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Drivers and impact of big data analytic adoption in the retail industry: A quantitative investigation applying structural equation modeling

Author

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  • Lutfi, Abdalwali
  • Alrawad, Mahmaod
  • Alsyouf, Adi
  • Almaiah, Mohammed Amin
  • Al-Khasawneh, Ahmad
  • Al-Khasawneh, Akif Lutfi
  • Alshira'h, Ahmad Farhan
  • Alshirah, Malek Hamed
  • Saad, Mohamed
  • Ibrahim, Nahla

Abstract

Big data analytics (BDA) adoption has gained attention in both practical and theoretical circles owing to the opportunities and advantages that can be reaped from it. In theory, the majority of researchers have evidenced the benefits of BDA, although barriers to its adoption have also been mentioned. This study draws upon the technology-organisation-environment framework and resource-based view theory to propose an integrated model that examines the drivers and impact of BDA adoption in the retail industry in Jordan. The proposed single model encapsulates the aspects of BDA adoption and performance. The study makes use of an online questionnaire survey to collect the required data, and the research model is eventually validated based on 132 responses gathered from the retail industry in Jordan. The findings highlight two major observations. The first is that relative advantage, organisational readiness, top management support, government support, data variety and data velocity all have a significant influence over BDA adoption. The second observation is that a significant association exists between BDA adoption and firm performance, providing information on the way firms can enhance their BDA adoption for enhanced performance. This study contributes to literature dedicated to examining BDA in terms of its drivers and impact on performance and can be used as a reference in developing nations.

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  • Lutfi, Abdalwali & Alrawad, Mahmaod & Alsyouf, Adi & Almaiah, Mohammed Amin & Al-Khasawneh, Ahmad & Al-Khasawneh, Akif Lutfi & Alshira'h, Ahmad Farhan & Alshirah, Malek Hamed & Saad, Mohamed & Ibrahim, 2023. "Drivers and impact of big data analytic adoption in the retail industry: A quantitative investigation applying structural equation modeling," Journal of Retailing and Consumer Services, Elsevier, vol. 70(C).
    • Handle: RePEc:eee:joreco:v:70:y:2023:i:c:s0969698922002223
    DOI: 10.1016/j.jretconser.2022.103129
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    1. Park, Jong-Hyun & Kim, Moon-Koo & Paik, Jong-Hyun, 2015. "The Factors of Technology, Organization and Environment Influencing the Adoption and Usage of Big Data in Korean Firms," 26th European Regional ITS Conference, Madrid 2015 127173, International Telecommunications Society (ITS).
    2. Thomas C. Powell, 1995. "Total quality management as competitive advantage: A review and empirical study," Strategic Management Journal, Wiley Blackwell, vol. 16(1), pages 15-37.
    3. Youssef, Mayada Abd El-Aziz & Eid, Riyad & Agag, Gomaa, 2022. "Cross-national differences in big data analytics adoption in the retail industry," Journal of Retailing and Consumer Services, Elsevier, vol. 64(C).
    4. Abdalwali Lutfi & Manaf Al-Okaily & Adi Alsyouf & Mahmaod Alrawad, 2022. "Evaluating the D&M IS Success Model in the Context of Accounting Information System and Sustainable Decision Making," Sustainability, MDPI, vol. 14(13), pages 1-17, July.
    5. Abdalwali Lutfi & Adi Alsyouf & Mohammed Amin Almaiah & Mahmaod Alrawad & Ahmed Abdullah Khalil Abdo & Akif Lutfi Al-Khasawneh & Nahla Ibrahim & Mohamed Saad, 2022. "Factors Influencing the Adoption of Big Data Analytics in the Digital Transformation Era: Case Study of Jordanian SMEs," Sustainability, MDPI, vol. 14(3), pages 1-17, February.
    6. Nam, Dalwoo & Lee, Junyeong & Lee, Heeseok, 2019. "Business analytics adoption process: An innovation diffusion perspective," International Journal of Information Management, Elsevier, vol. 49(C), pages 411-423.
    7. Abdalwali Lutfi & Mohamed Saad & Mohammed Amin Almaiah & Abdallah Alsaad & Ahmad Al-Khasawneh & Mahmaod Alrawad & Adi Alsyouf & Akif Lutfi Al-Khasawneh, 2022. "Actual Use of Mobile Learning Technologies during Social Distancing Circumstances: Case Study of King Faisal University Students," Sustainability, MDPI, vol. 14(12), pages 1-18, June.
    8. Božič, Katerina & Dimovski, Vlado, 2019. "Business intelligence and analytics for value creation: The role of absorptive capacity," International Journal of Information Management, Elsevier, vol. 46(C), pages 93-103.
    9. Ghasemaghaei, Maryam, 2021. "Understanding the impact of big data on firm performance: The necessity of conceptually differentiating among big data characteristics," International Journal of Information Management, Elsevier, vol. 57(C).
    10. Abdalwali Lutfi, 2022. "Factors Influencing the Continuance Intention to Use Accounting Information System in Jordanian SMEs from the Perspectives of UTAUT: Top Management Support and Self-Efficacy as Predictor Factors," Economies, MDPI, vol. 10(4), pages 1-17, March.
    11. Maroufkhani, Parisa & Tseng, Ming-Lang & Iranmanesh, Mohammad & Ismail, Wan Khairuzzaman Wan & Khalid, Haliyana, 2020. "Big data analytics adoption: Determinants and performances among small to medium-sized enterprises," International Journal of Information Management, Elsevier, vol. 54(C).
    12. Adi Alsyouf & Ra’ed Masa’deh & Moteb Albugami & Mohammad Al-Bsheish & Abdalwali Lutfi & Nizar Alsubahi, 2021. "Risk of Fear and Anxiety in Utilising Health App Surveillance Due to COVID-19: Gender Differences Analysis," Risks, MDPI, vol. 9(10), pages 1-19, October.
    13. Aversa, Joseph & Hernandez, Tony & Doherty, Sean, 2021. "Incorporating big data within retail organizations: A case study approach," Journal of Retailing and Consumer Services, Elsevier, vol. 60(C).
    14. Maria Ijaz Baig & Liyana Shuib & Elaheh Yadegaridehkordi, 2021. "A Model for Decision-Makers’ Adoption of Big Data in the Education Sector," Sustainability, MDPI, vol. 13(24), pages 1-29, December.
    15. Perdana, Arif & Lee, Hwee Hoon & Koh, SzeKee & Arisandi, Desi, 2022. "Data analytics in small and mid-size enterprises: Enablers and inhibitors for business value and firm performance," International Journal of Accounting Information Systems, Elsevier, vol. 44(C).
    16. Chih-Hung Hsu & Ming-Ge Li & Ting-Yi Zhang & An-Yuan Chang & Shu-Zhen Shangguan & Wan-Ling Liu, 2022. "Deploying Big Data Enablers to Strengthen Supply Chain Resilience to Mitigate Sustainable Risks Based on Integrated HOQ-MCDM Framework," Mathematics, MDPI, vol. 10(8), pages 1-35, April.
    17. 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.
    18. Gandomi, Amir & Haider, Murtaza, 2015. "Beyond the hype: Big data concepts, methods, and analytics," International Journal of Information Management, Elsevier, vol. 35(2), pages 137-144.
    19. Shirdastian, Hamid & Laroche, Michel & Richard, Marie-Odile, 2019. "Using big data analytics to study brand authenticity sentiments: The case of Starbucks on Twitter," International Journal of Information Management, Elsevier, vol. 48(C), pages 291-307.
    20. Rolando Gonzales & Jonathan Wareham & Jaime Serida, 2015. "Measuring the Impact of Data Warehouse and Business Intelligence on Enterprise Performance in Peru: A Developing Country," Journal of Global Information Technology Management, Taylor & Francis Journals, vol. 18(3), pages 162-187, July.
    21. Ghasemaghaei, Maryam & Calic, Goran, 2019. "Does big data enhance firm innovation competency? The mediating role of data-driven insights," Journal of Business Research, Elsevier, vol. 104(C), pages 69-84.
    22. Mahmaod Alrawad & Abdalwali Lutfi & Sundus Alyatama & Ibrahim A. Elshaer & Mohammed Amin Almaiah, 2022. "Perception of Occupational and Environmental Risks and Hazards among Mineworkers: A Psychometric Paradigm Approach," IJERPH, MDPI, vol. 19(6), pages 1-12, March.
    23. Mikalef, Patrick & Boura, Maria & Lekakos, George & Krogstie, John, 2019. "Big data analytics and firm performance: Findings from a mixed-method approach," Journal of Business Research, Elsevier, vol. 98(C), pages 261-276.
    24. Aleš Popovič & Ray Hackney & Rana Tassabehji & Mauro Castelli, 2018. "The impact of big data analytics on firms’ high value business performance," Information Systems Frontiers, Springer, vol. 20(2), pages 209-222, April.
    25. Adi Alsyouf & Abdalwali Lutfi & Mohammad Al-Bsheish & Mu’taman Jarrar & Khalid Al-Mugheed & Mohammed Amin Almaiah & Fahad Nasser Alhazmi & Ra’ed Masa’deh & Rami J. Anshasi & Abdallah Ashour, 2022. "Exposure Detection Applications Acceptance: The Case of COVID-19," IJERPH, MDPI, vol. 19(12), pages 1-26, June.
    26. Abdalwali Lutfi & Akif Lutfi Al-Khasawneh & Mohammed Amin Almaiah & Adi Alsyouf & Mahmaod Alrawad, 2022. "Business Sustainability of Small and Medium Enterprises during the COVID-19 Pandemic: The Role of AIS Implementation," Sustainability, MDPI, vol. 14(9), pages 1-20, April.
    27. Ahmad Farhan Alshira’h & Moh’d Alsqour & Abdalwali Lutfi & Adi Alsyouf & Malek Alshirah, 2020. "A Socio-Economic Model of Sales Tax Compliance," Economies, MDPI, vol. 8(4), pages 1-15, October.
    28. Kevin Zhu & Kenneth L. Kraemer & Sean Xu, 2006. "The Process of Innovation Assimilation by Firms in Different Countries: A Technology Diffusion Perspective on E-Business," Management Science, INFORMS, vol. 52(10), pages 1557-1576, October.
    29. Gupta, Shivam & Kar, Arpan Kumar & Baabdullah, Abdullah & Al-Khowaiter, Wassan A.A., 2018. "Big data with cognitive computing: A review for the future," International Journal of Information Management, Elsevier, vol. 42(C), pages 78-89.
    30. Wamba, Samuel Fosso & Gunasekaran, Angappa & Akter, Shahriar & Ren, Steven Ji-fan & Dubey, Rameshwar & Childe, Stephen J., 2017. "Big data analytics and firm performance: Effects of dynamic capabilities," Journal of Business Research, Elsevier, vol. 70(C), pages 356-365.
    31. Siti Norida Wahab & Muhammad Iskandar Hamzah & Nazura Mohamed Sayuti & Wei Chern Lee & Say Yik Tan, 2021. "Big data analytics adoption: an empirical study in the Malaysian warehousing sector," International Journal of Logistics Systems and Management, Inderscience Enterprises Ltd, vol. 40(1), pages 121-144.
    32. Abdalwali Lutfi & Ahmad Farhan Alshira’h & Malek Hamed Alshirah & Manaf Al-Okaily & Hamza Alqudah & Mohamed Saad & Nahla Ibrahim & Osama Abdelmaksoud, 2022. "Antecedents and Impacts of Enterprise Resource Planning System Adoption among Jordanian SMEs," Sustainability, MDPI, vol. 14(6), pages 1-18, March.
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    Cited by:

    1. Bernardo Gala-Velásquez & Américo Hurtado-Palomino & Angela Y. Arredondo-Salas, 2023. "Organisational Flexibility and Innovation Performance: The Moderating Role of Management Support," Global Journal of Flexible Systems Management, Springer;Global Institute of Flexible Systems Management, vol. 24(2), pages 219-234, June.
    2. Garrouch, Karim & Ghali, Zohra, 2023. "On linking the perceived values of mobile shopping apps, customer well-being, and customer citizenship behavior: Moderating role of customer intimacy," Journal of Retailing and Consumer Services, Elsevier, vol. 74(C).

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