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Anticipatory innovation of professional services: The case of auditing and artificial intelligence

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  • Goto, Masashi

Abstract

With the rise of artificial intelligence (AI), professional services firms (PSFs) need to innovate their services to adapt to AI. However, traditional ad hoc innovations driven by individual professionals have limitations in incorporating new technology outside their expertise. Although service R&D—an organizational function for centralized coordination of service innovations in strategically targeted areas—is potentially effective, studies on service R&D have still been scarce. This case study aims to fill the gap by examining how PSFs can establish and utilize service R&D to innovate services, overcoming the challenges of AI adoption. An in-depth qualitative study was conducted on the process by which the Big Four audit firms incorporated AI into their external audit service in Japan in the 2010s. The analysis shows the detailed process of how newly created service R&D organizations advanced AI adoption in the case firms. This study contributes to the literature on innovations in services and PSFs by (1) demonstrating the neglected but critical role of service R&D as an innovation enabler beyond the existing expertise of service firms, (2) constructing a three-phase model of the evolution of the service R&D function, and (3) suggesting the significance of innovation process design for the legitimation of innovations. This study also expands our knowledge of AI adoption, presenting a process tailored to address the challenges inherent in AI adoption for PSFs.

Suggested Citation

  • Goto, Masashi, 2023. "Anticipatory innovation of professional services: The case of auditing and artificial intelligence," Research Policy, Elsevier, vol. 52(8).
    • Handle: RePEc:eee:respol:v:52:y:2023:i:8:s0048733323001129
    DOI: 10.1016/j.respol.2023.104828
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    1. Börjeson, Love & Löwstedt, Jan, 2017. "Accomplish change or causing hesitance – Developing practices in professional service firms," Scandinavian Journal of Management, Elsevier, vol. 33(3), pages 185-194.
    2. Faïz Gallouj, 2002. "Innovation in the Service Economy," Books, Edward Elgar Publishing, number 2391.
    3. Hidalgo, Antonio & D'Alvano, Luigi, 2014. "Service innovation: Inward and outward related activities and cooperation mode," Journal of Business Research, Elsevier, vol. 67(5), pages 698-703.
    4. Sørensen, Flemming & Sundbo, Jon & Mattsson, Jan, 2013. "Organisational conditions for service encounter-based innovation," Research Policy, Elsevier, vol. 42(8), pages 1446-1456.
    5. Yves Gendron & Michael Barrett, 2004. "Professionalization in Action: Accountants' Attempt at Building a Network of Support for the WebTrust Seal of Assurance," Contemporary Accounting Research, John Wiley & Sons, vol. 21(3), pages 563-602, September.
    6. Asakawa, Kazuhiro, 2001. "Organizational tension in international R&D management: the case of Japanese firms," Research Policy, Elsevier, vol. 30(5), pages 735-757, May.
    7. Lee, Yong Suk & Kim, Taekyun & Choi, Sukwoong & Kim, Wonjoon, 2022. "When does AI pay off? AI-adoption intensity, complementary investments, and R&D strategy," Technovation, Elsevier, vol. 118(C).
    8. Frey, Carl Benedikt & Osborne, Michael A., 2017. "The future of employment: How susceptible are jobs to computerisation?," Technological Forecasting and Social Change, Elsevier, vol. 114(C), pages 254-280.
    9. Bourke, Jane & Roper, Stephen & Love, James H., 2020. "Innovation in legal services: The practices that influence ideation and codification activities," Journal of Business Research, Elsevier, vol. 109(C), pages 132-147.
    10. Hipp, Christiane & Grupp, Hariolf, 2005. "Innovation in the service sector: The demand for service-specific innovation measurement concepts and typologies," Research Policy, Elsevier, vol. 34(4), pages 517-535, May.
    11. Kinkel, Steffen & Baumgartner, Marco & Cherubini, Enrica, 2022. "Prerequisites for the adoption of AI technologies in manufacturing – Evidence from a worldwide sample of manufacturing companies," Technovation, Elsevier, vol. 110(C).
    12. Bag, Surajit & Pretorius, Jan Ham Christiaan & Gupta, Shivam & Dwivedi, Yogesh K., 2021. "Role of institutional pressures and resources in the adoption of big data analytics powered artificial intelligence, sustainable manufacturing practices and circular economy capabilities," Technological Forecasting and Social Change, Elsevier, vol. 163(C).
    13. Mariani, Marcello M. & Machado, Isa & Magrelli, Vittoria & Dwivedi, Yogesh K., 2023. "Artificial intelligence in innovation research: A systematic review, conceptual framework, and future research directions," Technovation, Elsevier, vol. 122(C).
    14. Kapturkiewicz, Agata, 2022. "Varieties of Entrepreneurial Ecosystems: A comparative study of Tokyo and Bangalore," Research Policy, Elsevier, vol. 51(9).
    15. Yang, Chih-Hai, 2022. "How Artificial Intelligence Technology Affects Productivity and Employment: Firm-level Evidence from Taiwan," Research Policy, Elsevier, vol. 51(6).
    16. Hunt, Wil & Sarkar, Sudipa & Warhurst, Chris, 2022. "Measuring the impact of AI on jobs at the organization level: Lessons from a survey of UK business leaders," Research Policy, Elsevier, vol. 51(2).
    17. Jean Gadrey & Faïz Gallouj, 1998. "The Provider-Customer Interface in Business and Professional Services," The Service Industries Journal, Taylor & Francis Journals, vol. 18(2), pages 01-15, April.
    18. David M. Gann & Ammon Salter, 1998. "Learning and Innovation Management in Project-Based, Service-Enhanced Firms," International Journal of Innovation Management (ijim), World Scientific Publishing Co. Pte. Ltd., vol. 2(04), pages 431-454.
    19. de Jong, Jeroen P.J. & Marsili, Orietta, 2006. "The fruit flies of innovations: A taxonomy of innovative small firms," Research Policy, Elsevier, vol. 35(2), pages 213-229, March.
    20. Collinson, Simon C. & Wang, Rowena, 2012. "The evolution of innovation capability in multinational enterprise subsidiaries: Dual network embeddedness and the divergence of subsidiary specialisation in Taiwan," Research Policy, Elsevier, vol. 41(9), pages 1501-1518.
    21. Faïz Gallouj, 1997. "Towards a neo-Schumpeterian theory of innovation in services?," Science and Public Policy, Oxford University Press, vol. 24(6), pages 405-420, December.
    22. C. R. Hinings & John L. Brown & Royston Greenwood, 1991. "Change In An Autonomous Professional Organization," Journal of Management Studies, Wiley Blackwell, vol. 28(4), pages 375-393, July.
    23. Gann, David M. & Salter, Ammon J., 2000. "Innovation in project-based, service-enhanced firms: the construction of complex products and systems," Research Policy, Elsevier, vol. 29(7-8), pages 955-972, August.
    24. Criscuolo, Paola & Salter, Ammon & Sheehan, Tony, 2007. "Making knowledge visible: Using expert yellow pages to map capabilities in professional services firms," Research Policy, Elsevier, vol. 36(10), pages 1603-1619, December.
    25. Villani, Elisa & Linder, Christian & Lechner, Christian & Muller, Lina, 2021. "How do non-innovative firms start innovation and build legitimacy? The case of professional service firms," Journal of Business Research, Elsevier, vol. 137(C), pages 614-625.
    26. West, Jonathan & Iansiti, Marco, 2003. "Experience, experimentation, and the accumulation of knowledge: the evolution of R&D in the semiconductor industry," Research Policy, Elsevier, vol. 32(5), pages 809-825, May.
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    More about this item

    Keywords

    Artificial intelligence; Professional service firms; Service innovation; Service R&D; Case study;
    All these keywords.

    JEL classification:

    • O31 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Innovation and Invention: Processes and Incentives
    • O32 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Management of Technological Innovation and R&D

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