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Predicting retail shop number against roadside tree canopy shade: A national wide demonstration across 148 cities of China

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  • Liu, Yifeng
  • Wang, Xinyu
  • Wei, Hongxu
  • Cao, Zhanhua

Abstract

Roadside tree canopies may obstruct storefront visibility and impair sales; however, the reverse is also argued to make sense. Disputation occurs because of the unclear relationship between retail shop number (RSN; units/km2) and tree canopy shade at sector-specific locations. In this study, 11.52 million points of interest were extracted from 148 Chinese cities to specify RSNs in food, shopping, life services, hotels, and entertainment sectors in neighborhoods where canopy shade was rated with a green view index (GVI) in 1.29 million streetscapes. Negative RSN-GVI relationships were plotted for shops distributed along expressways and alleys in the hotel and entertainment sectors. When GVI ranged from 10.01 to 11.42%, RSNs in the food and life service sectors were maximized along streets and roads. It was predicted high RSN in food retailing over 4.61 units/km2 and low in entertainment sector (≤2.91 units/km2) against the most recent records of GVI. Our research deepens the managerial implications of verifying venue environment theory by predicting the suitability of newly planned locations for retail against canopy shade.

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  • Liu, Yifeng & Wang, Xinyu & Wei, Hongxu & Cao, Zhanhua, 2025. "Predicting retail shop number against roadside tree canopy shade: A national wide demonstration across 148 cities of China," Journal of Retailing and Consumer Services, Elsevier, vol. 84(C).
  • Handle: RePEc:eee:joreco:v:84:y:2025:i:c:s0969698925000347
    DOI: 10.1016/j.jretconser.2025.104255
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    References listed on IDEAS

    as
    1. Nilsson, Pia, 2016. "The influence of related and unrelated industry diversity on retail firm failure," Journal of Retailing and Consumer Services, Elsevier, vol. 28(C), pages 219-227.
    2. Karamychev, Vladimir & van Reeven, Peran, 2009. "Retail sprawl and multi-store firms: An analysis of location choice by retail chains," Regional Science and Urban Economics, Elsevier, vol. 39(3), pages 277-286, May.
    3. Li Chen & Yao Cui & Hau L. Lee, 2021. "Retailing with 3D Printing," Production and Operations Management, Production and Operations Management Society, vol. 30(7), pages 1986-2007, July.
    4. Yu Sun & Feng Lian & Zhong-Zhen Yang, 2022. "Optimizing the location of physical shopping centers under the clicks-and-mortar retail mode," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 24(2), pages 2288-2314, February.
    5. Gerard Cazabat & Mihaela Gabriela Belu & Ioan Popa & Dorel Mihai Paraschiv, 2017. "Models and Practice of Retail Location on the Romanian Market," The AMFITEATRU ECONOMIC journal, Academy of Economic Studies - Bucharest, Romania, vol. 19(45), pages 493-493, May.
    6. Yuan, Quan & Shen, Bin, 2019. "Renting fashion with strategic customers in the sharing economy," International Journal of Production Economics, Elsevier, vol. 218(C), pages 185-195.
    7. Pleyers, Gordy & Poncin, Ingrid, 2020. "Non-immersive virtual reality technologies in real estate: How customer experience drives attitudes toward properties and the service provider," Journal of Retailing and Consumer Services, Elsevier, vol. 57(C).
    8. Saxena, Neha & Sarkar, Biswajit, 2023. "How does the retailing industry decide the best replenishment strategy by utilizing technological support through blockchain?," Journal of Retailing and Consumer Services, Elsevier, vol. 71(C).
    9. Park, Soobeen & Zhang, Shaoqing, 2019. "A pilot study of circulation layout based on perceived retail crowding," Journal of Retailing and Consumer Services, Elsevier, vol. 49(C), pages 305-315.
    10. Xian Yang & Bilian Lai & Chaolan Tang, 2023. "Experiential Product Promotions on e-Commerce Platform: From the Perspective of Consumer Cognition and Emotion," SAGE Open, , vol. 13(1), pages 21582440231, February.
    11. P-Y. Léo & J. Philippe, 2002. "Retail Centres: Location and Consumer's Satisfaction," The Service Industries Journal, Taylor & Francis Journals, vol. 22(1), pages 122-146, January.
    12. Esan-Ojuri, Omoleye & You, Hyunwook, 2021. "How does the biophilic design of building projects impact consumers’ responses? – Case of retail stores," Journal of Retailing and Consumer Services, Elsevier, vol. 62(C).
    13. Ye, Zi & Clarke, Graham & Newing, Andy, 2021. "Estimating small-area demand of urban tourist for groceries: The case of Greater London," Journal of Retailing and Consumer Services, Elsevier, vol. 58(C).
    14. Bradlow, Eric T. & Gangwar, Manish & Kopalle, Praveen & Voleti, Sudhir, 2017. "The Role of Big Data and Predictive Analytics in Retailing," Journal of Retailing, Elsevier, vol. 93(1), pages 79-95.
    15. Chiu, Candy Lim & Ho, Han-Chiang & Yu, Tiancheng & Liu, Yijun & Mo, Yuwen, 2021. "Exploring information technology success of Augmented Reality Retail Applications in retail food chain," Journal of Retailing and Consumer Services, Elsevier, vol. 61(C).
    16. Willems, Kim, 2022. "Brand personality appeal in retailing: Comparing fashion- and grocery retailing," Journal of Retailing and Consumer Services, Elsevier, vol. 64(C).
    17. Adejimi Alli Adebayo & Paul Greenhalgh & Kevin Muldoon-Smith & Tunbosun Oyedokun, 2022. "Towards Attaining Sustainable Retail Property Locations: The Relationships between Supply, Demand, and Accessibility of Retail Spaces," Sustainability, MDPI, vol. 14(7), pages 1-15, March.
    18. Mark S. Rosenbaum & Germán Contreras Ramírez & Nancy Matos, 2019. "A neuroscientific perspective of consumer responses to retail greenery," The Service Industries Journal, Taylor & Francis Journals, vol. 39(15-16), pages 1034-1045, December.
    19. Datta, Alotosh & Sarkar, Biswajit & Dey, Bikash Koli & Sangal, Isha & Yang, Liu & Fan, Shu-Kai S. & Sardar, Suman Kalyan & Thangavelu, Lakshmi, 2024. "The impact of sales effort on a dual-channel dynamical system under a price-sensitive stochastic demand," Journal of Retailing and Consumer Services, Elsevier, vol. 76(C).
    20. Lagzi, Mohammad Dana & sajadi, Seyed Mojtaba & Taghizadeh-Yazdi, Mohammadreza, 2024. "A hybrid stochastic data envelopment analysis and decision tree for performance prediction in retail industry," Journal of Retailing and Consumer Services, Elsevier, vol. 80(C).
    21. Yifeng Liu & Zhanhua Cao & Hongxu Wei & Peng Guo, 2024. "Optimizing Spatial Distribution of Retail Shops against Neighborhood Tree Canopy Shade Using Big Data Extracted from Streetscape," Land, MDPI, vol. 13(8), pages 1-18, August.
    22. Tiyachareonsri, Sirikunya & Chavarnakul, Thira & Chandrachai, Achara & Triukose, Sipat, 2024. "How consumer preference determines site selection in a metropolitan setting: Analysis of retailer perspective to stay ahead of the competition in the aftermath of a large-scale crisis," Journal of Retailing and Consumer Services, Elsevier, vol. 78(C).
    23. Beninger, Stefanie & Francis, June N.P., 2021. "Collective market shaping by competitors and its contribution to market resilience," Journal of Business Research, Elsevier, vol. 122(C), pages 293-303.
    24. Ngobo, Paul Valentin, 2011. "What Drives Household Choice of Organic Products in Grocery Stores?," Journal of Retailing, Elsevier, vol. 87(1), pages 90-100.
    25. Lu, Jialiang & Zheng, Xu & Nervino, Esterina & Li, Yanzhi & Xu, Zhihua & Xu, Yabo, 2024. "Retail store location screening: A machine learning-based approach," Journal of Retailing and Consumer Services, Elsevier, vol. 77(C).
    26. Ratchford, Brian & Gauri, Dinesh K. & Jindal, Rupinder P. & Namin, Aidin, 2023. "Innovations in retail delivery: Current trends and future directions," Journal of Retailing, Elsevier, vol. 99(4), pages 547-562.
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