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Developing a decision tree to improve a maturity model’s usability: an example for digital work maturity

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  • Pooria Jafari

    (Ghent University)

  • Amy Looy

    (Ghent University)

Abstract

The growth of today’s digitalization trend goes along with an active and influential role of other fundamental factors in organizational development (e.g., people, processes). Excelling in these factors boosts efficiency and helps achieve strategic goals, for which support is needed. In recent years, studies concentrate on organizational maturity to describe (and sometimes prescribe) how to gradually progress along these factors by means of different maturity levels. However, those studies focus on examining a set of factors influencing maturity (such as the digitalization of work practices), but are not necessarily comprehensive in factors and sometimes fail to offer concrete measurement instruments for various application purposes. Novelty in our study resides in scrutinizing whether a decision tree approach can help organizations in quickly assessing their current maturity level in addition to the conventional ways of maturity model measurement or scale development studies. We select one maturity model (MM) in this domain and build a decision tree to distinguish an organization’s current maturity level of digital work. We also examine our proposed method in two rounds of a field study within a large public sector organization. Our objective is twofold. First, we extend an existing MM in a relevant domain for which a self-assessment instrument is still lacking. Secondly, from a design-science research perspective, we explore an alternative approach to build and test a straightforward self-assessment artefact in order to extend the literature from a methodological point of view. As a result, practitioners can profit from the provided and easy-to-use self-assessment instrument when digitalizing their work practices.

Suggested Citation

  • Pooria Jafari & Amy Looy, 2025. "Developing a decision tree to improve a maturity model’s usability: an example for digital work maturity," Information Systems and e-Business Management, Springer, vol. 23(2), pages 539-576, June.
  • Handle: RePEc:spr:infsem:v:23:y:2025:i:2:d:10.1007_s10257-024-00698-8
    DOI: 10.1007/s10257-024-00698-8
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    References listed on IDEAS

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    1. Dittes, Sven & Richter, Shahper & Richter, Alexander & Smolnik, Stefan, 2019. "Toward the workplace of the future: How organizations can facilitate digital work," Business Horizons, Elsevier, vol. 62(5), pages 649-661.
    2. Jonathan Wareham & Paul B. Fox & Josep Lluís Cano Giner, 2014. "Technology Ecosystem Governance," Organization Science, INFORMS, vol. 25(4), pages 1195-1215, August.
    3. Jarrahi, Mohammad Hossein, 2018. "Artificial intelligence and the future of work: Human-AI symbiosis in organizational decision making," Business Horizons, Elsevier, vol. 61(4), pages 577-586.
    4. Swen Nadkarni & Reinhard Prügl, 2021. "Digital transformation: a review, synthesis and opportunities for future research," Management Review Quarterly, Springer, vol. 71(2), pages 233-341, April.
    5. Amy Van Looy & Peter Trkman & Els Clarysse, 2022. "A Configuration Taxonomy of Business Process Orientation," Business & Information Systems Engineering: The International Journal of WIRTSCHAFTSINFORMATIK, Springer;Gesellschaft für Informatik e.V. (GI), vol. 64(2), pages 133-147, April.
    6. Kindermann, Bastian & Beutel, Sebastian & Garcia de Lomana, Gonzalo & Strese, Steffen & Bendig, David & Brettel, Malte, 2021. "Digital orientation: Conceptualization and operationalization of a new strategic orientation," European Management Journal, Elsevier, vol. 39(5), pages 645-657.
    7. Hernán Darío Cortés-Pérez & Manuela Escobar-Sierra & Rafael Galindo-Monsalve, 2023. "Influence of Lifestyle and Cultural Traits on the Willingness to Telework: A Case Study in the Aburrá Valley, Medellín, Colombia," Global Business Review, International Management Institute, vol. 24(1), pages 206-222, February.
    8. Paul Schneider, 2018. "Managerial challenges of Industry 4.0: an empirically backed research agenda for a nascent field," Review of Managerial Science, Springer, vol. 12(3), pages 803-848, July.
    9. Sascha Kraus & Paul Jones & Norbert Kailer & Alexandra Weinmann & Nuria Chaparro-Banegas & Norat Roig-Tierno, 2021. "Digital Transformation: An Overview of the Current State of the Art of Research," SAGE Open, , vol. 11(3), pages 21582440211, September.
    10. Jan Recker, 2013. "Scientific Research in Information Systems," Progress in IS, Springer, edition 127, number 978-3-642-30048-6.
    11. Jie Zhang & Zhisheng Chen, 2024. "Exploring Human Resource Management Digital Transformation in the Digital Age," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 15(1), pages 1482-1498, March.
    12. 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.
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