IDEAS home Printed from https://ideas.repec.org/a/eee/joinma/v51y2020icp26-43.html
   My bibliography  Save this article

Digital Analytics: Modeling for Insights and New Methods

Author

Listed:
  • Gupta, Shaphali
  • Leszkiewicz, Agata
  • Kumar, V.
  • Bijmolt, Tammo
  • Potapov, Dmitriy

Abstract

Firms are increasingly turning towards new-age technologies such as artificial intelligence (AI), the internet of things (IoT), blockchain, and drones, among others, to assist in interacting with their customers. Further, with the prominence of personalization and customer engagement as the go-to customer management strategies, it is essential for firms to understand how to integrate new-age technologies into their existing practices to aid seamlessly in the generation of actionable insights. Towards this end, this study proposes an organizing framework to understand how firms can use digital analytics, within the changing technology landscape, to generate consumer insights. The proposed framework begins by recognizing the forces that are external to the firm then lead to the generation of specific capabilities by the firm. Further, the firms capabilities can lead to the generation of insights for decision-making that can be data-driven and/or analytics-driven. Finally, the proposed framework identifies the creation of value-based outcomes for firms and customers resulting from the insights generated. Additionally, we identify moderators that influence: (a) the impact of external forces on the development of firm capabilities, and (b) the creation of insights and subsequent firm outcomes. This study also identifies questions for future research that combines the inclusion of new-age technologies, generation of strategic insights, and the achievement of established firm outcomes.

Suggested Citation

  • Gupta, Shaphali & Leszkiewicz, Agata & Kumar, V. & Bijmolt, Tammo & Potapov, Dmitriy, 2020. "Digital Analytics: Modeling for Insights and New Methods," Journal of Interactive Marketing, Elsevier, vol. 51(C), pages 26-43.
  • Handle: RePEc:eee:joinma:v:51:y:2020:i:c:p:26-43
    DOI: 10.1016/j.intmar.2020.04.003
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S1094996820300840
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.intmar.2020.04.003?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Reinartz, Werner & Wiegand, Nico & Imschloss, Monika, 2019. "The impact of digital transformation on the retailing value chain," International Journal of Research in Marketing, Elsevier, vol. 36(3), pages 350-366.
    2. Praveen K. Kopalle & V. Kumar & Mohan Subramaniam, 2020. "How legacy firms can embrace the digital ecosystem via digital customer orientation," Journal of the Academy of Marketing Science, Springer, vol. 48(1), pages 114-131, January.
    3. Verhoef, Peter C. & Stephen, Andrew T. & Kannan, P.K. & Luo, Xueming & Abhishek, Vibhanshu & Andrews, Michelle & Bart, Yakov & Datta, Hannes & Fong, Nathan & Hoffman, Donna L. & Hu, Mandy Mantian & No, 2017. "Consumer Connectivity in a Complex, Technology-enabled, and Mobile-oriented World with Smart Products," Journal of Interactive Marketing, Elsevier, vol. 40(C), pages 1-8.
    4. Debanjan Mitra & Peter N. Golder, 2006. "How Does Objective Quality Affect Perceived Quality? Short-Term Effects, Long-Term Effects, and Asymmetries," Marketing Science, INFORMS, vol. 25(3), pages 230-247, 05-06.
    5. 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.
    6. Keeling, Kathleen & Keeling, Debbie & McGoldrick, Peter, 2013. "Retail relationships in a digital age," Journal of Business Research, Elsevier, vol. 66(7), pages 847-855.
    7. Gerardine DeSanctis & Marshall Scott Poole, 1994. "Capturing the Complexity in Advanced Technology Use: Adaptive Structuration Theory," Organization Science, INFORMS, vol. 5(2), pages 121-147, May.
    8. Anja Lambrecht & Catherine Tucker, 2019. "Algorithmic Bias? An Empirical Study of Apparent Gender-Based Discrimination in the Display of STEM Career Ads," Management Science, INFORMS, vol. 65(7), pages 2966-2981, July.
    9. Lall, Sanjaya, 1992. "Technological capabilities and industrialization," World Development, Elsevier, vol. 20(2), pages 165-186, February.
    10. Rose, Susan & Clark, Moira & Samouel, Phillip & Hair, Neil, 2012. "Online Customer Experience in e-Retailing: An empirical model of Antecedents and Outcomes," Journal of Retailing, Elsevier, vol. 88(2), pages 308-322.
    11. William Boulding & Ajay Kalra & Richard Staelin, 1999. "The Quality Double Whammy," Marketing Science, INFORMS, vol. 18(4), pages 463-484.
    12. Libai, Barak & Bart, Yakov & Gensler, Sonja & Hofacker, Charles F. & Kaplan, Andreas & Kötterheinrich, Kim & Kroll, Eike Benjamin, 2020. "Brave New World? On AI and the Management of Customer Relationships," Journal of Interactive Marketing, Elsevier, vol. 51(C), pages 44-56.
    13. Ming-Hui Huang & Roland T. Rust, 2017. "Technology-driven service strategy," Journal of the Academy of Marketing Science, Springer, vol. 45(6), pages 906-924, November.
    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. Kakatkar, Chinmay & Spann, Martin, 2019. "Marketing analytics using anonymized and fragmented tracking data," International Journal of Research in Marketing, Elsevier, vol. 36(1), pages 117-136.
    16. Daniel A. Levinthal & James G. March, 1993. "The myopia of learning," Strategic Management Journal, Wiley Blackwell, vol. 14(S2), pages 95-112, December.
    17. Hartmann, Jochen & Huppertz, Juliana & Schamp, Christina & Heitmann, Mark, 2019. "Comparing automated text classification methods," International Journal of Research in Marketing, Elsevier, vol. 36(1), pages 20-38.
    18. Nicky J. Welton & Howard H. Z. Thom, 2015. "Value of Information," Medical Decision Making, , vol. 35(5), pages 564-566, July.
    19. Kakatkar, Chinmay & Spann, Martin, 2019. "Marketing analytics using anonymized and fragmented tracking data," International Journal of Research in Marketing, Elsevier, vol. 36(1), pages 117-136.
    20. Dario Floreano & Robert J. Wood, 2015. "Science, technology and the future of small autonomous drones," Nature, Nature, vol. 521(7553), pages 460-466, May.
    21. C Min Han & Vern Terpstra, 1988. "Country-Of-Origin Effects for Uni-National and Bi-National Products," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 19(2), pages 235-255, June.
    22. Mukherjee, Amaradri & Smith, Ronn J. & Turri, Anna M., 2018. "The smartness paradox: the moderating effect of brand quality reputation on consumers' reactions to RFID-based smart fitting rooms," Journal of Business Research, Elsevier, vol. 92(C), pages 290-299.
    23. Choi, Eunha & Ko, Eunju & Kim, Angella J., 2016. "Explaining and predicting purchase intentions following luxury-fashion brand value co-creation encounters," Journal of Business Research, Elsevier, vol. 69(12), pages 5827-5832.
    24. David J. Teece & Gary Pisano & Amy Shuen, 1997. "Dynamic capabilities and strategic management," Strategic Management Journal, Wiley Blackwell, vol. 18(7), pages 509-533, August.
    25. Tiago, Maria Teresa Pinheiro Melo Borges & Veríssimo, José Manuel Cristóvão, 2014. "Digital marketing and social media: Why bother?," Business Horizons, Elsevier, vol. 57(6), pages 703-708.
    26. Mingyu Joo & Michael L. Thompson & Greg M. Allenby6, 2019. "Optimal Product Design by Sequential Experiments in High Dimensions," Management Science, INFORMS, vol. 65(7), pages 3235-3254, July.
    27. Strizhakova, Yuliya & Coulter, Robin A. & Price, Linda L., 2011. "Branding in a global marketplace: The mediating effects of quality and self-identity brand signals," International Journal of Research in Marketing, Elsevier, vol. 28(4), pages 342-351.
    28. Tamara Dinev & Paul Hart, 2006. "An Extended Privacy Calculus Model for E-Commerce Transactions," Information Systems Research, INFORMS, vol. 17(1), pages 61-80, March.
    29. Shiv, Baba & Fedorikhin, Alexander, 1999. "Heart and Mind in Conflict: The Interplay of Affect and Cognition in Consumer Decision Making," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 26(3), pages 278-292, December.
    30. Labrecque, Lauren I. & vor dem Esche, Jonas & Mathwick, Charla & Novak, Thomas P. & Hofacker, Charles F., 2013. "Consumer Power: Evolution in the Digital Age," Journal of Interactive Marketing, Elsevier, vol. 27(4), pages 257-269.
    31. Christopher A. Summers & Robert W. Smith & Rebecca Walker Reczek, 2016. "An Audience of One: Behaviorally Targeted Ads as Implied Social Labels," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 43(1), pages 156-178.
    32. Beke, Frank T. & Eggers, Felix & Verhoef, Peter C., 2018. "Consumer Informational Privacy: Current Knowledge and Research Directions," Foundations and Trends(R) in Marketing, now publishers, vol. 11(1), pages 1-71, July.
    33. Inman, J. Jeffrey & Nikolova, Hristina, 2017. "Shopper-Facing Retail Technology: A Retailer Adoption Decision Framework Incorporating Shopper Attitudes and Privacy Concerns," Journal of Retailing, Elsevier, vol. 93(1), pages 7-28.
    34. Li, Xi & Shi, Mengze & Wang, Xin (Shane), 2019. "Video mining: Measuring visual information using automatic methods," International Journal of Research in Marketing, Elsevier, vol. 36(2), pages 216-231.
    35. Anindita Chakravarty & Rajdeep Grewal & V. Sambamurthy, 2013. "Information Technology Competencies, Organizational Agility, and Firm Performance: Enabling and Facilitating Roles," Information Systems Research, INFORMS, vol. 24(4), pages 976-997, December.
    36. Naresh K. Malhotra & Sung S. Kim & James Agarwal, 2004. "Internet Users' Information Privacy Concerns (IUIPC): The Construct, the Scale, and a Causal Model," Information Systems Research, INFORMS, vol. 15(4), pages 336-355, December.
    37. Rese, Alexandra & Baier, Daniel & Geyer-Schulz, Andreas & Schreiber, Stefanie, 2017. "How augmented reality apps are accepted by consumers: A comparative analysis using scales and opinions," Technological Forecasting and Social Change, Elsevier, vol. 124(C), pages 306-319.
    38. Constance E. Helfat & Margaret A. Peteraf, 2003. "The dynamic resource‐based view: capability lifecycles," Strategic Management Journal, Wiley Blackwell, vol. 24(10), pages 997-1010, October.
    39. V. Kumar & Bharath Rajan & Shaphali Gupta & Ilaria Dalla Pozza, 2019. "Customer engagement in service," Journal of the Academy of Marketing Science, Springer, vol. 47(1), pages 138-160, January.
    40. Shasha Lu & Li Xiao & Min Ding, 2016. "A Video-Based Automated Recommender (VAR) System for Garments," Marketing Science, INFORMS, vol. 35(3), pages 484-510, May.
    41. Nelson, Richard R, 1981. "Research on Productivity Growth and Productivity Differences: Dead Ends and New Departures," Journal of Economic Literature, American Economic Association, vol. 19(3), pages 1029-1064, September.
    42. Margherita Pagani & Catherine Pardo, 2017. "The impact of digital technology on relationships in a business network," Post-Print hal-02312032, HAL.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Rahman, Muhammad Sabbir & Bag, Surajit & Hossain, Md Afnan & Abdel Fattah, Fadi Abdel Muniem & Gani, Mohammad Osman & Rana, Nripendra P., 2023. "The new wave of AI-powered luxury brands online shopping experience: The role of digital multisensory cues and customers’ engagement," Journal of Retailing and Consumer Services, Elsevier, vol. 72(C).
    2. Libai, Barak & Bart, Yakov & Gensler, Sonja & Hofacker, Charles F. & Kaplan, Andreas & Kötterheinrich, Kim & Kroll, Eike Benjamin, 2020. "Brave New World? On AI and the Management of Customer Relationships," Journal of Interactive Marketing, Elsevier, vol. 51(C), pages 44-56.
    3. Gupta, Shaphali & Ramachandran, Divya, 2021. "Emerging Market Retail: Transitioning from a Product-Centric to a Customer-Centric Approach," Journal of Retailing, Elsevier, vol. 97(4), pages 597-620.
    4. Abdelmohsen A. Nassani & Crenguta Sinisi & Daniela Mihai & Loredana Paunescu & Zahid Yousaf & Mohamed Haffar, 2022. "Towards the Achievement of Frugal Innovation: Exploring Major Antecedents among SMEs," Sustainability, MDPI, vol. 14(7), pages 1-12, March.
    5. Hoyer, Wayne D. & Kroschke, Mirja & Schmitt, Bernd & Kraume, Karsten & Shankar, Venkatesh, 2020. "Transforming the Customer Experience Through New Technologies," Journal of Interactive Marketing, Elsevier, vol. 51(C), pages 57-71.
    6. De Bruyn, Arnaud & Viswanathan, Vijay & Beh, Yean Shan & Brock, Jürgen Kai-Uwe & von Wangenheim, Florian, 2020. "Artificial Intelligence and Marketing: Pitfalls and Opportunities," Journal of Interactive Marketing, Elsevier, vol. 51(C), pages 91-105.
    7. Rangaswamy, Arvind & Moch, Nicole & Felten, Claudio & van Bruggen, Gerrit & Wieringa, Jaap E. & Wirtz, Jochen, 2020. "The Role of Marketing in Digital Business Platforms," Journal of Interactive Marketing, Elsevier, vol. 51(C), pages 72-90.
    8. Jean-Éric Pelet & Erhard Lick & Basma Taieb, 2021. "The internet of things in upscale hotels: its impact on guests’ sensory experiences and behavior [L’internet des objets dans l’hôtellerie haut de gamme : son impact sur les expériences sensorielles," Post-Print hal-04137824, HAL.
    9. Chiara Bartoli, 2022. "Consumer self-concept and digitalization: what does this mean for brands?," Italian Journal of Marketing, Springer, vol. 2022(4), pages 419-437, December.
    10. Krafft, Manfred & Sajtos, Laszlo & Haenlein, Michael, 2020. "Challenges and Opportunities for Marketing Scholars in Times of the Fourth Industrial Revolution," Journal of Interactive Marketing, Elsevier, vol. 51(C), pages 1-8.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Okazaki, Shintaro & Eisend, Martin & Plangger, Kirk & de Ruyter, Ko & Grewal, Dhruv, 2020. "Understanding the Strategic Consequences of Customer Privacy Concerns: A Meta-Analytic Review," Journal of Retailing, Elsevier, vol. 96(4), pages 458-473.
    2. Beke, Frank T. & Eggers, Felix & Verhoef, Peter C. & Wieringa, Jaap E., 2022. "Consumers’ privacy calculus: The PRICAL index development and validation," International Journal of Research in Marketing, Elsevier, vol. 39(1), pages 20-41.
    3. Pizzi, Gabriele & Scarpi, Daniele, 2020. "Privacy threats with retail technologies: A consumer perspective," Journal of Retailing and Consumer Services, Elsevier, vol. 56(C).
    4. Quach, Sara & Barari, Mojtaba & Moudrý, Dann Vit & Quach, Ken, 2022. "Service integration in omnichannel retailing and its impact on customer experience," Journal of Retailing and Consumer Services, Elsevier, vol. 65(C).
    5. Bleier, Alexander & Goldfarb, Avi & Tucker, Catherine, 2020. "Consumer privacy and the future of data-based innovation and marketing," International Journal of Research in Marketing, Elsevier, vol. 37(3), pages 466-480.
    6. Ma, Liye & Sun, Baohong, 2020. "Machine learning and AI in marketing – Connecting computing power to human insights," International Journal of Research in Marketing, Elsevier, vol. 37(3), pages 481-504.
    7. Wieringa, Jaap & Kannan, P.K. & Ma, Xiao & Reutterer, Thomas & Risselada, Hans & Skiera, Bernd, 2021. "Data analytics in a privacy-concerned world," Journal of Business Research, Elsevier, vol. 122(C), pages 915-925.
    8. Bidler, Margarita & Zimmermann, Johanna & Schumann, Jan H. & Widjaja, Thomas, 2020. "Increasing Consumers’ Willingness to Engage in Data Disclosure Processes through Relevance-Illustrating Game Elements," Journal of Retailing, Elsevier, vol. 96(4), pages 507-523.
    9. Dominik M. Wielgos & Christian Homburg & Christina Kuehnl, 2021. "Digital business capability: its impact on firm and customer performance," Journal of the Academy of Marketing Science, Springer, vol. 49(4), pages 762-789, July.
    10. Ron Boschma, 2017. "Relatedness as driver behind regional diversification: a research agenda," Papers in Evolutionary Economic Geography (PEEG) 1702, Utrecht University, Department of Human Geography and Spatial Planning, Group Economic Geography, revised Jan 2017.
    11. Ruth N. Bolton & Anders Gustafsson & Crina O. Tarasi & Lars Witell, 2022. "Designing satisfying service encounters: website versus store touchpoints," Journal of the Academy of Marketing Science, Springer, vol. 50(1), pages 85-107, January.
    12. Ding, Yang, 2021. "Antecedents and implications of legacy divestitures," Other publications TiSEM f4d5766f-6a5b-43a3-94df-1, Tilburg University, School of Economics and Management.
    13. David A. Schweidel & Yakov Bart & J. Jeffrey Inman & Andrew T. Stephen & Barak Libai & Michelle Andrews & Ana Babić Rosario & Inyoung Chae & Zoey Chen & Daniella Kupor & Chiara Longoni & Felipe Thomaz, 2022. "How consumer digital signals are reshaping the customer journey," Journal of the Academy of Marketing Science, Springer, vol. 50(6), pages 1257-1276, November.
    14. Grosso, Monica & Castaldo, Sandro & Li, Hua (Ariel) & Larivière, Bart, 2020. "What Information Do Shoppers Share? The Effect of Personnel-, Retailer-, and Country-Trust on Willingness to Share Information," Journal of Retailing, Elsevier, vol. 96(4), pages 524-547.
    15. One-Ki (Daniel) Lee & Vallabh Sambamurthy & Kai H. Lim & Kwok Kee Wei, 2015. "How Does IT Ambidexterity Impact Organizational Agility?," Information Systems Research, INFORMS, vol. 26(2), pages 398-417, June.
    16. Pizzi, Gabriele & Vannucci, Virginia & Shukla, Yupal & Aiello, Gaetano, 2022. "Privacy concerns and justice perceptions with the disclosure of biometric versus behavioral data for personalized pricing tell me who you are, I’ll tell you how much you pay. Consumers’ fairness and p," Journal of Business Research, Elsevier, vol. 148(C), pages 420-432.
    17. Lazzarini, Sérgio G., 2012. "Strategizing by the Government: Industrial Policy and Sustainable Competitive Advantage," Insper Working Papers wpe_289, Insper Working Paper, Insper Instituto de Ensino e Pesquisa.
    18. Erkko Autio & Gerard George & Oliver Alexy, 2011. "International Entrepreneurship and Capability Development—Qualitative Evidence and Future Research Directions," Entrepreneurship Theory and Practice, , vol. 35(1), pages 11-37, January.
    19. Stephan Manning & Silvia Massini & Carine Peeters & Arie Y. Lewin, 2018. "The changing rationale for governance choices: Early vs. late adopters of global services sourcing," Strategic Management Journal, Wiley Blackwell, vol. 39(8), pages 2303-2334, August.
    20. Felipe Thomaz & Carolina Salge & Elena Karahanna & John Hulland, 2020. "Learning from the Dark Web: leveraging conversational agents in the era of hyper-privacy to enhance marketing," Journal of the Academy of Marketing Science, Springer, vol. 48(1), pages 43-63, January.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:joinma:v:51:y:2020:i:c:p:26-43. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: https://www.journals.elsevier.com/journal-of-interactive-marketing/ .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.