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Understanding the relationship between marketing analytics, customer agility, and customer satisfaction: A longitudinal perspective

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  • Agag, Gomaa
  • Shehawy, Yasser Moustafa
  • Almoraish, Ahmed
  • Eid, Riyad
  • Chaib Lababdi, Houyem
  • Gherissi Labben, Thouraya
  • Abdo, Said Shabban

Abstract

Shifting towards a more data-driven culture is a key antecedent of business success in today's digital era. Previous research has paid attention to exploring the influence of marketing analytics on business performance, and rarely examined how the use of marketing analytics influences customer agility and satisfaction. According to the dynamic capabilities view and using previous studies, we developed a conceptual framework to explore the effect of marketing analytics use on customer agility and customer satisfaction. In Study 1, we utilised cross-sectional data collected from 468 managers from various industries. In study 2, we employed longitudinal data in a three-wave longitudinal utilising a cross-lagged panel model. Study 1 indicated that data acquisition and tool acquisition are key drivers in adopting marketing analytics. Marketing analytics use has stronger effect on customer agility when market turbulence is high. They also revealed that the influence of customer agility on customer satisfaction in such conditions is stronger. Study 2 revealed that marketing analytics use at time point T1 has a significant and positive influence on customer agility at time point T2, while customer agility at time point T2 has a significant and positive influence on customer satisfaction at time point T3. These findings indicate strong temporal effects between marketing analytics use, customer agility, and customer satisfaction. The findings suggest that researchers should look beyond direct effects of marketing analytics use and shift their attention on how a marketing analytics can be leveraged to enable and support dynamic capabilities and customer satisfaction.

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  • Agag, Gomaa & Shehawy, Yasser Moustafa & Almoraish, Ahmed & Eid, Riyad & Chaib Lababdi, Houyem & Gherissi Labben, Thouraya & Abdo, Said Shabban, 2024. "Understanding the relationship between marketing analytics, customer agility, and customer satisfaction: A longitudinal perspective," Journal of Retailing and Consumer Services, Elsevier, vol. 77(C).
    • Handle: RePEc:eee:joreco:v:77:y:2024:i:c:s0969698923004149
    DOI: 10.1016/j.jretconser.2023.103663
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    as
    1. Abdelmoety, Ziad Hassan & Aboul-Dahab, Sameh & Agag, Gomaa, 2022. "A cross cultural investigation of retailers commitment to CSR and customer citizenship behaviour: The role of ethical standard and value relevance," Journal of Retailing and Consumer Services, Elsevier, vol. 64(C).
    2. 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.
    3. Anthony F. Branda & Vishal Lala & Pradeep Gopalakrishna, 2018. "The marketing analytics orientation (MAO) of firms: identifying factors that create highly analytical marketing practices," Journal of Marketing Analytics, Palgrave Macmillan, vol. 6(3), pages 84-94, September.
    4. Ritu Agarwal & Michelle Dugas & Guodong (Gordon) Gao & P. K. Kannan, 2020. "Emerging technologies and analytics for a new era of value-centered marketing in healthcare," Journal of the Academy of Marketing Science, Springer, vol. 48(1), pages 9-23, January.
    5. Yu, Wantao & Wong, Chee Yew & Chavez, Roberto & Jacobs, Mark A., 2021. "Integrating big data analytics into supply chain finance: The roles of information processing and data-driven culture," International Journal of Production Economics, Elsevier, vol. 236(C).
    6. Matthew D. Vollrath & Salvador G. Villegas, 2022. "Avoiding digital marketing analytics myopia: revisiting the customer decision journey as a strategic marketing framework," Journal of Marketing Analytics, Palgrave Macmillan, vol. 10(2), pages 106-113, June.
    7. Morimura, Fumikazu & Sakagawa, Yuji, 2023. "The intermediating role of big data analytics capability between responsive and proactive market orientations and firm performance in the retail industry," Journal of Retailing and Consumer Services, Elsevier, vol. 71(C).
    8. Hadjielias, Elias & Christofi, Michael & Christou, Prokopis & Hadjielia Drotarova, Maria, 2022. "Digitalization, agility, and customer value in tourism," Technological Forecasting and Social Change, Elsevier, vol. 175(C).
    9. Niels J. Pulles & Raymond P.A. Loohuis, 2020. "Managing Buyer‐Supplier Conflicts: The Effect of Buyer Openness And Directness On A Supplier's Willingness to Adapt," Journal of Supply Chain Management, Institute for Supply Management, vol. 56(4), pages 65-81, October.
    10. Gunasekaran, Angappa & Papadopoulos, Thanos & Dubey, Rameshwar & Wamba, Samuel Fosso & Childe, Stephen J. & Hazen, Benjamin & Akter, Shahriar, 2017. "Big data and predictive analytics for supply chain and organizational performance," Journal of Business Research, Elsevier, vol. 70(C), pages 308-317.
    11. Jafari-Sadeghi, Vahid & Amoozad Mahdiraji, Hannan & Busso, Donatella & Yahiaoui, Dorra, 2022. "Towards agility in international high-tech SMEs: Exploring key drivers and main outcomes of dynamic capabilities," Technological Forecasting and Social Change, Elsevier, vol. 174(C).
    12. Alyahya, Mansour & Agag, Gomaa & Aliedan, Meqbel & Abdelmoety, Ziad H., 2023. "Understanding the factors affecting consumers’ behaviour when purchasing refurbished products: A chaordic perspective," Journal of Retailing and Consumer Services, Elsevier, vol. 75(C).
    13. Varun Grover, 2022. "Digital agility: responding to digital opportunities," European Journal of Information Systems, Taylor & Francis Journals, vol. 31(6), pages 709-715, November.
    14. Alzaidi, Maram Saeed & Agag, Gomaa, 2022. "The role of trust and privacy concerns in using social media for e-retail services: The moderating role of COVID-19," Journal of Retailing and Consumer Services, Elsevier, vol. 68(C).
    15. Wamba, Samuel Fosso & Dubey, Rameshwar & Gunasekaran, Angappa & Akter, Shahriar, 2020. "The performance effects of big data analytics and supply chain ambidexterity: The moderating effect of environmental dynamism," International Journal of Production Economics, Elsevier, vol. 222(C).
    16. Arndt, Aaron D. & Ford, John B. & Babin, Barry J. & Luong, Vinh, 2022. "Collecting samples from online services: How to use screeners to improve data quality," International Journal of Research in Marketing, Elsevier, vol. 39(1), pages 117-133.
    17. Agag, Gomaa & Durrani, Baseer Ali & Shehawy, Yasser Moustafa & Alharthi, Majed & Alamoudi, Hawazen & El-Halaby, Sherif & Hassanein, Ahmed & Abdelmoety, Ziad H., 2023. "Understanding the link between customer feedback metrics and firm performance," Journal of Retailing and Consumer Services, Elsevier, vol. 73(C).
    18. Elisabetta Raguseo & Claudio Vitari, 2018. "Investments in big data analytics and firm performance: an empirical investigation of direct and mediating effects," International Journal of Production Research, Taylor & Francis Journals, vol. 56(15), pages 5206-5221, August.
    19. Ruan, Yanya & Mezei, József, 2022. "When do AI chatbots lead to higher customer satisfaction than human frontline employees in online shopping assistance? Considering product attribute type," Journal of Retailing and Consumer Services, Elsevier, vol. 68(C).
    20. Ghasemaghaei, Maryam & Calic, Goran, 2020. "Assessing the impact of big data on firm innovation performance: Big data is not always better data," Journal of Business Research, Elsevier, vol. 108(C), pages 147-162.
    21. Muhammad Irfan & Mingzheng Wang & Naeem Akhtar, 2019. "Impact of IT capabilities on supply chain capabilities and organizational agility: a dynamic capability view," Operations Management Research, Springer, vol. 12(3), pages 113-128, December.
    22. McIver, Derrick & Lengnick-Hall, Mark L. & Lengnick-Hall, Cynthia A., 2018. "A strategic approach to workforce analytics: Integrating science and agility," Business Horizons, Elsevier, vol. 61(3), pages 397-407.
    23. Omar. A. Alghamdi & Gomaa Agag, 2023. "Boosting Innovation Performance through Big Data Analytics Powered by Artificial Intelligence Use: An Empirical Exploration of the Role of Strategic Agility and Market Turbulence," Sustainability, MDPI, vol. 15(19), pages 1-19, September.
    24. Ashrafi, Amir & Zare Ravasan, Ahad & Trkman, Peter & Afshari, Samira, 2019. "The role of business analytics capabilities in bolstering firms’ agility and performance," International Journal of Information Management, Elsevier, vol. 47(C), pages 1-15.
    25. Duan, Yanqing & Cao, Guangming & Edwards, John S., 2020. "Understanding the impact of business analytics on innovation," European Journal of Operational Research, Elsevier, vol. 281(3), pages 673-686.
    26. Ahmed, Adeel & Bhatti, Sabeen Hussain & Gölgeci, Ismail & Arslan, Ahmad, 2022. "Digital platform capability and organizational agility of emerging market manufacturing SMEs: The mediating role of intellectual capital and the moderating role of environmental dynamism," Technological Forecasting and Social Change, Elsevier, vol. 177(C).
    27. Sultana, Saida & Akter, Shahriar & Kyriazis, Elias, 2022. "How data-driven innovation capability is shaping the future of market agility and competitive performance?," Technological Forecasting and Social Change, Elsevier, vol. 174(C).
    28. Douglas A Battleson & Barry C West & Jongwoo Kim & Balasubramaniam Ramesh & Pamela S Robinson, 2016. "Achieving dynamic capabilities with cloud computing: an empirical investigation," European Journal of Information Systems, Taylor & Francis Journals, vol. 25(3), pages 209-230, May.
    29. Li, Huanli & Wu, Yun & Cao, Dongmei & Wang, Yichuan, 2021. "Organizational mindfulness towards digital transformation as a prerequisite of information processing capability to achieve market agility," Journal of Business Research, Elsevier, vol. 122(C), pages 700-712.
    30. Xu, Zhenning & Frankwick, Gary L. & Ramirez, Edward, 2016. "Effects of big data analytics and traditional marketing analytics on new product success: A knowledge fusion perspective," Journal of Business Research, Elsevier, vol. 69(5), pages 1562-1566.
    31. Giacosa, Elisa & Culasso, Francesca & Crocco, Edoardo, 2022. "Customer agility in the modern automotive sector: how lead management shapes agile digital companies," Technological Forecasting and Social Change, Elsevier, vol. 175(C).
    32. Rajeev Sharma & Sunil Mithas & Atreyi Kankanhalli, 2014. "Transforming decision-making processes: a research agenda for understanding the impact of business analytics on organisations," European Journal of Information Systems, Taylor & Francis Journals, vol. 23(4), pages 433-441, July.
    33. Škare, Marinko & Soriano, Domingo Riberio, 2021. "A dynamic panel study on digitalization and firm's agility: What drives agility in advanced economies 2009–2018," Technological Forecasting and Social Change, Elsevier, vol. 163(C).
    34. David J. Teece, 2007. "Explicating dynamic capabilities: the nature and microfoundations of (sustainable) enterprise performance," Strategic Management Journal, Wiley Blackwell, vol. 28(13), pages 1319-1350, December.
    35. Agag, Gomaa & Ali Durrani, Baseer & Hassan Abdelmoety, Ziad & Mostafa Daher, Maya & Eid, Riyad, 2024. "Understanding the link between net promoter score and e-WOM behaviour on social media: The role of national culture," Journal of Business Research, Elsevier, vol. 170(C).
    36. Dawn Iacobucci & Maria Petrescu & Anjala Krishen & Michael Bendixen, 2019. "The state of marketing analytics in research and practice," Journal of Marketing Analytics, Palgrave Macmillan, vol. 7(3), pages 152-181, September.
    37. Tueanrat, Yanika & Papagiannidis, Savvas & Alamanos, Eleftherios, 2021. "A conceptual framework of the antecedents of customer journey satisfaction in omnichannel retailing," Journal of Retailing and Consumer Services, Elsevier, vol. 61(C).
    38. Ciampi, Francesco & Faraoni, Monica & Ballerini, Jacopo & Meli, Francesco, 2022. "The co-evolutionary relationship between digitalization and organizational agility: Ongoing debates, theoretical developments and future research perspectives," Technological Forecasting and Social Change, Elsevier, vol. 176(C).
    39. Liang, Xiaoning & Li, Guoxin & Zhang, Hao & Nolan, Eimear & Chen, Fadong, 2022. "Firm performance and marketing analytics in the Chinese context: A contingency model," Journal of Business Research, Elsevier, vol. 141(C), pages 589-599.
    40. Akter, Shahriar & Bandara, Ruwan & Hani, Umme & Fosso Wamba, Samuel & Foropon, Cyril & Papadopoulos, Thanos, 2019. "Analytics-based decision-making for service systems: A qualitative study and agenda for future research," International Journal of Information Management, Elsevier, vol. 48(C), pages 85-95.
    41. Gomaa Agag, 2019. "E-commerce Ethics and Its Impact on Buyer Repurchase Intentions and Loyalty: An Empirical Study of Small and Medium Egyptian Businesses," Journal of Business Ethics, Springer, vol. 154(2), pages 389-410, January.
    42. Aboul-Dahab, Sameh & Agag, Gomaa & Hassan Abdelmoety, Ziad, 2021. "Examining the influence of cultural and ethical ideology on consumers’ perceptions about the ethics of online retailers and its effects on their loyalty," Journal of Retailing and Consumer Services, Elsevier, vol. 61(C).
    43. Mainardes, Emerson Wagner & Coutinho, Ananda Raquel Silva & Alves, Helena Maria Batista, 2023. "The influence of the ethics of E-retailers on online customer experience and customer satisfaction," Journal of Retailing and Consumer Services, Elsevier, vol. 70(C).
    44. Yokoyama, Narimasa & Azuma, Nobukazu & Kim, Woonho, 2022. "Moderating effect of customer's retail format perception on customer satisfaction formation: An empirical study of mini-supermarkets in an urban retail market setting," Journal of Retailing and Consumer Services, Elsevier, vol. 66(C).
    45. Oliveira, Guilherme Gouvea de & Lizarelli, Fabiane Letícia & Teixeira, Jorge Grenha & Mendes, Glauco Henrique de Sousa, 2023. "Curb your enthusiasm: Examining the customer experience with Alexa and its marketing outcomes," Journal of Retailing and Consumer Services, Elsevier, vol. 71(C).
    46. Mansour A. Alyahya & Ibrahim A. Elshaer & Fathi Abunasser & Osama H. Mahmoud Hassan & Abu Elnasr E. Sobaih, 2022. "E-Learning Experience in Higher Education amid COVID-19: Does Gender Really Matter in A Gender-Segregated Culture?," Sustainability, MDPI, vol. 14(6), pages 1-12, March.
    47. Seigyoung Auh & Bulent Menguc & Preethika Sainam & Yeon Sung Jung, 2022. "The missing link between analytics readiness and service firm performance," The Service Industries Journal, Taylor & Francis Journals, vol. 42(3-4), pages 148-177, March.
    48. Li, Xishu & Voorneveld, Maarten & de Koster, René, 2022. "Business transformation in an age of turbulence – Lessons learned from COVID-19," Technological Forecasting and Social Change, Elsevier, vol. 176(C).
    49. Alyahya, Mansour & Agag, Gomaa & Aliedan, Meqbel & Abdelmoety, Ziad H., 2023. "A cross-cultural investigation of the relationship between eco-innovation and customers boycott behaviour," Journal of Retailing and Consumer Services, Elsevier, vol. 72(C).
    50. Hsu, Chin-Lung & Lin, Judy Chuan-Chuan, 2023. "Understanding the user satisfaction and loyalty of customer service chatbots," Journal of Retailing and Consumer Services, Elsevier, vol. 71(C).
    51. Alyahya, Mansour & Agag, Gomaa & Aliedan, Meqbel & Abdelmoety, Ziad Hassan & Daher, Maya Mostafa, 2023. "A sustainable step forward: Understanding factors affecting customers’ behaviour to purchase remanufactured products," Journal of Retailing and Consumer Services, Elsevier, vol. 70(C).
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