPMD-06-2020-0053.
- Thomas, Lauren, and Christina Cheddar Berk. 2020. “These Retailers are Closing Stores to Slow Coronavirus Outbreak.” CNBC. https://www.cnbc.com/2020/03/15/these-retailers-are-closing-stores-to-slow-coronavirus-outbreak.html.
- Torres-Reyna, Oscar. 2007. Panel Data Analysis Fixed and Random Effects Using Stata (v. 4.2). http://dss.princeton.edu/training/.
- Twardzik, Erica, Suzanne Judd, Aleena Bennett, Steven Hooker, Virginia Howard, Brent Hutto, Philippa Clarke, and Natalie Colabianchi. 2019. “Walk Score and Objectively Measured Physical Activity within a National Cohort.” Journal of Epidemiology and Community Health 73 (6): 549–556. https://doi.org/10.1136/jech-2017-210245.
- Vilhelmson, Bertil. 2005. “Urbanisation and Everyday Mobility. Long-term Changes of Travel in Urban Areas of Sweden.” Cybergeo, February. CNRS-UMR Géographie-cités 8504. https://doi.org/10.4000/CYBERGEO.3536.
- Weltevreden, Jesse W.J., and Orit Rotem-Mindali. 2009. “Mobility Effects of B2c and C2c E-commerce in the Netherlands: A Quantitative Assessment.” Journal of Transport Geography 17 (2) Pergamon: 83–92. https://doi.org/10.1016/j.jtrangeo.2008.11.005.
- Wikipedia. 2023a. “Shopping Mall.” https://en.wikipedia.org/wiki/Shopping_mall.
- Wikipedia. 2023b. “Supermarket.” https://en.wikipedia.org/wiki/Supermarket.
- Xue, Chenlei, Qunqi Wu, Maopeng Sun, Pengxia Bai, and Yang Chen. 2021. “The Interaction between E-shopping and Shopping Trips: An Analysis with 2017 NHTS.” Complexity 2021:1–12. https://doi.org/10.1155/2021/8247158.
- Zboraj, Marian. 2021. “Consumers Still Prefer In-store Shopping.” Retail Leader. https://retailleader.com/consumers-still-prefer-store-shopping.
- Zhen, Feng, Xinyu Cao, Patricia L. Mokhtarian, and Guangliang Xi. 2016. “Associations between Online Purchasing and Store Purchasing for Four Types of Products in Nanjing, China.” Transportation Research Record 2566 (1) National Research Council: 93–101. https://doi.org/10.3141/2566-10.
- Zhou, Yiwei, and Xiaokun (Cara) Wang. 2014. “Explore the Relationship between Online Shopping and Shopping Trips: An Analysis with the 2009 NHTS Data.” Transportation Research Part A: Policy and Practice 70 (December) Pergamon: 1–9. https://doi.org/10.1016/j.tra.2014.09.014.