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Using online data for offline decisions: A geostatistical approach for evaluating the patronage potential of a baby-care retailer

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  • Mahama-Musah, Fuseina
  • Schoutteet, Penelope
  • Vanhaverbeke, Lieselot

Abstract

Even though the online channel is generally not bounded by space, much insight can be derived from examining the variation in online patronage across retail space. In this paper, we propose the use of a Bayesian approach utilising the integrated nested Laplace approximation (INLA) within its framework to estimate the risk ratios as well as probabilities of online patronage. To this end, we used publicly available data (such as household access to broadband connection, population figures and business location data) in combination with online transaction data from a focal retailer to estimate and identify which locations (i.e., postcodes) have the highest probabilities of patronage from online customers of the retailer. The three covariates adjusted for were presence of a competitor, average income at the postcode level and internet access at the postcode level; of these, internet access was found to be the most significant influencing factor on online patronage of the retailer. Overall, the resultant spatial maps provide useful predictions of how the estimated risk ratios and exceedance probabilities vary across the geographic market and the implication on opening a new offline outlet and targeting customers are discussed.

Suggested Citation

  • Mahama-Musah, Fuseina & Schoutteet, Penelope & Vanhaverbeke, Lieselot, 2021. "Using online data for offline decisions: A geostatistical approach for evaluating the patronage potential of a baby-care retailer," Journal of Retailing and Consumer Services, Elsevier, vol. 62(C).
    • Handle: RePEc:eee:joreco:v:62:y:2021:i:c:s0969698921001636
    DOI: 10.1016/j.jretconser.2021.102597
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    1. David Bell & Santiago Gallino & Antonio Moreno, 2015. "Showrooms and Information Provision in Omni-channel Retail," Production and Operations Management, Production and Operations Management Society, vol. 24(3), pages 360-362, March.
    2. Arturs Kalnins & Francine Lafontaine, 2013. "Too Far Away? The Effect of Distance to Headquarters on Business Establishment Performance," American Economic Journal: Microeconomics, American Economic Association, vol. 5(3), pages 157-179, August.
    3. William P. Anderson & Lata Chatterjee & T.R. Lakshmanan, 2003. "E‐commerce, Transportation, and Economic Geography," Growth and Change, Wiley Blackwell, vol. 34(4), pages 415-432, September.
    4. Erik Brynjolfsson & Yu (Jeffrey) Hu & Mohammad S. Rahman, 2009. "Battle of the Retail Channels: How Product Selection and Geography Drive Cross-Channel Competition," Management Science, INFORMS, vol. 55(11), pages 1755-1765, November.
    5. Alan T. Sorensen, 2006. "Social learning and health plan choice," RAND Journal of Economics, RAND Corporation, vol. 37(4), pages 929-945, December.
    6. Son, Jungmin & Kim, Jikyung (Jeanne) & Choi, Jeonghye & Kim, Mingyung, 2017. "Linking online niche sales to offline brand conditions," Journal of Business Research, Elsevier, vol. 70(C), pages 74-84.
    7. Beth L. Fossen & Michelle Andrews & David A. Schweidel, 2017. "Sociodemographic versus Geographic Proximity in the Diffusion of Online Conversations," Journal of the Association for Consumer Research, University of Chicago Press, vol. 2(2), pages 246-266.
    8. Alan T. Sorensen, 2006. "Social learning and health plan choice," RAND Journal of Economics, The RAND Corporation, vol. 37(4), pages 929-945, December.
    9. Beckers, Joris & Cárdenas, Ivan & Verhetsel, Ann, 2018. "Identifying the geography of online shopping adoption in Belgium," Journal of Retailing and Consumer Services, Elsevier, vol. 45(C), pages 33-41.
    10. David Godes & Dina Mayzlin, 2004. "Using Online Conversations to Study Word-of-Mouth Communication," Marketing Science, INFORMS, vol. 23(4), pages 545-560, June.
    11. David Bell & Sangyoung Song, 2007. "Neighborhood effects and trial on the internet: Evidence from online grocery retailing," Quantitative Marketing and Economics (QME), Springer, vol. 5(4), pages 361-400, December.
    12. Jozef Bucko & Lukáš Kakalejčík & Martina Ferencová, 2018. "Online shopping: Factors that affect consumer purchasing behaviour," Cogent Business & Management, Taylor & Francis Journals, vol. 5(1), pages 1535751-153, January.
    13. ReVelle, C. S. & Eiselt, H. A., 2005. "Location analysis: A synthesis and survey," European Journal of Operational Research, Elsevier, vol. 165(1), pages 1-19, August.
    14. Lin, Ting (Grace) & Xia, Jianhong (Cecilia) & Robinson, Todd P. & Olaru, Doina & Smith, Brett & Taplin, John & Cao, Buyang, 2016. "Enhanced Huff model for estimating Park and Ride (PnR) catchment areas in Perth, WA," Journal of Transport Geography, Elsevier, vol. 54(C), pages 336-348.
    15. Lawrence Joseph & Michael Kuby, 2011. "Gravity Modeling and its Impacts on Location Analysis," International Series in Operations Research & Management Science, in: H. A. Eiselt & Vladimir Marianov (ed.), Foundations of Location Analysis, chapter 0, pages 423-443, Springer.
    16. Terry L. Friesz & Tan Miller & Roger L. Tobin, 1988. "Competitive Network Faciuty Location Models: A Survey," Papers in Regional Science, Wiley Blackwell, vol. 65(1), pages 47-57, January.
    17. Plastria, Frank, 2001. "Static competitive facility location: An overview of optimisation approaches," European Journal of Operational Research, Elsevier, vol. 129(3), pages 461-470, March.
    18. Dolega, Les & Pavlis, Michalis & Singleton, Alex, 2016. "Estimating attractiveness, hierarchy and catchment area extents for a national set of retail centre agglomerations," Journal of Retailing and Consumer Services, Elsevier, vol. 28(C), pages 78-90.
    19. Chris Forman & Anindya Ghose & Batia Wiesenfeld, 2008. "Examining the Relationship Between Reviews and Sales: The Role of Reviewer Identity Disclosure in Electronic Markets," Information Systems Research, INFORMS, vol. 19(3), pages 291-313, September.
    20. Tommi Orpana & Jouko Lampinen, 2003. "Building Spatial Choice Models from Aggregate Data," Journal of Regional Science, Wiley Blackwell, vol. 43(2), pages 319-348, May.
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    1. Kim, Yanghee & Lee, Minwoo & Kim, Byung-Do & Roh, Taewoo, 2024. "Power of agglomeration on electronic word–of–mouth in the restaurant industry: Exploring the moderation role of review quality difference," Journal of Retailing and Consumer Services, Elsevier, vol. 78(C).

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