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The inverted U-shaped relationship between information entropy of keyword combinations and sales of digital products: Evidence from China Tmall

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  • Li, Baoku
  • Nan, Yafeng
  • Yao, Ruoxi

Abstract

As a result of a consumer's online purchase search task, the combination of keywords plays a crucial role in decision-making and sales on e-commerce platforms. The current research aims to examine how the information entropy of keyword combinations influences digital product sales. The data (NÂ =Â 4755) was collected from Tmall.com, a prominent e-commerce platform in China, and the methods of natural language processing and regression were employed to process data. Our findings demonstrate that there is an inverted U-curve between the information entropy of keyword combinations that contains product name information entropy (PNIE) and brand name information entropy (BNIE) and sales instead of a linear relationship. Furthermore, logistics evaluation (LE) and seller service quality (SSQ) play differentiated moderating effects on the inverted U-curve relationship leading to various movement of turning points and shape changes of steepness or flatness. These findings contribute to understanding sales from the viewpoint of information entropy and providing compelling guidance for e-commerce enterprises on keyword advertising bidding, logistics, and service.

Suggested Citation

  • Li, Baoku & Nan, Yafeng & Yao, Ruoxi, 2024. "The inverted U-shaped relationship between information entropy of keyword combinations and sales of digital products: Evidence from China Tmall," Journal of Retailing and Consumer Services, Elsevier, vol. 79(C).
    • Handle: RePEc:eee:joreco:v:79:y:2024:i:c:s0969698924001760
    DOI: 10.1016/j.jretconser.2024.103880
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    1. Scruggs, Caroline E. & Nimpuno, Nardono & Moore, Rachel B.B., 2016. "Improving information flow on chemicals in electronic products and E-waste to minimize negative consequences for health and the environment," Resources, Conservation & Recycling, Elsevier, vol. 113(C), pages 149-164.
    2. Erdmann, Anett & Arilla, Ramón & Ponzoa, José M., 2022. "Search engine optimization: The long-term strategy of keyword choice," Journal of Business Research, Elsevier, vol. 144(C), pages 650-662.
    3. Wang, Qiuzhen & Ma, Da & Chen, Hanyue & Ye, Xuhong & Xu, Qing, 2020. "Effects of background complexity on consumer visual processing: An eye-tracking study," Journal of Business Research, Elsevier, vol. 111(C), pages 270-280.
    4. Yang, Xiao & Liu, Ying & Dong, Jichang & Li, Sirui, 2023. "Impact of streamers’ characteristics on sales performance of search and experience products: Evidence from Douyin," Journal of Retailing and Consumer Services, Elsevier, vol. 70(C).
    5. Richard F. J. Haans & Constant Pieters & Zi-Lin He, 2016. "Thinking about U: Theorizing and testing U- and inverted U-shaped relationships in strategy research," Strategic Management Journal, Wiley Blackwell, vol. 37(7), pages 1177-1195, July.
    6. Naomi Moy & Ho Fai Chan & Benno Torgler, 2018. "How much is too much? The effects of information quantity on crowdfunding performance," PLOS ONE, Public Library of Science, vol. 13(3), pages 1-15, March.
    7. Sikandar Ali Qalati & Esthela Galvan Vela & Wenyuan Li & Sarfraz Ahmed Dakhan & Truong Thi Hong Thuy & Sajid Hussain Merani, 2021. "Effects of perceived service quality, website quality, and reputation on purchase intention: The mediating and moderating roles of trust and perceived risk in online shopping," Cogent Business & Management, Taylor & Francis Journals, vol. 8(1), pages 1869363-186, January.
    8. Qin, Xuelian & Liu, Zhixue & Tian, Lin, 2021. "The optimal combination between selling mode and logistics service strategy in an e-commerce market," European Journal of Operational Research, Elsevier, vol. 289(2), pages 639-651.
    9. Hew, Jun-Jie & Lee, Voon-Hsien & Leong, Lai-Ying, 2023. "Why do mobile consumers resist mobile commerce applications? A hybrid fsQCA-ANN analysis," Journal of Retailing and Consumer Services, Elsevier, vol. 75(C).
    10. Pei-Ling Sheu & Shu-Chun Chang, 2022. "Relationship of service quality dimensions, customer satisfaction and loyalty in e-commerce: a case study of the Shopee App," Applied Economics, Taylor & Francis Journals, vol. 54(40), pages 4597-4607, August.
    11. Jifeng Mu & Jonathan Z. Zhang, 2021. "Seller marketing capability, brand reputation, and consumer journeys on e-commerce platforms," Journal of the Academy of Marketing Science, Springer, vol. 49(5), pages 994-1020, September.
    12. Klapdor, Sebastian & Anderl, Eva M. & von Wangenheim, Florian & Schumann, Jan H., 2014. "Finding the Right Words: The Influence of Keyword Characteristics on Performance of Paid Search Campaigns," Journal of Interactive Marketing, Elsevier, vol. 28(4), pages 285-301.
    13. Savas Dayanik & Semih O. Sezer, 2023. "Optimal dynamic multi-keyword bidding policy of an advertiser in search-based advertising," Mathematical Methods of Operations Research, Springer;Gesellschaft für Operations Research (GOR);Nederlands Genootschap voor Besliskunde (NGB), vol. 97(1), pages 25-56, February.
    14. Mohammadreza Mousavizadeh & Mehrdad Koohikamali & Mohammad Salehan & Dam J. Kim, 2022. "An Investigation of Peripheral and Central Cues of Online Customer Review Voting and Helpfulness through the Lens of Elaboration Likelihood Model," Information Systems Frontiers, Springer, vol. 24(1), pages 211-231, February.
    15. Endo, Seiji & Yang, Jun & Park, JungKun, 2012. "The investigation on dimensions of e-satisfaction for online shoes retailing," Journal of Retailing and Consumer Services, Elsevier, vol. 19(4), pages 398-405.
    16. Chris Gu & Yike Wang, 2022. "Consumer Online Search with Partially Revealed Information," Management Science, INFORMS, vol. 68(6), pages 4215-4235, June.
    17. Erik Ernesto Vazquez, 2021. "Effect of an e-retailer’s product category and social media platform selection on perceived quality of e-retail products," Electronic Markets, Springer;IIM University of St. Gallen, vol. 31(1), pages 139-157, March.
    18. Cristiane Pizzutti & Renata Gonçalves & Maura Ferreira, 2022. "Information search behavior at the post-purchase stage of the customer journey," Journal of the Academy of Marketing Science, Springer, vol. 50(5), pages 981-1010, September.
    19. Ivan Guitart & Stefan Stremersch, 2021. "The impact of informational and emotional television ad content on online search and sales," Post-Print hal-03193729, HAL.
    20. Uzir, Md. Uzir Hossain & Al Halbusi, Hussam & Thurasamy, Ramayah & Thiam Hock, Rodney Lim & Aljaberi, Musheer A. & Hasan, Najmul & Hamid, Mahmud, 2021. "The effects of service quality, perceived value and trust in home delivery service personnel on customer satisfaction: Evidence from a developing country," Journal of Retailing and Consumer Services, Elsevier, vol. 63(C).
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