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Understanding shoppers’ cross-channel analysis of influencing factors of online and offline channels: Evidence from clothing product

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  • Wang, Jixiao
  • Wang, Chong

Abstract

As the online to offline (O2O) retail market develops rapidly, most consumers become O2O shoppers who shop online and offline. However, researchers seldom focus on O2O retailers collaborating online and offline channels to better satisfy consumers' needs. To fill the gap, this study explores the neglected problem from the shoppers’ cross-channel analysis perspective. In this paper, we used text data mining to capture shoppers' online comments on Suning.com, where we selected T-shirts, skirts and trousers as products to be analyzed. After determining the influencing factors, we used social network analysis to construct the two relation networks based on the semantic set of shoppers' comments. This study reveals the relations between the influencing factors of online and offline channels and finds shoppers' cross-channel analysis behavior characteristics by analyzing the density and centrality indicators of the rebuilt relation network. The research results demonstrate that the impacts of the influencing factors on shoppers' purchase intentions are different. Offline product experience, online product comments, online product price, and offline product price significantly influence and control their purchase intention more than the other factors when shoppers cross-channel analyze the influencing factors. Moreover, this study uses the Shapley model to quantitatively analyze the impact of influencing factors on shoppers' purchase intention by building collaborative alliances. The Shapley values confirm that shoppers attach the highest importance to offline product experience, followed by online product comments, online product price and so on. The findings can improve O2O retailers' collaborative marketing strategies.

Suggested Citation

  • Wang, Jixiao & Wang, Chong, 2024. "Understanding shoppers’ cross-channel analysis of influencing factors of online and offline channels: Evidence from clothing product," Journal of Retailing and Consumer Services, Elsevier, vol. 81(C).
  • Handle: RePEc:eee:joreco:v:81:y:2024:i:c:s0969698924002960
    DOI: 10.1016/j.jretconser.2024.104000
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    as
    1. Xiao, Lin & Zhang, Yucheng & Fu, Bin, 2019. "Exploring the moderators and causal process of trust transfer in online-to-offline commerce," Journal of Business Research, Elsevier, vol. 98(C), pages 214-226.
    2. Gao, Wei & Li, Wenqian & Fan, Hua & Jia, Xingping, 2021. "How customer experience incongruence affects omnichannel customer retention: The moderating role of channel characteristics," Journal of Retailing and Consumer Services, Elsevier, vol. 60(C).
    3. Zhang, Sha & Pauwels, Koen & Peng, Chenming, 2019. "The Impact of Adding Online-to-Offline Service Platform Channels on Firms' Offline and Total Sales and Profits," Journal of Interactive Marketing, Elsevier, vol. 47(C), pages 115-128.
    4. Elodie Huré & Karine Picot-Coupey & Claire-Lise Ackermann, 2017. "Understanding omni-channel shopping value: A mixed-method study," Post-Print halshs-01595944, HAL.
    5. Tsai, Pei-Hsuan & Chen, Chih-Jou & Hsiao, Wei-Hung & Lin, Chin-Tsai, 2023. "Factors influencing the consumers’ behavioural intention to use online food delivery service: Empirical evidence from Taiwan," Journal of Retailing and Consumer Services, Elsevier, vol. 73(C).
    6. Ratchford, Brian & Soysal, Gonca & Zentner, Alejandro & Gauri, Dinesh K., 2022. "Online and offline retailing: What we know and directions for future research," Journal of Retailing, Elsevier, vol. 98(1), pages 152-177.
    7. Louise F. Reid & Heather F. Ross & Gianpaolo Vignali, 2016. "An exploration of the relationship between product selection criteria and engagement with 'show-rooming' and 'web-rooming' in the consumer's decision-making process," International Journal of Business and Globalisation, Inderscience Enterprises Ltd, vol. 17(3), pages 364-383.
    8. Bloch, Peter H & Sherrell, Daniel L & Ridgway, Nancy M, 1986. "Consumer Search: An Extended Framework," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 13(1), pages 119-126, June.
    9. Timoumi, Ahmed & Gangwar, Manish & Mantrala, Murali K., 2022. "Cross-channel effects of omnichannel retail marketing strategies: A review of extant data-driven research," Journal of Retailing, Elsevier, vol. 98(1), pages 133-151.
    10. Suryandari, Retno Tanding & Paswan, Audhesh K., 2014. "Online customer service and retail type-product congruence," Journal of Retailing and Consumer Services, Elsevier, vol. 21(1), pages 69-76.
    11. Kokho Sit, Jason & Hoang, Anna & Inversini, Alessandro, 2018. "Showrooming and retail opportunities: A qualitative investigation via a consumer-experience lens," Journal of Retailing and Consumer Services, Elsevier, vol. 40(C), pages 163-174.
    12. Neslin, Scott A., 2022. "The omnichannel continuum: Integrating online and offline channels along the customer journey," Journal of Retailing, Elsevier, vol. 98(1), pages 111-132.
    13. Gensler, Sonja & Neslin, Scott A. & Verhoef, Peter C., 2017. "The Showrooming Phenomenon: It's More than Just About Price," Journal of Interactive Marketing, Elsevier, vol. 38(C), pages 29-43.
    14. Wirawan Dony Dahana & HeeJae Shin & Sotaro Katsumata, 2018. "Influence of individual characteristics on whether and how much consumers engage in showrooming behavior," Electronic Commerce Research, Springer, vol. 18(4), pages 665-692, December.
    15. Biswas, Indranil & Avittathur, Balram, 2019. "Channel coordination using options contract under simultaneous price and inventory competition," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 123(C), pages 45-60.
    16. Gardial, Sarah Fisher, et al, 1994. "Comparing Consumers' Recall of Prepurchase and Postpurchase Product Evaluation Experiences," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 20(4), pages 548-560, March.
    17. Fernando, Angeline Gautami & Aw, Eugene Cheng-Xi, 2023. "What do consumers want? A methodological framework to identify determinant product attributes from consumers’ online questions," Journal of Retailing and Consumer Services, Elsevier, vol. 73(C).
    18. Pantano, Eleonora & Viassone, Milena, 2015. "Engaging consumers on new integrated multichannel retail settings: Challenges for retailers," Journal of Retailing and Consumer Services, Elsevier, vol. 25(C), pages 106-114.
    19. Li, Xi & Dahana, Wirawan Dony & Li, Tongmao & Yuan, Jingbo, 2021. "Behavioral changes of multichannel customers: Their persistence and influencing factors," Journal of Retailing and Consumer Services, Elsevier, vol. 58(C).
    20. Sumit Kumar & Bibhas Chandra, 2019. "Profiling consumers of private label brands in virtual retail environment - a cluster analytic approach," International Journal of Electronic Marketing and Retailing, Inderscience Enterprises Ltd, vol. 10(1), pages 26-44.
    21. Muthaffar, Aisha & Vilches-Montero, Sonia, 2023. "Empowering retailers: A bounded rationality perspective to enhancing omnichannel journey satisfaction," Journal of Retailing and Consumer Services, Elsevier, vol. 75(C).
    22. Cao, Lanlan & Li, Li, 2015. "The Impact of Cross-Channel Integration on Retailers’ Sales Growth," Journal of Retailing, Elsevier, vol. 91(2), pages 198-216.
    23. Huré, Elodie & Picot-Coupey, Karine & Ackermann, Claire-Lise, 2017. "Understanding omni-channel shopping value: A mixed-method study," Journal of Retailing and Consumer Services, Elsevier, vol. 39(C), pages 314-330.
    24. Watanabe, Nicholas M. & Kim, Jiyeon & Park, Joohyung, 2021. "Social network analysis and domestic and international retailers: An investigation of social media networks of cosmetic brands," Journal of Retailing and Consumer Services, Elsevier, vol. 58(C).
    25. Rapp, Adam & Baker, Thomas L. & Bachrach, Daniel G. & Ogilvie, Jessica & Beitelspacher, Lauren Skinner, 2015. "Perceived customer showrooming behavior and the effect on retail salesperson self-efficacy and performance," Journal of Retailing, Elsevier, vol. 91(2), pages 358-369.
    26. Hernant, Mikael & Rosengren, Sara, 2017. "Now what? Evaluating the sales effects of introducing an online store," Journal of Retailing and Consumer Services, Elsevier, vol. 39(C), pages 305-313.
    27. Mirzabeiki, Vahid & Saghiri, Soroosh Sam, 2020. "From ambition to action: How to achieve integration in omni-channel?," Journal of Business Research, Elsevier, vol. 110(C), pages 1-11.
    28. Pinyi Yao & Syuhaily Osman & Mohamad Fazli Sabri & Norzalina Zainudin, 2022. "Consumer Behavior in Online-to-Offline (O2O) Commerce: A Thematic Review," Sustainability, MDPI, vol. 14(13), pages 1-24, June.
    29. Daunt, Kate L. & Harris, Lloyd C., 2017. "Consumer showrooming: Value co-destruction," Journal of Retailing and Consumer Services, Elsevier, vol. 38(C), pages 166-176.
    30. Melis, Kristina & Campo, Katia & Breugelmans, Els & Lamey, Lien, 2015. "The Impact of the Multi-channel Retail Mix on Online Store Choice: Does Online Experience Matter?," Journal of Retailing, Elsevier, vol. 91(2), pages 272-288.
    31. Lanlan Cao & Li Li, 2015. "The Impact of Cross-Channel Integration on Retailers’ Sales Growth," Post-Print hal-02009466, HAL.
    32. Pei-Ju Wu, 2023. "O2O switching determinants and successful drivers in omnichannel retailing services," Service Business, Springer;Pan-Pacific Business Association, vol. 17(3), pages 771-788, September.
    33. Menon, R.G. Vishnu & Sigurdsson, Valdimar & Larsen, Nils Magne & Fagerstrøm, Asle & Foxall, Gordon R., 2016. "Consumer attention to price in social commerce: Eye tracking patterns in retail clothing," Journal of Business Research, Elsevier, vol. 69(11), pages 5008-5013.
    34. Chou, Szu-Yu & Shen, George C. & Chiu, Hung-Chang & Chou, Yu-Tsun, 2016. "Multichannel service providers' strategy: Understanding customers' switching and free-riding behavior," Journal of Business Research, Elsevier, vol. 69(6), pages 2226-2232.
    35. Pauwels, Koen & Neslin, Scott A., 2015. "Building With Bricks and Mortar: The Revenue Impact of Opening Physical Stores in a Multichannel Environment," Journal of Retailing, Elsevier, vol. 91(2), pages 182-197.
    36. Jing Zhu & Muhammad Awais Shakir Goraya & Yu Cai, 2018. "Retailer–Consumer Sustainable Business Environment: How Consumers’ Perceived Benefits Are Translated by the Addition of New Retail Channels," Sustainability, MDPI, vol. 10(9), pages 1-22, August.
    37. Chaohong Xie & Chung-Yean Chiang & Xianhao Xu & Yeming Gong, 2023. "The impact of buy-online-and-return-in-store channel integration on online and offline behavioral intentions : The role of offline store," Post-Print hal-04343876, HAL.
    38. Hochstein, Bryan & Bolander, Willy & Christenson, Brett & Pratt, Alexander B. & Reynolds, Kristy, 2021. "An Investigation of Consumer Subjective Knowledge in Frontline Interactions," Journal of Retailing, Elsevier, vol. 97(3), pages 336-346.
    39. Rekik, Rim & Kallel, Ilhem & Casillas, Jorge & Alimi, Adel M., 2018. "Assessing web sites quality: A systematic literature review by text and association rules mining," International Journal of Information Management, Elsevier, vol. 38(1), pages 201-216.
    40. Jang, Sungha & Prasad, Ashutosh & Ratchford, Brian T., 2017. "Consumer Search of Multiple Information Sources and its Impact on Consumer Price Satisfaction," Journal of Interactive Marketing, Elsevier, vol. 40(C), pages 24-40.
    41. van Rijnsoever, Frank J. & Castaldi, Carolina & Dijst, Martin J., 2012. "In what sequence are information sources consulted by involved consumers? The case of automobile pre-purchase search," Journal of Retailing and Consumer Services, Elsevier, vol. 19(3), pages 343-352.
    42. Wang, Chong & Wang, Yanqing & Wang, Jixiao & Xiao, Jiuling & Liu, Jian, 2021. "Factors influencing consumers' purchase decision-making in O2O business model: Evidence from consumers' overall evaluation," Journal of Retailing and Consumer Services, Elsevier, vol. 61(C).
    43. Anantaram Balakrishnan & Shankar Sundaresan & Bo Zhang, 2014. "Browse-and-Switch: Retail-Online Competition under Value Uncertainty," Production and Operations Management, Production and Operations Management Society, vol. 23(7), pages 1129-1145, July.
    44. Amado, Alexandra & Cortez, Paulo & Rita, Paulo & Moro, Sérgio, 2018. "Research Trends On Big Data In Marketing: A Text Mining And Topic Modeling Based Literature Analysis," European Research on Management and Business Economics (ERMBE), Academia Europea de Dirección y Economía de la Empresa (AEDEM), vol. 24(1), pages 1-7.
    45. Beatty, Sharon E & Smith, Scott M, 1987. "External Search Effort: An Investigation across Several Product Categories," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 14(1), pages 83-95, June.
    46. Ahani, Ali & Nilashi, Mehrbakhsh & Yadegaridehkordi, Elaheh & Sanzogni, Louis & Tarik, A. Rashid & Knox, Kathy & Samad, Sarminah & Ibrahim, Othman, 2019. "Revealing customers’ satisfaction and preferences through online review analysis: The case of Canary Islands hotels," Journal of Retailing and Consumer Services, Elsevier, vol. 51(C), pages 331-343.
    47. Yang, Yongqing & Gong, Yeming & Land, Lesley Pek Wee & Chesney, Thomas, 2020. "Understanding the effects of physical experience and information integration on consumer use of online to offline commerce," International Journal of Information Management, Elsevier, vol. 51(C).
    48. Elodie Huré & Karine Picot-Coupey & Claire-Lise Ackermann, 2017. "Understanding omni-channel shopping value: A mixed-method study," Post-Print hal-02002141, HAL.
    49. Acuña, Luceny Guzmán & Ríos, Diana Ramírez & Arboleda, Carlos Paternina & Ponzón, Esneyder González, 2018. "Cooperation model in the electricity energy market using bi-level optimization and Shapley value," Operations Research Perspectives, Elsevier, vol. 5(C), pages 161-168.
    50. Flavián, Carlos & Gurrea, Raquel & Orús, Carlos, 2020. "Combining channels to make smart purchases: The role of webrooming and showrooming," Journal of Retailing and Consumer Services, Elsevier, vol. 52(C).
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