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The illusion of data-driven decision making – The mediating effect of digital orientation and controllers’ added value in explaining organizational implications of advanced analytics

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  • Ágnes Szukits

    (Corvinus University of Budapest)

Abstract

This study extends existing research on the implications of advanced analytics. Drawing on organizational information processing theory (OIPT), hypotheses are developed for the relationships between information technology orientation, the use of advanced analytical techniques, the ability of information to be utilized in a decision context, and data-driven decision-making. Using survey data from 176 medium-sized and large firms, a mediator model was proposed and tested with structural equation modelling. The data show that the significant direct effect of technology orientation on analytical practice is greatly enhanced by the digital orientation of the firms. As suggested by OIPT, controllers are argued to act as integrators in the sense-making of data-centric mechanisms. The results of the model indicate that the added value of controllers mediates the effect of advanced analytics on the ability of analytical information to be utilized in a decision context. Importantly, the data did not corroborate any relationship between the extent to which available information is able to support decision making and reliance on this information in the decision-making process. It suggests that the strengthening of data-driven decision-making does not overshadow intuition, as assumed based on the expected opposite movement of the two variables. This finding shows the importance of a more detailed and theoretically grounded investigation on how advances in analytical capabilities are (not) changing managerial decision-making processes.

Suggested Citation

  • Ágnes Szukits, 2022. "The illusion of data-driven decision making – The mediating effect of digital orientation and controllers’ added value in explaining organizational implications of advanced analytics," Journal of Management Control: Zeitschrift für Planung und Unternehmenssteuerung, Springer, vol. 33(3), pages 403-446, September.
    • Handle: RePEc:spr:jmgtco:v:33:y:2022:i:3:d:10.1007_s00187-022-00343-w
    DOI: 10.1007/s00187-022-00343-w
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    as
    1. Knudsen, Dan-Richard, 2020. "Elusive boundaries, power relations, and knowledge production: A systematic review of the literature on digitalization in accounting," International Journal of Accounting Information Systems, Elsevier, vol. 36(C).
    2. Cao, Guangming & Duan, Yanqing & Cadden, Trevor, 2019. "The link between information processing capability and competitive advantage mediated through decision-making effectiveness," International Journal of Information Management, Elsevier, vol. 44(C), pages 121-131.
    3. Thorsten Knauer & Nicole Nikiforow & Sebastian Wagener, 2020. "Determinants of information system quality and data quality in management accounting," Journal of Management Control: Zeitschrift für Planung und Unternehmenssteuerung, Springer, vol. 31(1), pages 97-121, April.
    4. Michela Arnaboldi, 2018. "The Missing Variable in Big Data for Social Sciences: The Decision-Maker," Sustainability, MDPI, vol. 10(10), pages 1-18, September.
    5. Yolande E. Chan & Sid L. Huff & Donald W. Barclay & Duncan G. Copeland, 1997. "Business Strategic Orientation, Information Systems Strategic Orientation, and Strategic Alignment," Information Systems Research, INFORMS, vol. 8(2), pages 125-150, June.
    6. Riedl, René & Benlian, Alexander & Hess, Thomas & Stelzer, Dirk & Sikora, Hermann, 2017. "On the Relationship Between Information Management and Digitalization," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 89963, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    7. Nitzl, Christian, 2016. "The use of partial least squares structural equation modelling (PLS-SEM) in management accounting research: Directions for future theory development," Journal of Accounting Literature, Elsevier, vol. 37(C), pages 19-35.
    8. Oesterreich, Thuy Duong & Teuteberg, Frank & Bensberg, Frank & Buscher, Gandalf, 2019. "The controlling profession in the digital age: Understanding the impact of digitisation on the controller's job roles, skills and competences," International Journal of Accounting Information Systems, Elsevier, vol. 35(C).
    9. Scapens, Robert W., 2006. "Understanding management accounting practices: A personal journey," The British Accounting Review, Elsevier, vol. 38(1), pages 1-30.
    10. 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.
    11. Robert Scapens & Mostafa Jazayeri, 2003. "ERP systems and management accounting change: opportunities or impacts? A research note," European Accounting Review, Taylor & Francis Journals, vol. 12(1), pages 201-233.
    12. Rafael Heinzelmann, 2018. "Occupational identities of management accountants: the role of the IT system," Journal of Applied Accounting Research, Emerald Group Publishing Limited, vol. 19(4), pages 465-482, November.
    13. Rameshwar Dubey & Angappa Gunasekaran & Stephen J. Childe & Samuel Fosso Wamba & David Roubaud & Cyril Foropon, 2021. "Empirical investigation of data analytics capability and organizational flexibility as complements to supply chain resilience," International Journal of Production Research, Taylor & Francis Journals, vol. 59(1), pages 110-128, January.
    14. Erik Brynjolfsson & Kristina McElheran, 2016. "The Rapid Adoption of Data-Driven Decision-Making," American Economic Review, American Economic Association, vol. 106(5), pages 133-139, May.
    15. Choudhury, Nandan, 1988. "The seeking of accounting where it is not: Towards a theory of non-accounting in organizational settings," Accounting, Organizations and Society, Elsevier, vol. 13(6), pages 549-557, October.
    16. Timur Pasch, 2019. "Strategy and innovation: the mediating role of management accountants and management accounting systems’ use," Journal of Management Control: Zeitschrift für Planung und Unternehmenssteuerung, Springer, vol. 30(2), pages 213-246, July.
    17. Richard L. Daft & Robert H. Lengel, 1986. "Organizational Information Requirements, Media Richness and Structural Design," Management Science, INFORMS, vol. 32(5), pages 554-571, May.
    18. Alnoor Bhimani, 2020. "Digital data and management accounting: why we need to rethink research methods," Journal of Management Control: Zeitschrift für Planung und Unternehmenssteuerung, Springer, vol. 31(1), pages 9-23, April.
    19. Rikhardsson, Pall & Yigitbasioglu, Ogan, 2018. "Business intelligence & analytics in management accounting research: Status and future focus," International Journal of Accounting Information Systems, Elsevier, vol. 29(C), pages 37-58.
    20. Janssen, Marijn & van der Voort, Haiko & Wahyudi, Agung, 2017. "Factors influencing big data decision-making quality," Journal of Business Research, Elsevier, vol. 70(C), pages 338-345.
    21. Michael J. Tippins & Ravipreet S. Sohi, 2003. "IT competency and firm performance: is organizational learning a missing link?," Strategic Management Journal, Wiley Blackwell, vol. 24(8), pages 745-761, August.
    22. Alexandre Moeuf & Samir Lamouri & Robert Pellerin & Simon Tamayo-Giraldo & Estefania Tobon-Valencia & Romain Eburdy, 2020. "Identification of critical success factors, risks and opportunities of Industry 4.0 in SMEs," International Journal of Production Research, Taylor & Francis Journals, vol. 58(5), pages 1384-1400, March.
    23. Appelbaum, Deniz & Kogan, Alexander & Vasarhelyi, Miklos & Yan, Zhaokai, 2017. "Impact of business analytics and enterprise systems on managerial accounting," International Journal of Accounting Information Systems, Elsevier, vol. 25(C), pages 29-44.
    24. Mareike Bergmann & Christian Brück & Thorsten Knauer & Anja Schwering, 2020. "Digitization of the budgeting process: determinants of the use of business analytics and its effect on satisfaction with the budgeting process," Journal of Management Control: Zeitschrift für Planung und Unternehmenssteuerung, Springer, vol. 31(1), pages 25-54, April.
    25. Shmueli, Galit & Ray, Soumya & Velasquez Estrada, Juan Manuel & Chatla, Suneel Babu, 2016. "The elephant in the room: Predictive performance of PLS models," Journal of Business Research, Elsevier, vol. 69(10), pages 4552-4564.
    26. Xinshu Zhao & John G. Lynch & Qimei Chen, 2010. "Reconsidering Baron and Kenny: Myths and Truths about Mediation Analysis," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 37(2), pages 197-206, August.
    27. Jay R. Galbraith, 1974. "Organization Design: An Information Processing View," Interfaces, INFORMS, vol. 4(3), pages 28-36, May.
    28. John Burns & Gudrun Baldvinsdottir, 2005. "An institutional perspective of accountants' new roles - the interplay of contradictions and praxis," European Accounting Review, Taylor & Francis Journals, vol. 14(4), pages 725-757.
    29. Aydiner, Arafat Salih & Tatoglu, Ekrem & Bayraktar, Erkan & Zaim, Selim & Delen, Dursun, 2019. "Business analytics and firm performance: The mediating role of business process performance," Journal of Business Research, Elsevier, vol. 96(C), pages 228-237.
    30. Michael H. Zack, 1993. "Interactivity and Communication Mode Choice in Ongoing Management Groups," Information Systems Research, INFORMS, vol. 4(3), pages 207-239, September.
    31. Kowalczyk, Martin & Buxmann, Peter, 2014. "Big Data and Information Processing in Organizational Decision Processes: A Multiple Case Study," Publications of Darmstadt Technical University, Institute for Business Studies (BWL) 65730, Darmstadt Technical University, Department of Business Administration, Economics and Law, Institute for Business Studies (BWL).
    32. Gianluca Vitale & Sebastiano Cupertino & Angelo Riccaboni, 2020. "Big data and management control systems change: the case of an agricultural SME," Journal of Management Control: Zeitschrift für Planung und Unternehmenssteuerung, Springer, vol. 31(1), pages 123-152, April.
    33. Ravi Srinivasan & Morgan Swink, 2018. "An Investigation of Visibility and Flexibility as Complements to Supply Chain Analytics: An Organizational Information Processing Theory Perspective," Production and Operations Management, Production and Operations Management Society, vol. 27(10), pages 1849-1867, October.
    34. Roy-Ivar Andreassen, 2020. "Digital technology and changing roles: a management accountant’s dream or nightmare?," Journal of Management Control: Zeitschrift für Planung und Unternehmenssteuerung, Springer, vol. 31(3), pages 209-238, September.
    35. Maurice J. Lyver & Ta-Jung Lu, 2018. "Sustaining Innovation Performance in SMEs: Exploring the Roles of Strategic Entrepreneurship and IT Capabilities," Sustainability, MDPI, vol. 10(2), pages 1-27, February.
    36. Covin, Jeffrey G. & Slevin, Dennis P. & Heeley, Michael B., 2001. "Strategic decision making in an intuitive vs. technocratic mode: structural and environmental considerations," Journal of Business Research, Elsevier, vol. 52(1), pages 51-67, April.
    37. Michela Arnaboldi & Cristiano Busco & Suresh Cuganesan, 2017. "Accounting, accountability, social media and big data: revolution or hype?," Accounting, Auditing & Accountability Journal, Emerald Group Publishing Limited, vol. 30(4), pages 762-776, May.
    38. Frank G.H. Hartmann & Victor S. Maas, 2011. "The effects of uncertainty on the roles of controllers and budgets: an exploratory study," Accounting and Business Research, Taylor & Francis Journals, vol. 41(5), pages 439-458, December.
    39. Valerie Botta-Genoulaz & Pierre-Alain Millet & Bernard Grabot, 2005. "A survey on the recent research literature on ERP systems," Post-Print hal-00392165, HAL.
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    More about this item

    Keywords

    Advanced analytics; Data-driven decision making; Technology orientation; Digital orientation; Controllers’ added value;
    All these keywords.

    JEL classification:

    • M10 - Business Administration and Business Economics; Marketing; Accounting; Personnel Economics - - Business Administration - - - General
    • M15 - Business Administration and Business Economics; Marketing; Accounting; Personnel Economics - - Business Administration - - - IT Management

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