Abstract
This is a foresight study to explore the top priorities of innovation types and the reasons behind them with respect to artificial intelligence (AI), big data, and the Internet of Things (IoT). This study set up two research strategies. One of the research strategies is to make the research design and methods fit with this study’s intellectual queries. Another strategy is to use the triangulations of method, analysis, data source, and researcher. This study selected expert panels, the Delphi technique, and interviews. In the collection of the qualitative and quantitative data from 23 experts through the Delphi surveys, it organized respectively the qualitative and quantitative data analysis. This study conducted the two main data analyses–Delphi results and interview data. Service innovation of AI and process innovation of IoT are chosen as a top-priority-innovation type. Marketing innovation of big data, as non-technological innovation, is selected as a top-priority innovation type. Through the interviews with 17 experts, for each of the pairs, all the experts said that the three technologies can have greater technological capabilities going beyond the existing capacities of relevant technologies. AI as hyper-intelligence can help to provide more customized or sophisticated converging offerings, the regulation of various non-standardized services and service provisions through the interaction between AI and customers or employees. The technological capacity of big data and the need of customer preferences can lead marketing innovation. IoT can create the new or improved process of the manufacturing, production, and supply chain areas through hyper-connectivity in terms of quality, quantity, speed, and coverage of information.
References
Abernathy W.J., Utterback J.M. (1978) Patterns of industrial innovation. Technology Review, 80(7), 40-47.
Afuah A. (2014) Business-model innovation, New York: Routledge.
Andersson P., Mattsson L.-G. (2015) Service innovations enabled by the Internet of Things. IMP Journal, 9(1), 85-106. DOI: https://doi.org/10.1108/IMP-01-2015-0002
Andries P., Debackere K. (2013) Business-model innovation: Propositions on the appropriateness of different learning approaches. Creativity and Innovation Management, 22(4), 337-358. DOI: https://doi.org/10.1111/caim.12033
Battisti G., Stoneman P. (2010) How Innovative are UK Firms? Evidence from the Fourth UK Community Innovation Survey on Synergies between Technological and Organizational Innovations. British Journal of Management, 21(1), 187-206. DOI: https://doi.org/10.1111/j.1467-8551.2009.00629.x
Birkinshaw J., Hamel G., Mol M.J. (2008) Management innovation. Academy of Management Review, 33(4), 825-845. https://psycnet.apa.org/doi/. DOI: https://doi.org/10.2307/20159448
Bughin J., Hazan E., Ramaswamy S., Chui M., Allas T., Dahlström P., Henke N., Trench M. (2017) Artificial Intelligence: The Next Digital Frontier? (McKinsey Global Institute Discussion Papers, June 2017), New York: McKinsey Global Institute.
Christensen C.M. (1992a) Exploring the limits of the technology S-Curve. Part I: Component technologies. Production and Operation Management, 1(4), 334-357. DOI: https://doi.org/10.1111/j.1937-5956.1992.tb00001.x
Christensen C.M. (1992b) Exploring the limits of the technology S-Curve. Part I: Architectural technologies. Production and Operation Management, 1(4), 358-366. DOI: https://doi.org/10.1111/j.1937-5956.1992.tb00002.x
Christensen C.M. (1997) The innovators' dilemma: When new technologies cause great firms to fail, Cambridge, MA: Harvard Business School Press.
Cockburn I.M., Henderson R., Stern S. (2018) The Impact of Artificial Intelligence on Innovation (NBER Working Paper w24449), Cambridge, MA: National Bureau of Economic Research.
Coombs R., Miles I. (2000) Innovation, measurement and services: The new problematique. In: Innovation Systems in the Service Economy. Measurement and Case Study Analysis (eds. J.S. Metcalfe, I. Miles), Heidelberg, Dordrecht, London, New York: Springer, pp. 85-103. DOI: https://doi.org/10.1007/978-1-4615-4425-8
Cox J.W., Hassard J. (2005) Triangulation in Organizational Research: A Re-Presentation. Organization, 12(1), 109-133.
Damanpour F., Szabat K.A., Evan W.M. (1989) The relationship between types of innovation and organizational performance. Journal of Management Studies, 26(6), 587-602. DOI: https://doi.org/10.1111/j.1467-6486.1989.tb00746.x
Davenport T.H. (1993) Process innovation: Reengineering work through information technology, Cambridge, MA: Harvard Business School Press.
Erevelles S., Fukawa N., Swayne L. (2016) Big Data consumer analytics and the transformation of marketing. Journal of Business Research, 69(2), 897-904. DOI: https://doi.org/10.1016/j.jbusres.2015.07.001
Ettlie J.E. (2000) Managing technological innovation, Hoboken, NJ: Wiley.
Ettlie J.E., Reza E.M. (1992) Organizational integration and process innovation. Academy of Management Journal, 35(4), 795-827. DOI: https://doi.org/10.2307/256316
Ettlie J.E., Rosenthal S.R. (2011) Service versus manufacturing innovation. Journal of Product Innovation Management, 28(2), 285-299. DOI: https://doi.org/10.1111/j.1540-5885.2011.00797.x
Eurostat (2014) Community Innovation Survey 2014, Paris: Eurostat. https://ec.europa.eu/eurostat/web/microdata/community-innovation-survey, дата обращения 23.03.2022.
Eurostat (2016) Community Innovation Survey 2016, Paris: Eurostat. https://ec.europa.eu/eurostat/web/microdata/community-innovation-survey, дата обращения 23.03.2022.
Feldman M.P. (2002) The Internet revolution and the geography of innovation. International Social Science Journal, 54(171), 47-56. DOI: https://doi.org/10.1111/1468-2451.00358
Francis D., Bessant J. (2005) Targeting innovation and implications for capability development. Technovation, 25(3), 171-183. DOI: https://doi.org/10.1016/j.technovation.2004.03.004
Freeman C., Louça F. (2001) As time goes by: The information revolution and the industrial revolutions in historical perspective, Oxford: Oxford University Press.
Gatignon H., Tushman M.L., Smith W., Anderson P. (2002) A structural approach to assessing innovation: Construct development of innovation locus, type, and characteristics. Management Science, 48(9), 1103-1122. DOI: https://doi.org/10.1287/mnsc.48.9.1103.174
Gault F. (2018) Defining and measuring innovation in all sectors of the economy. Research Policy, 47(3), 617-622. DOI: https://doi.org/10.1016/j.respol.2018.01.007
Gobble M.M. (2013) Big data: The next big thing in innovation. Research-Technology Management, 56(1), 64-67. DOI: https://doi.org/10.5437/08956308X5601005
Healey J.E. (2002) A Tool for Social Research, Belmont, CA: Wadsworth, Thomson Learning.
Henderson R.M., Clark K.B. (1990) Architectural innovation: The reconfiguration of existing product technologies and the failure of established firms. Administrative Science Quarterly, 35(1), 9-30. DOI: https://doi.org/10.2307/2393549
Hipp C., Grupp H. (2005) Innovation in the service sector: The demand for service specific innovation measurement concepts and typologies. Research Policy, 34(4), 517-535. DOI: https://doi.org/10.1016/j.respol.2005.03.002
Huang M.H., Rust R.T. (2018) Artificial intelligence in service. Journal of Service Research, 21(2), 155-172. https://doi.org/10.1177%2F1094670517752459.
Johnson M.W., Christensen C.M., Kagermann H. (2008) Reinventing your business model. Harvard Business Review, 86(12), 50-59. https://hbr.org/2008/12/reinventing-your-business-model, дата обращения 21.03.2022.
Kang J., Kim J.S., Seol S. (2019) The prioritization of technologies and public R&D roles between the manufacturing and service industries in the Fourth Industrial Revolution. Foresight, 21(6), 680-694. DOI: https://doi.org/10.1108/FS-03-2019-0021
Kim J.-S. (2018) Artificial intelligence, impacts, and strategies (KJS Group Issue Paper 2018-03), Johor (Malaysia): KJS Group.
Kim J.-S., Kang J. (2018) The analysis on technological changes of the 4th Industrial Revolution using the Delphi method. Kangwon National University's Journal of Social Science, 57(1), 205-234. DOI: https://doi.org/10.22418/JSS.2018.6.57.1.205
Kim J.-S., Kang J. (2019) An exploratory study of innovation types and their importance under the 4th Industrial Revolution: Focusing on the analysis of Delphi results. Chungbuk National University's Technology Management, 4(2), 1-26.
Laursen K., Foss N.J. (2003) New human resource management practices, complementarities and the impact on innovation performance. Cambridge Journal of Economics, 27(2), 243-263. DOI: https://doi.org/10.1093/cje/27.2.243
Li L. (2018) China's manufacturing locus in 2025: With a comparison of Made-in-China 2025 and Industry 4.0. Technological Forecasting and Social Change, 135, 66-74. DOI: https://doi.org/10.1016/j.techfore.2017.05.028
Lin L.H., Lu I.Y. (2005) Adoption of virtual organization by Taiwanese electronics firms. Journal of Organizational Change Management, 18(2), 184-200. DOI: https://doi.org/10.1108/09534810510589598
Lovelock C.H. (1984) Developing and implementing new services, In: Developing New Services (eds. W.R. George, C.E. Marchall), Chicago, IL: American Marketing Association, pp. 44-64.
Makridakis S. (2017) The forthcoming Artificial Intelligence (AI) revolution: Its impact on society and firms. Futures, 90, 46-60. DOI: https://doi.org/10.1016/j.futures.2017.03.006
Martinez-Ros E., Labeaga J.M. (2009) Product and process innovation: Persistence and complementarities. European Management Review, 6(1), 64-75. DOI: https://doi.org/10.1057/emr.2009.4
Miles I. (2006) Innovation in Services. In: The Oxford Handbook of Innovation (eds. J. Fagerberg, C.M. David, R.R. Nelson), Oxford: Oxford University Press, pp. 431-458.
Miles I. (2007) Research and development (R&D) beyond manufacturing: The strange case of services R&D. R&D Management, 37(3), 249-268. DOI: https://doi.org/10.1111/j.1467-9310.2007.00473.x
Miles I. (2016) Twenty years of service innovation research. In: Service Innovation. Translational Systems Sciences (ed. M. Toivonen), Heidelberg, Dordrecht, London, New York: Springer, pp. 3-34. DOI: https://doi.org/10.1007/978-4-431-54922-2_1
Miles I., Saritas O., Sokolov A. (2016) Foresight for science, technology and innovation, Heidelberg, Dordrecht, London, New York: Springer.
Moreira J., Silva M.J., Simões J., Sousa G. (2012) Drivers of marketing innovation in Portuguese firms. Amfiteatru Economic Journal, 14(31), 195-206.
Mowery D.C., Bruland K. (2005) Innovation through time. In: The Oxford Handbook of Innovation (eds. J. Fagerberg, C.M. David, R.R. Nelson), Oxford: Oxford University Press.
Munteanu A.I. (2015) Exists a relationship between strategic human resources management, innovation and competitive advantage? Ecoforum Journal, 4(1), 15. http://www.ecoforumjournal.ro/index.php/eco/article/viewFile/117/92#:~:text=By%20presenting%20how%20strategic%20human,innovation%20and%20thus%20to%20obtain, дата обращения 18.02.2022.
Nijssen E.J., Hillebrand B., Vermeulen P.A., Kemp R.G. (2006) Exploring product and service innovation similarities and differences. International Journal of Research in Marketing, 23(3), 241-251. DOI: https://doi.org/10.1016/j.ijresmar.2006.02.001
OECD (2015) Data-driven innovation: Big Data for growth and wellbeing, Paris: OECD.
OECD (2016a) Enabling the next production revolution: The future of manufacturing and services (Interim report for the Meeting of the OECD Council at Ministerial Level), Paris: OECD.
OECD (2016b) OECD science, technology and innovation outlook 2016, Paris: OECD.
OECD (2017) OECD Digital economy outlook 2017, Paris: OECD.
OECD/Eurostat (2018) Oslo manual 2018: Guidelines for collecting, reporting and using data on innovation, Paris: OECD.
Pisano G.P. (1996) The development factory: Unlocking the potential for process innovation, Cambridge, MA: Harvard Business School Press.
Popper R. (2008a) Foresight methodology. In: The Handbook of Technology Foresight: Concepts and Practice (eds. L. Georghiou, J.C. Harper, M. Keenan, I. Miles, R. Popper), Cheltenham: Edward Elgar, pp. 44-91.
Popper R. (2008b) How are foresight methods selected? Foresight, 10(6), 62-89. DOI: https://doi.org/10.1108/14636680810918586
Porter M.E., Heppelmann J.E. (2014) How smart, connected products are transforming competition. Harvard Business Review, 92(11), 64-88. https://hbr.org/2014/11/how-smart-connected-products-are-transforming-competition, дата обращения 14.04.2022.
Ransbotham S., Kiron D., Gerbert P., Reeves M. (2017) Reshaping business with artificial intelligence. Cambridge, MA: MIT Sloan Management Review, Boston Consulting Group.
Rindfleisch A., O'Hern M., Sachdev V. (2017) The digital revolution, 3D printing, and innovation as data. Journal of Product Innovation Management, 34(5), 681-690. DOI: https://doi.org/10.1111/jpim.12402
Santamaría L., Nieto M.J., Miles I. (2012) Service innovation in manufacturing firms: Evidence from Spain. Technovation, 32(2), 144-155. DOI: https://doi.org/10.1016/j.technovation.2011.08.006
Schwab K. (2017) The fourth industrial revolution, Geneva: World Economic Forum.
Sirilli G., Evangelista R. (1998) Technological innovation in services and manufacturing: Results from Italian surveys. Research Policy, 27(9), 881-899. DOI: https://doi.org/10.1016/S0048-7333(98)00084-5
Sjödin D.R., Parida V., Leksell M., Petrovic A. (2018) Smart factory implementation and process innovation. Research-Technology Management, 61(5), 22-31. DOI: https://doi.org/10.1080/08956308.2018.1471277
Spieth P., Schneckenberg D., Ricart J.E. (2014) Business-model innovation: State of art and future challenges for the field. R&D Management, 44(3), 237-247. DOI: https://doi.org/10.1111/radm.12071
Tidd J., Bessant J. (2018) Innovation management challenges: From fads to fundamentals. International Journal of Innovation Management, 22(5), 1840007-1-13. DOI: https://doi.org/10.1142/S1363919618400078
Tushman M.L., Anderson P. (1986) Technological discontinuities and organizational environments. Administrative Science Quarterly, 31(3), 439-465. DOI: https://doi.org/10.2307/2392832
Utterback J.M. (1996) Mastering the dynamics of innovation, Cambridge, MA: Harvard Business School Press.
Yu X., Nguyen B., Chen Y. (2016) Internet of things capability and alliance: Entrepreneurial orientation, market orientation and product and process innovation. Internet Research, 26(2), 402-434. DOI: https://doi.org/10.1108/IntR-10-2014-0265

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