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The path to digital maturity: A cluster analysis of the retail industry in an emerging economy

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  • Pinto, Marcelo Rezende
  • Salume, Paula Karina
  • Barbosa, Marcelo Werneck
  • de Sousa, Paulo Renato

Abstract

This study identifies dimensions that characterize retail companies' digital maturity, clustering them into distinct levels and placing them on a path toward maturity. A quantitative methodology was used, during which strategic-level managers of Brazilian retail companies completed an electronic questionnaire. Cluster analysis was used to identify digital maturity levels. Five maturity dimensions—strategy, market, operations, culture, and technology—separate companies across maturity levels, with no dimension systematically achieving higher scores. Higher average scores for the culture dimension were found, which supports that culture is a driver of digital transformation. Larger companies were part of the cluster of digitally mature firms, and companies with lower digital maturity required greater investment in strategy and operations. This study characterizes the Brazilian retail sector in terms of digital maturity, which might be similar to other emerging economies. This study's theoretical contributions are grounded by dynamics capabilities theory, suggesting that a company must develop capabilities related to five dimensions to achieve digital maturity, and thus competitive advantages. This study proposes a framework based on the structure-conduct-paradigm, which future research should explore further.

Suggested Citation

  • Pinto, Marcelo Rezende & Salume, Paula Karina & Barbosa, Marcelo Werneck & de Sousa, Paulo Renato, 2023. "The path to digital maturity: A cluster analysis of the retail industry in an emerging economy," Technology in Society, Elsevier, vol. 72(C).
    • Handle: RePEc:eee:teinso:v:72:y:2023:i:c:s0160791x22003323
    DOI: 10.1016/j.techsoc.2022.102191
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    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. Kumar, V. & Anand, Ankit & Song, Hyunseok, 2017. "Future of Retailer Profitability: An Organizing Framework," Journal of Retailing, Elsevier, vol. 93(1), pages 96-119.
    3. Grewal, Dhruv & Roggeveen, Anne L. & Nordfält, Jens, 2017. "The Future of Retailing," Journal of Retailing, Elsevier, vol. 93(1), pages 1-6.
    4. Hess, Thomas & Matt, Christian & Benlian, Alexander & Wiesböck, Florian, 2016. "Options for Formulating a Digital Transformation Strategy," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 81032, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    5. Wu, Liang & Liu, Heng & Zhang, Jianqi, 2017. "Bricolage effects on new-product development speed and creativity: The moderating role of technological turbulence," Journal of Business Research, Elsevier, vol. 70(C), pages 127-135.
    6. Caiado, Rodrigo Goyannes Gusmão & Scavarda, Luiz Felipe & Gavião, Luiz Octávio & Ivson, Paulo & Nascimento, Daniel Luiz de Mattos & Garza-Reyes, Jose Arturo, 2021. "A fuzzy rule-based industry 4.0 maturity model for operations and supply chain management," International Journal of Production Economics, Elsevier, vol. 231(C).
    7. Annarelli, Alessandro & Battistella, Cinzia & Nonino, Fabio & Parida, Vinit & Pessot, Elena, 2021. "Literature review on digitalization capabilities: Co-citation analysis of antecedents, conceptualization and consequences," Technological Forecasting and Social Change, Elsevier, vol. 166(C).
    8. Alsufyani, Nujud & Gill, Asif Qumer, 2022. "Digitalisation performance assessment: A systematic review," Technology in Society, Elsevier, vol. 68(C).
    9. Patrice Cottet & Marie-Christine Lichtlé & V. Plichon, 2006. "The role of value in services: a study in a retail environment," Post-Print halshs-00109476, HAL.
    10. Khan, Ikram Ullah, 2022. "How does culture influence digital banking? A comparative study based on the unified model," Technology in Society, Elsevier, vol. 68(C).
    11. Nambisan, Satish & Wright, Mike & Feldman, Maryann, 2019. "The digital transformation of innovation and entrepreneurship: Progress, challenges and key themes," Research Policy, Elsevier, vol. 48(8), pages 1-1.
    12. Guillermo Rodríguez-Abitia & Graciela Bribiesca-Correa, 2021. "Assessing Digital Transformation in Universities," Future Internet, MDPI, vol. 13(2), pages 1-16, February.
    13. Cruz-Cárdenas, Jorge & Zabelina, Ekaterina & Guadalupe-Lanas, Jorge & Palacio-Fierro, Andrés & Ramos-Galarza, Carlos, 2021. "COVID-19, consumer behavior, technology, and society: A literature review and bibliometric analysis," Technological Forecasting and Social Change, Elsevier, vol. 173(C).
    14. Rafael, Lizarralde Dorronsoro & Jaione, Ganzarain Epelde & Cristina, López & Ibon, Serrano Lasa, 2020. "An Industry 4.0 maturity model for machine tool companies," Technological Forecasting and Social Change, Elsevier, vol. 159(C).
    15. AlNuaimi, Bader K. & Kumar Singh, Sanjay & Ren, Shuang & Budhwar, Pawan & Vorobyev, Dmitriy, 2022. "Mastering digital transformation: The nexus between leadership, agility, and digital strategy," Journal of Business Research, Elsevier, vol. 145(C), pages 636-648.
    16. Kathleen M. Eisenhardt & Jeffrey A. Martin, 2000. "Dynamic capabilities: what are they?," Strategic Management Journal, Wiley Blackwell, vol. 21(10‐11), pages 1105-1121, October.
    17. Verhoef, Peter C. & Broekhuizen, Thijs & Bart, Yakov & Bhattacharya, Abhi & Qi Dong, John & Fabian, Nicolai & Haenlein, Michael, 2021. "Digital transformation: A multidisciplinary reflection and research agenda," Journal of Business Research, Elsevier, vol. 122(C), pages 889-901.
    18. García-Villaverde, Pedro M. & Rodrigo-Alarcón, Job & Parra-Requena, Gloria & Ruiz-Ortega, María José, 2018. "Technological dynamism and entrepreneurial orientation: The heterogeneous effects of social capital," Journal of Business Research, Elsevier, vol. 83(C), pages 51-64.
    19. Mettler, Tobias & Pinto, Roberto, 2018. "Evolutionary paths and influencing factors towards digital maturity: An analysis of the status quo in Swiss hospitals," Technological Forecasting and Social Change, Elsevier, vol. 133(C), pages 104-117.
    20. Ghosh, Swapan & Hughes, Mat & Hodgkinson, Ian & Hughes, Paul, 2022. "Digital transformation of industrial businesses: A dynamic capability approach," Technovation, Elsevier, vol. 113(C).
    21. Claudio Sassanelli & Sergio Terzi, 2022. "The D-BEST Reference Model: A Flexible and Sustainable Support for the Digital Transformation of Small and Medium Enterprises," Global Journal of Flexible Systems Management, Springer;Global Institute of Flexible Systems Management, vol. 23(3), pages 345-370, September.
    22. Hess, Thomas & Matt, Christian & Benlian, Alexander & Wiesböck, Florian, 2016. "Options for Formulating a Digital Transformation Strategy," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 82423, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    23. Lioutas, Evagelos D. & Charatsari, Chrysanthi & De Rosa, Marcello, 2021. "Digitalization of agriculture: A way to solve the food problem or a trolley dilemma?," Technology in Society, Elsevier, vol. 67(C).
    24. 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.
    25. Kipper, Liane Mahlmann & Iepsen, Sandra & Dal Forno, Ana Julia & Frozza, Rejane & Furstenau, Leonardo & Agnes, Jéssica & Cossul, Danielli, 2021. "Scientific mapping to identify competencies required by industry 4.0," Technology in Society, Elsevier, vol. 64(C).
    26. Matthias Hauser & Sebastian A. Günther & Christoph M. Flath & Frédéric Thiesse, 2019. "Towards Digital Transformation in Fashion Retailing: A Design-Oriented IS Research Study of Automated Checkout Systems," Business & Information Systems Engineering: The International Journal of WIRTSCHAFTSINFORMATIK, Springer;Gesellschaft für Informatik e.V. (GI), vol. 61(1), pages 51-66, February.
    27. Filipe Baumeister & Marcelo Werneck Barbosa & Rodrigo Richard Gomes, 2020. "What Is Required to Be a Data Scientist?: Analyzing Job Descriptions With Centering Resonance Analysis," International Journal of Human Capital and Information Technology Professionals (IJHCITP), IGI Global, vol. 11(4), pages 21-40, October.
    28. Anna Irimiás & Ariel Mitev, 2020. "Change Management, Digital Maturity, and Green Development: Are Successful Firms Leveraging on Sustainability?," Sustainability, MDPI, vol. 12(10), pages 1-13, May.
    29. 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.
    30. Barrutia, Jose M. & Echebarria, Carmen, 2021. "Effect of the COVID-19 pandemic on public managers’ attitudes toward digital transformation," Technology in Society, Elsevier, vol. 67(C).
    31. Pantano, Eleonora & Priporas, Constantinos-Vasilios & Stylos, Nikolaos, 2018. "Knowledge Push Curve (KPC) in retailing: Evidence from patented innovations analysis affecting retailers' competitiveness," Journal of Retailing and Consumer Services, Elsevier, vol. 44(C), pages 150-160.
    32. 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.
    33. Iivari, Netta & Sharma, Sumita & Ventä-Olkkonen, Leena, 2020. "Digital transformation of everyday life – How COVID-19 pandemic transformed the basic education of the young generation and why information management research should care?," International Journal of Information Management, Elsevier, vol. 55(C).
    34. Roman Teichert, 2019. "Digital Transformation Maturity: A Systematic Review of Literature," Acta Universitatis Agriculturae et Silviculturae Mendelianae Brunensis, Mendel University Press, vol. 67(6), pages 1673-1687.
    35. Matthess, Marcel & Kunkel, Stefanie, 2020. "Structural change and digitalization in developing countries: Conceptually linking the two transformations," Technology in Society, Elsevier, vol. 63(C).
    36. Jarosław Brodny & Magdalena Tutak, 2021. "Assessing the level of digital maturity of enterprises in the Central and Eastern European countries using the MCDM and Shannon’s entropy methods," PLOS ONE, Public Library of Science, vol. 16(7), pages 1-38, July.
    37. Jiang, Yangyang & Stylos, Nikolaos, 2021. "Triggers of consumers’ enhanced digital engagement and the role of digital technologies in transforming the retail ecosystem during COVID-19 pandemic," Technological Forecasting and Social Change, Elsevier, vol. 172(C).
    38. Filotto, Umberto & Caratelli, Massimo & Fornezza, Fabrizio, 2021. "Shaping the digital transformation of the retail banking industry. Empirical evidence from Italy," European Management Journal, Elsevier, vol. 39(3), pages 366-375.
    39. Ostmeier, Esther & Strobel, Maria, 2022. "Building skills in the context of digital transformation: How industry digital maturity drives proactive skill development," Journal of Business Research, Elsevier, vol. 139(C), pages 718-730.
    40. Charrad, Malika & Ghazzali, Nadia & Boiteau, Véronique & Niknafs, Azam, 2014. "NbClust: An R Package for Determining the Relevant Number of Clusters in a Data Set," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 61(i06).
    41. Porfírio, José António & Carrilho, Tiago & Felício, José Augusto & Jardim, Jacinto, 2021. "Leadership characteristics and digital transformation," Journal of Business Research, Elsevier, vol. 124(C), pages 610-619.
    42. Fletcher, Gordon & Griffiths, Marie, 2020. "Digital transformation during a lockdown," International Journal of Information Management, Elsevier, vol. 55(C).
    43. Dekimpe, Marnik G., 2020. "Retailing and retailing research in the age of big data analytics," International Journal of Research in Marketing, Elsevier, vol. 37(1), pages 3-14.
    44. Marcelo Werneck Barbosa & Marcelo Bronzo Ladeira & Paulo Renato de Sousa & Marcos Paulo Valadares de Oliveira, 2022. "Supply chain collaboration and organisational performance: the effects of big data analytics capabilities, technological dynamism, and competitive intensity," International Journal of Business Environment, Inderscience Enterprises Ltd, vol. 13(4), pages 358-391.
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