Fuzzy logic approach to assessing the industrial enterprises digital maturity

The article substantiates the need to develop decision support tools for industrial enterprise digital transformation, proposes a resource method for assessing digital maturity as one of such tools, considers an approach to assessing the level of industrial enterprises digital maturity using a fuzzy logic apparatus

Keywords: digital transformation, industrial enterprise resources, digital maturity, fuzzy logic


  1. The program «Digital Economy of the Russian Federation, Government Decree № 1632-r dated July 28, 2017. (In Russian.)
  2. T. Bierhold. For a better understanding of Industry 4.0 – An Industry 4.0 maturity model. University Of Twente: сайт. Энсхеде, Нидерланды, 2018. https://essay.utwente.nl/75330/1/Bierhold_BA_BMS.pdf.
  3.  What is digital maturity? Consulting company AMC. Russia, 2018 https://amc-pro.ru/en/materialy/finace4/chto_takoe_cifrovaya_zrelost.
  4. S. Chanias, T. Hess. How digital are we? Maturity models for the assessment of a company’s status in the digital transformation. Semantic Scholar: научная библиотека на основе искусственного интеллекта, 2018. https://pdfs.semanticscholar.org/591c/21d32fb98d52e887d50d0a8e204a284afdfa.pdf?_ga=2.240828682.846312219.1565178197-1159811431.1558176723.
  5. S Berghaus, A. Back. Stages in Digital Business Transformation: Results of an Empirical Maturity Study//MCIS, 2016, Proceedings. 22. AIS Electronic Library (AISeL). https://pdfs.semanticscholar.org/d416/aa50e0eb6abb3f5e6e5fa071931f9a494d28.pdf.
  6. Digital Business Transformation. A Conceptual Framework. Global Center for Digital Business Transformation, 2015. P. 16.
  7. Digital transformation in Russia: analytical report based on the results of a survey of Russian companies. 2018. https://komanda-a.pro/blog/dtr_2018.
  8. Gartner, Strategic Roadmap for Digital Business Transformation. Gartner Research, сайт. 2016. https://www.gartner.com/en/documents/3479743/2016-strategic-roadmapfor-digital-business-transformati.
  9. L. Canetta, A. Barni, E. Montini. Development of a Digitalization Maturity Model for the Manufacturing Sector//IEEE International Conference on Engineering, Technology and Innovation (ICE/ITMC). IEEE, 2018. P. 1-7.
  10. G. Shu, R. Anderl, Yu. Gauzemayer, M. ten Hompel et al. Industry 4.0 Maturity Index — Digital Transformation Management of Companies. Munich: Herbert Utz Verlag 2017.
  11. A. Schumacher, S. Erol, W. Sihn. A maturity model for assessing Industry 4.0 readiness and maturity of manufacturing enterprises//Procedia CIRP, 52, 2016, 161-166.
  12. Key elements of digital transformation: how to analyze your company. Google, 2018. https://www.thinkwithgoogle.com/intl/ru-ru/insights-trends/user-insights/digital-transformation-factors.
  13. Digital Identities Genuine Security for a Connected Worldhttps. Тhreatmetrix сайт. США, 2018. https://www.threatmetrix.com/wp-content/uploads/2018/04/white-paperdigital-identities-1525109453.pdf.
  14. The Digital Identity Maturity Model. The Definitive Guide to Digital Identity: сайт. https://www.digitalidentityguide.com/the-digital-identity-maturity-model.
  15. G. C. Kane, D. Palmer, A. N. Phillips, D. Kiron, N. Buckleyh. Achieving Digital Maturity. Delloite, исследовательский центр, сайт. 2018. https://www2.deloitte.com/content/dam/insights/us/articles/3678_achieving-digital-maturity/DUP_Achieving-digital-maturity.pdf.
  16. Digital Maturity & Transformation Report 2016. Institut fur Wirtschaftsinformatik, Universitat St.Gallen Die Marken- und Verwertungsrechte liegen bei der Crosswalk AG, сайт. Германия, 2016 https://www.digitaleschweiz.ch/wp-content/uploads/2016/06/digital-maturity-transformation-report-2016-mit-best-practices.pdf.
  17. Industry 4.0: Building the digital enterprise. 2016 Global Industry 4.0 Survey, сайт, 2018. https://www.pwc.com/gx/en/industries/industries-4.0/landing-page/industry-4.0-building-your-digital-enterprise-april-2016.pdf.
  18. G. Remane, A. Hanelt, F. Wiesboeck, L. Ludwig-Maximilian-Kolbe. Digital Maturity In Traditional Industries – An Exploratory Analysis//Twenty-Fifth European Conference on Information Systems (ECIS), сайт. Guimaraes, Portugal, 2017. Semantic Scholar: научная библиотека на основе искусственного интеллекта. https://pdfs.semanticscholar.org/8296/848850c729e70e4d ac01198db7b8ae410f99.pdf.
  19. K. Lichtblau et al. Impils. Industrie 4.0-Readiness. Фонд IMPULS, сайт. Германия, 2018. http://www.impuls-stiftung.de/documents/3581372/4875835/Industrie+4.0+Readniness+IMPULS+Studie+Oktober+2015.pdf/447a6187-9759-4f25-b186-b0f5eac69974.
  20. Industry 4.0. How to navigate digitization of the manufacturing sector. McKinsey Digital, сайт. 2018. https://www.mckinsey.com/business-functions/operations/ourinsights/industry-four-point-o-how-to-navigae-the-digitization-of-the-manufacturing-sector.
  21. Industry 4.0: Building the digital enterprise. 2016 Global Industry 4.0 Survey, сайт. 2018. https://www.pwc.com/gx/en/industries/industries-4.0/landing-page/industry-4.0-building-your-digital-enterprise-april-2016.pdf.
  22. C. Leyh, K. Bley, T. Schaffer, S. Forstenhausler. SIMMI 4.0 – A Maturity Model for Classifying the Enterprise-wide IT and Software Landscape Focusing on Industry 4.0// Proceedings of the Federated Conference on Computer Science and Information Systems. ACSIS, Vol. 8. 2016. P. 1297-1302.
  23. E. Gokalp, U. Şener, P. Erhan Eren. Development of an Assessment Model for Industry 4.0: Industry 4.0-MM. ResearchGate, научная сеть, сайт. США, 2018. https://www.researchgate.net/publication/319640255_Development_of_an_Assessment_Model_for_Industry_40_Industry_40-MM.
  24. The Digital Advantage: How digital leaders outperform their peers in every industry. Capgemini Group, сайт. Париж, 2018. https://www.capgemini.com/wpcontent/uploads/2017/07/The_Digital_Advantage__How_Digital_Leaders_Outperform_their_Peers_in_Every_Industry.pdf.
  25. G. Westerman, D. Bonnet, Andrew McAfee Leading digital: turning technology into business transformation. Harvard Business School Publishing, 2014. P. 303.
  26. W. Dorst. Bitkom e.V.Implementation Strategy Industrie 4.0 Report on the results of the Industrie 4.0 Platform: Bitkom e.V.Bundesverband Informationswirtschaft, Telekommunikation und neue Medien e.V., 2016. P. 104.
  27. H. Kagemann et al. Recommendations for implementing the strategic initiative Industrie 4.0. Final report of the Industrie 4.0 Working Group. Компания DIN, сайт. Германия, 2018. https://www.din.de/blob/76902/e8cac883f42bf28536e7e8165993f1fd/recommendations-for-implementing-industry-4-0-data.pdf.
  28. Andreas Schmitz IDC Benchmark: Digital Maturity Check for Self-Assessment. Компания SAP, сайт. США, 2015. https://news.sap.com/2015/12/idc-benchmark-digitalmaturity-check-for-self-assessment.
  29. Are You Ready for Digital Transformation? Measuring Your Digital Business Aptitude. Компания KPMG, сайт. Нидерланды, 2018. https://assets.kpmg/content/dam/kpmg/pdf/2016/04/measuring-digital-business-aptitude.pdf.
  30. T. A. Gileva. Digital maturity of the enterprise: methods of assessment and management //Science, еducation, еconomy. Series еconomy. № 1 (27), 2019.
  31. C. Liebrecht, A. Jacoba, A. Kuhnlea, G. Lanzaa. Multi-Criteria Evaluation of Manufacturing Systems 4.0 under Uncertainty//The 50th CIRP Conference on Manufacturing Systems. Procedia CIRP, 63, 2017, 224-229.
  32. 80% of firms face lagging digital transformation maturity. Consultancy, сайт. Великобритания, 2018. https://www.consultancy.uk/news/3040/80-percent-of-firms-facelagging-digital-transformation-maturity.
  33. TM Forum (2017). The Digital Maturity Model (DMM). TMForum, сайт. США, 2018. https://www.tmforum.org/digital-maturity-model-metrics.
  34. N. Fenwick, M. Gill. Arbeitest du bei einem digitalen Dinosaurier? Oder ist dein Arbeitgeber ein digitaler Master? Svenruoss.ch, блог. Германия, 2018. https://svenruoss.ch/2015/06/24/teil-10-arbeitest-du-bei-einem-digitalen-dinosaurier-oder-ist-dein-arbeitgeber-ein-digitaler-master.
  35. K. H. Land. Digital Transformation Report 2015. Neuland.digital, сайт. Германия, 2015. https://neuland.digital/DTA_ Report_2015.pdf.
  36. S. F. Berman, R. Bell. Digital transformation: Creating new business models where digital meets physical. IBM, сайт. США, 2011. https://www.ibm.com/downloads/cas/B6Y8LY4Z.
  37. K. O’Hea. Digital Capability – How to Understand, Measure, Improve and Get Value from it. Mural.maynoothuniversity, электронная библиотека. Ирландия, 2011. http://mural.maynoothuniversity.ie/6396/1/IVIExecBriefing-DigitalCapabilityv1.0_1.pdf.
  38. M. Mueller, T. Baer, C. Weber. The Digital Maturity Map – Motivation for an EDM-based digital validation method. Designsociety, сайт конференции. Хорватия, 2006. https://www.designsociety.org/publication/19146/the+digital+maturity+map+-+motivation+for+an+edm+based+validation+method.
  39. D. Kiron, G. Kane, D. Palmer, A. N. Phillips, N. Buckley. Aligning the Organization for its Digital Future. Mitsloan management review, электронный журнал. США, 2016. https://sloanreview.mit.edu/projects/aligning-for-digital-future.
  40. O. Valdez-de-Leon. A Digital Maturity Model for TelecommunicationsService Providers. Technology Innovation Management Review, электронный журнал. Канада, 2016. https://timreview.ca/sites /default/ files/article_PDF/Valdez-de-Leon_TIMReview_August2016.pdf.
  41. N. V. Atapina, V. N. Kononov. Comparative analysis of approaches to the simulation of risk situations//Modern trends in the development of science and technology. № 1-5.
    2015. P. 20-23.
  42. L. A. Zadeh. The concept of a linguistic variable and its application to approximate reasoning. M.: Mir, 1976. 167 p..