Central European Business Review 2020, 9(2):46-77 | DOI: 10.18267/j.cebr.234

Applying IIoT and AI – Opportunities, Requirements and Challenges for Industrial Machine and Equipment Manufacturers to Expand Their Services

Peter Qvist-Sørensen1
1 Zurich University of Applied Sciences, School of Management and Law, Department International Business, Center for International Industrial Solutions, Winterthur, Switzerland, qvis@zhaw.ch

Theroretically, servitization benefits industrial companies to generate more revenue, integrate themselves deeper into the value chains of their customers and improves the competitiveness. The ongoing digital transformation can enable servitization towards more advanced services with a more customer centric view. Macro economically, the industrial sector is very important for most of the developed countries. The digital transformation is posing a triple challenge to the machining and equipment manufacturers and will require a continued development of the existing business models, a change of organizational structures and a strong leadership to remain successful. The companies will need to re-evaluate their market justification and define their value proposition to both existing and potentially new customers. New skills are required as data and analytics, represented by IIoT and AI, will play an ever-larger role in the companies’ interaction with their present and new customers. For the industrial companies, servitization is both linked to higher risk and to a higher earnings potential.
Implications for Central European audience: The implications for Central European industrial companies of the ongoing digitalisation and servitization will be profound. The European car industry is undergoing significant changes and not only due to E-mobility. Also Products-as-Service will have an impact on their whole value chain. The industrial sector in general and the machining industry in particular will need to re-assess its business models and revenue generation. In addition, senior management is already confronted with the need for both new skill-sets and possibly more agile organisational structures, where the industrial mind-set will be challenged by new service models and the thinking of the digital natives.

Keywords: Servitization; SSPs; SSCs; machining and equipment manufacturers; digital transformation; Industrial services; IIoT; Artificial intelligence
JEL classification: M15

Received: March 31, 2019; Revised: February 5, 2020; Accepted: February 5, 2020; Prepublished online: June 5, 2020; Published: June 15, 2020  Show citation

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Qvist-Sørensen, P. (2020). Applying IIoT and AI – Opportunities, Requirements and Challenges for Industrial Machine and Equipment Manufacturers to Expand Their Services. Central European Business Review9(2), 46-77. doi: 10.18267/j.cebr.234
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References

  1. ABB (2017). Positioned for Profitable Growth. Annual Report 2017. Retrieved February 07, 2019 from https://library.e.abb.com/public/7fbb3c078f10489c92a03eb5f3d89751/ABB-Group-Annual-Report-2017-English.pdf?x-sign=eoPSsrGdRkkYTK2Ob4VtbIeW4t0PIKSd1VR8L+gqGBrSMHgffJd90r4AJu5LBQ6Z.
  2. ABB (2018). ABB: Shaping a leader focused in digital industries. Press release December 17, 2018. Retrieved February 04, 2019 from https://www.writing-the-future.com/sites/default/files/2018-12/ABB_Shaping a leader focused in digital industries.pdf.
  3. Ambroise, L., Prim-Allaz, I., & Teyssier, C. (2018). Financial performance of servitized manufacturing companies: A configuration issue between servitization strategies and customer oriented organizational design. Industrial Marketing Management, 71, 54-68. Retrieved January 21, 2019 from https://www.sciencedirect.com/science/article/abs/pii/S0019850117308441. Go to original source...
  4. Antioco, M., Moenaert, R., Lindgreen, A., & Wetzels, M. (2008). Organizational antecedents to and consequences of service business orientations in manufacturing companies. Journal of the Academy of Marketing Science, 36, 337-358. Retrieved January 24, 2019 from https://link.springer.com/content/pdf/10.1007%2Fs11747-008-0085-1.pdf. Go to original source...
  5. Baines, T.S., Lightfoot, H.W., Steve, E., Neely, A., Greenough, R., & et al. (2007). State-of-the-art in product service-systems. Journal of Engineering Manufacture, 221, 1-10. Retrieved November 21, 2017 from https://doi.org/10.1243%2F09544054JEM858. Go to original source...
  6. Baines, T.S., Lightfoot, H.W., Benedetti, O., & Kay, J.M. (2009). The servitization of manufacturing: A review of literature and reflection of future changes. Journal of Manufacturing Technology Management, 20(5), 547-567. Retrieved January 24, 2019 from https://doi.org/10.1108/17410380910960984. Go to original source...
  7. Baines, T., Ziaee Bigdeli, A., Bustinza, O.F., Shi, V.G., Baldwin, J. and Ridgway, K. (2017). Servitization: revisiting the state-of-the-art and research priorities. International Journal of Operations & Production Management, 37(2), 256-278. Retrieved January 24, 2019 from https://doi.org/10.1108/IJOPM-06-2015-0312. Go to original source...
  8. Baur, C., Wee, D. (2015). Manufacturing´s next act. Retrieved June 24, 2015 from https://www.mckinsey.com/business-functions/operations/our-insights/manufacturings-next-act
  9. Benedettini, O., Neely, A., & Swink, M. (2015). Why Do Servitized Firms Fail? A Risk-Based Explanation. International Journal of Operations & Production Management, 35(6), 946-979. Retrieved November 30, 2017 from https://doi.org/10.1108/IJOPM-02-2014-0052. Go to original source...
  10. Benedettini, O., Swink, M., & Neely, A. (2017). Examining the influence of service additions on manufacturing firms' bankruptcy likelihood. Industrial Marketing Management, 60, 112-125. Retrieved January 24, 2019 from https://doi.org/10.1016/j.indmarman.2016.04.011. Go to original source...
  11. Bontis, N. (1999). Managing organizational knowledge by diagnosing intellectual capital: framing and advancing the state of the field. International Journal of Technology Management, 18(5-8), 433. Retrieved March 19, 2019 from https://www.researchgate.net/profile/Nick_Bontis/publication/2400013. Go to original source...
  12. Böhm, E., & Eggert, A., Thiesbrummel, C. (2017). Service transition: A viable option for manufacturing companies with deteriorating financial performance? Industrial Marketing Management, 60, 101-111. Retrieved January 24, 2019 from https://doi.org/10.1016/j.indmarman.2016.04.007. Go to original source...
  13. Crozet, M., & Milet, E. (2015). The future of manufacturing lies in services. VOX CEPR Policy Portal. Retrieved July 27, 2016 from https://voxeu.org/article/future-manufacturing-lies-services
  14. Davis, R. (2015). Industry 4.0 Digitalisation for productivity and growth. European Parliamentary Research Service. Retrieved January 29, 2019 from http://www.europarl.europa.eu/RegData/etudes/BRIE/2015/568337/EPRS_BRI(2015)568337_EN.pdf.
  15. Editorial, (2018). Learning the lessons of GE's steepening decline. Financial Times November 27, 2018. Retreived February 04, 2019 from https://www.ft.com/content/c8daf298-ef2e-11e8-8180-9cf212677a57.
  16. European Commision (2016). Commission sets out path to digitise European industry. Press Release. Retrieved January 31, 2019 from http://europa.eu/rapid/press-release_IP-16-1407_en.htm.
  17. Evans, P., & Annunziata, M. (2012). Industrial Internet: Pushing the Boundaries of Minds and Machines. Retrieved June 04, 2018 from https://www.ge.com/docs/chapters/Industrial_Internet.pdf
  18. Farahat, A. (2013) How Effective is Targeted Advertising? 2013 American Control Conference (ACC). Retrieved January 30, 2019 from https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=6580780.
  19. Felipe, J., Mehta, A., & Rhee, C. (2019). Manufacturing matters…but it's the jobs that count. Cambridge Journal of Economics, 43(1), 139-168. Retrieved January 21, 2019 from https://doi.org/10.1093/cje/bex086. Go to original source...
  20. Fischer, T., Gebauer, H., & Fleisch, E. (2012). Service Business Development. Strategies for Value Creation in Manufacturing Firms. Cambridge University Press. Go to original source...
  21. Gallo, A. (2016). A Refresher on Marketing Myopia. Harvard Business Review 08. Retrieved February 06, 2019 from https://hbr.org/2016/08/a-refresher-on-marketing-myopia.
  22. Gebauer, H., Friedli, T., & Fleisch, E. (2006). Success factors for achieving high services revenues in manufacturing companies. Benchmarking: An International Journal, 13(3), 374-386. Retrieved January 24, 2019 from https://doi.org/10.1093/cje/bex086. Go to original source...
  23. Gebauer, H., Edvardsson, B., & Bjurko, M. (2010). The impact of service orientation in corporate culture on business performance in manufacturing companies. Journal of Service Management, 21(2), 237-257. Retrieved January 24, 2019 from https://doi.org/10.1093/cje/bex086. Go to original source...
  24. Gebauer, H., Saul, C.J., Haldimann, M., & Gustafsson, A. (2017). Organizational capabilities for pay-per-use services in product-oriented companies. International Journal of Production Economics, 192, 157-168. Retrieved November 24, 2017 from https://www.sciencedirect.com/science/article/pii/S092552731630384X Go to original source...
  25. Hakanen, T., Kansola, M., & Valkokari, K. (2014) Acquiring Customer Knowledge to Enhance Servitization of Industrial Companies. Servitization in Industry, 191-209. Go to original source...
  26. Herterich, M., Uebernickel, F., & Brenner, W. (2015). The Impact of Cyber-Physical Systems on Industrial Services in Manufacturing. 7th Industrial Product-service Systems Conference - PSS, industry transformation for sustainability and business. Retrieved January 28, 2018 from https://www.sciencedirect.com/science/article/pii/S2212827115001924 Go to original source...
  27. Huxtable, J., & Schaefer, D. (2016). On Servitization of the Manufacturing Industry in the UK. Procedia CIRP, 52, 46-51. Retrieved January 24, 2019 from https://doi.org/10.1016/j.procir.2016.07.042 Go to original source...
  28. Jiang, H. (2013). Key Findings on Airplane Economic Life. Whitepaper, Boing Commercial Airplanes. Retrieved June 7, 2018 from http://www.boeing.com/assets/pdf/commercial/aircraft_economic_life_whitepaper.pdf.
  29. Johnson Controls and Tyco (2016). Creating a Global Multi-Industrial Leader. Shareholder Presentation January 25, 2016. Retrieved April 28, 2017 from http://investors.johnsoncontrols.com/~/media/Files/J/Johnson-Controls-IR/reports-and-presentations/2016/jci-tyco-investor-presentation.pdf.
  30. Kaufmann, T. (2015). Geschäftsmodelle in Industrie 4.0 und dem Internet der Dinge. Springer Fachmedien.
  31. Kohtamäki, M., Partanen, J., Parida, V., & Wincent, J. (2013). Non-linear relationship between industrial service offering and sales growth: The moderating role of network capabilities. Industrial Marketing Management, 42, 1374-1385. Retrieved June 8, 2018 from https://www.sciencedirect.com/science/article/pii/S001985011300148X Go to original source...
  32. Kone (2017). Annual Review 2016. Retrieved June 04, 2018 from https://www.kone.com/en/Images/KONE_Annual_Review_2016_tcm17-37391.pdf
  33. Kone (2018). Annual Review 2017. Retrieved June 04, 2018 from https://www.kone.com/en/Images/KONE_Annual_Review_2017_tcm17-68822.pdf
  34. Kone (2019). Annual Review 2018. Retrieved May 17, 2019 from https://www.kone.com/en/Images/KONE_Annual_Review_2018__tcm17-78604.pdf
  35. Kowalkowski, C., Gebauer, H., Kamp, B., & Parry, G., (2017). Servitization and deservitization: Overview, concepts, and definitions. Industrial Marketing Management, 60, 4-10. Retrieved January 24, 2019 from https://doi.org/10.1016/j.indmarman.2016.12.007. Go to original source...
  36. Lay, G., Copani, G., Jäger, A., & Biege, S. (2010). The relevance of service in European manufacturing industries. Journal of Service Managementk, 21(5), 715-726. Retrieved January 28, 2018 from https://www.emeraldinsight.com/doi/pdfplus/10.1108/09564231011092908 Go to original source...
  37. Lay, G. (2014). Servitization in Industry. Springer International Publishing. Go to original source...
  38. Lee, J., Kao, H-A., & Yang, S. (2014). Service innovation and smart analytics for Industry 4.0 and big data environment. Product Service Systems and Value Creation. Proceedings of the 6th CIRP Conference on Industrial Product-Service Systems. Retrieved January 17, 2019 from https://www.sciencedirect.com/science/article/pii/S2212827114000857. Go to original source...
  39. Lee, J., Lapira, E., Bagheri, B., & Kao, H. (2013). Recent advances and trends in predictive manufacturing systems in big data environment. Manufacturing Letters, 1(1), 38-41. Retrieved May 8, 2016 from https://www.sciencedirect.com/science/article/pii/S2213846313000114. Go to original source...
  40. Levitt, T. (1960). Marketing Myopia. Harvard Business Review July-August 2004. Retrieved February 04, 2019 from https://s3.amazonaws.com/academia.edu.documents/37949698/1._Marketing_Myopia.pdf?AWSAccessKeyId=AKIAIWOWYYGZ2Y53UL3A&Expires=1549286526&Signature=ZU4t9R7tr2j%2F9p2FVt5eDL5IOQU=&response-content-disposition=inline%3B filename=The_Idea_in_Brief_The_Idea_in_Practice.pdf. Go to original source...
  41. Lightfoot, H., Baines, T.S., & Smart, P. (2013). The servitization of manufacturing A systematic literature review of interdependent trends. International Journal of Operations and Production Management, 11/12, 1408-1434. Retrieved January 17, 2017 from https://www.emeraldinsight.com/doi/pdfplus/10.1108/IJOPM-07-2010-0196. Go to original source...
  42. Lohr, S. (2018). G.E. Makes a Sharp Pivot on Digital. Retrieved June 05, 2018 from https://www.nytimes.com/2018/04/19/business/ge-digital-ambitions.html.
  43. Manufacturing USA Annual Report (2018). National Institute of Standards and Technology. Retrieved January 31, 2019 from https://nvlpubs.nist.gov/nistpubs/ams/NIST.AMS.600-3.pdf.
  44. Martinsuo, M., Perminova-Harikoski, O., & Turunen, T. (2015). Strategic Change Towards Future Industrial Service Business. Tampere University of Technology. Retrieved January 28, 2018 from https://tutcris.tut.fi/portal/files/4274023/strategic_change_towards_future_industrial_service_business.pdf.
  45. Mathieu, V. (2001). Product services: from a service supporting a product to a service supporting a client. Journal of Business & Industrial Marketing, 16-1, 39-61. Retreived February 3, 2019 from https://doi.org/10.1108/08858620110364873. Go to original source...
  46. Meylan, G., Ehrat, M., Schmid, M., Frei, P., & Qvist-Sørensen, P. (2019). Rückblick, Ausblick, Weitblick: Arbeitswelt 4.0 in der Schweizer MEM-Branche (to be published)
  47. Mont, O. (2002). Clarifying the concept of product-service system. Journal of Cleaner Production, 10(3), 237-245. Retrieved June 02, 2018 from https://www.sciencedirect.com/science/article/pii/S0959652601000397. Go to original source...
  48. Mont, O. (2006). Product-Service Systems: reviewing achievements and refining the research agenda. Journal for Cleaner Production 14, 1451-1454. Retrieved June 02, 2018 from https://www.sciencedirect.com/science/article/pii/S095965260600076X. Go to original source...
  49. Muro, M., Rothwell, J., Andes, S., Fikri, K., & Kulkarni, S. (2015). America's Advanced Industries. The Brookings Institution. Retrieved January 28, 2018 from https://www.brookings.edu/research/americas-advanced-industries-what-they-are-where-they-are-and-why-they-matter/.
  50. OECD (2017). The Next Production Revolution, Implications for Governments and Business. OECD Publishing.
  51. Opresnik, D., & Taisch, M. (2015). The value of Big Data in servitization. International Journal of Production Economics 165, 174-184. Retrieved November 29, 2017 from https://www.sciencedirect.com/science/article/pii/S0925527314004307. Go to original source...
  52. Poniszewska-Maranda, A., & Kaczmarek, D. (2015). Selected method of artificial intelligence for Internet of Things conception. 2015 Conference on Computer Science and Information Systems, 1343-1348. Retrieved January 28, 2018 from https://www.researchgate.net/publication/300337706_Selected_methods_of_artificial_intelligence_for_Internet_of_Things_conception. Go to original source...
  53. Porter, M.E., & Heppelmann, J.E. (2014). How Smart Connected Products Are Transforming Competition. Harvard Business Review, 92(11), 64-88. Retrieved January 28, 2018 from https://hbr.org/2014/11/how-smart-connected-products-are-transforming-competition.
  54. Reinartz, W., & Ulaga, W. (2008). How to Sell Services More Profitably. Harvard Business Review, 86(5), 90-6. Retrieved November 11, 2013 from http://hbr:org/2008/05/how-to-sell-services-more-profitably/ar/pr.
  55. Rolls-Royce (2018). Rolls-Royce 2018 Half Year Results. Retrieved February 7, 2019 from https://www.rolls-royce.com/~/media/Files/R/Rolls-Royce/documents/investors/h1-2018-results-presentation.pdf
  56. Rolls-Royce (2018). Roll-Royce Holdings plc Annual Report 2017. Retrieved June 07, 2018 from https://www.rolls-royce.com//media/Files/R/Rolls-Royce/documents/annual-report/2017/2017-full-annual-report.pdf.
  57. Rolls-Royce (2016). Tom Palmer on Data Driven Aviation. Retrieved June 06, 2018 from https://www.rolls-royce.com/media/our-story/insights/2016/tom-palmer-on-data-drive-aviation.aspx.
  58. Rymaszewska, A., Helo, P., & Gunasekaran, A. (2017). IoT powered servitization of manufacturing - an exploratory case study. International Journal of Production Economics, 192, 92-105. Retrieved November 21, 2017 from https://www.sciencedirect.com/science/article/pii/S0925527317300531. Go to original source...
  59. Schindler (2018). Annual Report 2017 Financial Statements. Retrieved June 04, 2018 from https://www.schindler.com/content/com/internet/en/investor-relations/reports/_jcr_content/contentPAR/downloadlist/downloadList/447_1519311411967.download.asset.447_1519311411967/SchindlerAR2017_Financial_Statements_e.pdf.
  60. Schindler (2013). Each day Schindler moves one billion people. Retrieved June 03, 2018 from https://www.schindler.com/content/dam/web/com/pdfs/report-factsheets/2013/Schindler2013AR_Group_Review_EN.pdf.
  61. Schweder, J. (2017). Turning Out the Lights on the Factory Floor." Automation World. Retrieved June 04, 2018 from https://www.automationworld.com/article/technologies/robotics/turning-out-lights-factory.
  62. Scott, R.E. (2015). The Manufacturing Footprint and the Importance of U.S. Manufacturing Jobs. Economic Policy Institute, Briefing Paper 388. Retrieved January 28, 2018 from https://www.epi.org/publication/the-manufacturing-footprint-and-the-importance-of-u-s-manufacturing-jobs/.
  63. Siemens (2016). Siemens and IBM to bring Watson Analytics to MindSphere. Press release December 13, 2016. Retreived February 04, 2019 from https://www.siemens.com/press/pool/de/pressemitteilungen/2016/digitalfactory/PR2016120102DFEN.pdf.
  64. Siemens (2018). Siemens and Atos reinforce their strategic cooperation. Press release March 26, 2018. Retrieved February 04, 2019 from https://www.siemens.com/press/pool/de/pressemitteilungen/2018/corporate/PR2018030227COEN.pdf.
  65. Slowey, L. (2017). Look who´s talking: KONE makes elevator services truly intelligent with Watson IoT. Retrieved June 03, 2018 from https://www.ibm.com/blogs/internet-of-things/kone.
  66. UNIDO (2018). Industrial Development Report 2018, United Nations Industrial Development Organization. Retrieved January 31, 2019 from https://sustainabledevelopment.un.org/content/documents/2537IDR2018_FULL_REPORT_1.pdf.
  67. Valtakoski, A. (2017). Explaining servitization failure and deservitization: A knowledge-based perspective. Industrial Marketing Management, 60, 138-150. Retrieved January 24, 2019 from https://doi.org/10.1016/j.indmarman.2016.04.009. Go to original source...
  68. Vandermerwe, S. (1988). Servitization of Business: Adding Value by Adding Services. European Management Journal, 6(4), 314-324. Retrieved February 11, 2019 from https://www.sciencedirect.com/science/article/pii/0263237388900333 Go to original source...
  69. Voith (2016). Welcome to the Next 150 Years. Annual Report 2016. Retrieved April 28, 2018 from http://voith.com/corp-en/Voith_GB_2016_e.pdf.
  70. Voith (2017). Digital Transformation. Annual Report 2017. Retrieved June 07, 2018 from http://voith.com/corp-en/VZ_annual-report-2017_en.pdf.
  71. Voith (2018). Make the Difference. Annual Report 2018. Retrieved February 05, 2019 from http://voith.com/corp-en/VZ_annual-report-2018_18_vvk_en.pdf
  72. Wade, M. (2015). Digital Business Transformation - A Conceptual Framework. Global Center for Digital Business Transformation. Retrieved January 28, 2018 from https://www.imd.org/research-knowledge/reports/framework/.
  73. Zimmermann, J. (2010). Corporate Entrepreneurship at GE and Intel. Journal of Business Case Studies 6(5). Retrieved June 07, 2018 from https://www.researchgate.net/publication/298328994_Corporate_Entrepreneurship_At_GE_And_Intel. Go to original source...
  74. Zurich Airport (2017) Facts and Figures 2017. Retrieved January 29, 2019 from https://www.zurich-airport.com/the-company/zurich-airport-ag/facts-and-figures.

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