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Articles

3D-CUBE readiness model for industry 4.0: technological, organizational, and process maturity enablers

, , , , &
Pages 875-937 | Received 27 Sep 2021, Accepted 06 Oct 2022, Published online: 25 Nov 2022

References

  • Agca, O., Gibson, J., Godsell, J., Ignatius, J., Wyn-Davies, C., & Xu, O. (2017). An Industry 4 Readiness Assessment Tool [ Unpublished manuscript]. International Institute for Product and Service Innovation, University of Warwick, WMG.
  • Akdil, K., Akdil, K. Y., Ustundag, A., & Cevikcan, E. 2018. Maturity and readiness model for industry 4.0 strategy. Industry 4.0:Managing the digital transformation in advanced manufacturing, 61–94. Springer International Publishing Switzerland. https://doi.org/10.1007/978-3-319-57870-5_4
  • Amaral, A., & Peças, P. (2021). A framework for assessing manufacturing smes industry 4.0 maturity. Applied Sciences, 11(13), 6127. https://doi.org/10.3390/app11136127
  • Azevedo, A., & Santiago, S. B. 2019. Design of an assessment industry 4.0 maturity model: An application to manufacturing company [Paper presentation]. IJCIEOM, 23–25, Toronto,Canada: IEOM Society International.
  • Badri, A., Badri, A., & Ben Fredj, N. (2021). State of the art and challenges for occupational health and safety performance evaluation tools. Safety, 7(3), 64. https://doi.org/10.3390/safety7030064
  • Bandara, O. K. K., Tharaka, V. K., & Wickramarachchi, A. P. R. (2019). Industry 4.0 maturity assessment of the banking sector of Sri Lanka. Smart Computing and Systems Engineering, SE02. https://doi.org/10.23919/SCSE.2019.8842818
  • Barbalho, S. C. M., & Dantas, R. F. (2020). The effect of islands of improvement on the maturity models for industry 4.0: The implementation of an inventory management system in a beverage factory. Brazilian Journal of Operations & Production Management, 18(3). https://doi.org/10.14488/BJOPM.2021.011
  • Barbalho, S. C. M., & Rozenfeld, H. (2013). Modelo de referência para o processo de desenvolvimento de produtos mecatrônicos (MRM): Validação e resultados de uso. Gestão e Produção, 20(1), 162–179. https://doi.org/10.1590/S0104-530X2013000100012
  • Barney, J. B. (1986). Organizational culture: Can it be a source of sustained competitive advantage? Academy of Management Review, 11(3), 3. https://doi.org/10.5465/amr.1986.4306261
  • Basl, J. 2018. Analysis of industry 4.0 readiness indexes and maturity models and proposal of the dimension for enterprise information systems.IFIP,57–68.https://doi.org/10.1007/978-3-319-99040-8_5
  • Benitez, G. B., Ayala, N. F., & Frank, A. G. (2020). Industry 4.0 innovation ecosystems: An evolutionary perspective on value co-creation. International Journal of Production Economics, 228, 107735. https://doi.org/10.1016/j.ijpe.2020.107735
  • Bücker, I., Hermann, M., Pentek, T., & Otto, B. (2016). Towards a methodology for industrie 4.0 transformation. Lecture Notes in Business Information Processing, 255, 209–221. https://doi.org/10.1007/978-3-319-39426-8_17
  • Büyüközkan, G., Güler, M., & Kahraman, C. (2020). Analysis of companies’ digital maturity by hesitant fuzzy linguistic MCDM methods. Journal of Intelligent & Fuzzy Systems, 38(2020), 1119–1132. https://doi.org/10.3233/JIFS-179473
  • Caiado, R. G. G., Scavarda, L. F., Nascimento, D. L. M., Ivson, P., & Cunha, V. H. C. (2020). A maturity model for manufacturing 4.0 in emerging countries. Business and Economics Series - Operations Management for Social Good, 38, 393–402. https://doi.org/10.1007/978-3-030-23816-2_38
  • Caiado, R. G. G., Scavarda, L. F., Gavião, L. O., Ivson, P., Nascimento, D. L. D. M., & Garza-Reyes, J. A. (2021). A fuzzy rule-based industry 4.0 maturity model for operations and supply chain management. International Journal of Production Economics, 231(2021), 107883. https://doi.org/10.1016/j.ijpe.2020.107883
  • Canetta, L., Barni, A., & Montini, E. (2018). Development of a digitalization maturity model for the manufacturing sector. IEEE/ICE/ITMC,Stuttgart,Germany. https://doi.org/10.1109/ICE.2018.8436292
  • Chonsawat, N., & Sopadang, A. (2020). Defining SMEs’ 4.0 Readiness Indicators. Applied Sciences, MDPI, 10, 8998. https://doi.org/10.3390/app10248998
  • Chrissis, M. B., Konrad, M., & Shrum, S. (2003). CMMI: Guidelines for process integration and product improvement. Pearson Education Inc.
  • Christensen, C. M. 2006. The innovator´s dilemma. Harper Paperbacks.
  • Colli, M., Madsen, O., Berger, U., Møller, C., Vejrum-Wæhrens, B., & Bockholt, M. 2018. Contextualizing the outcome of a maturity assessment for industry 4.0. IFAC PapersOnLine,1347–1352. IFAC (International Federation of Automatic Control) Hosting by Elsevier Ltd. https://doi.org/10.1016/j.ifacol.2018.08.343
  • Davenport, T. H. (1994). Reengenharia de processos: Como inovar na empresa através da tecnologia da informação Book. Campus.
  • De Bruin, T., & Rosemann, M. (2005). Towards a business process management maturity model. ECIS, 37, 1–12. http://aisel.aisnet.org/ecis2005/37
  • De Carolis, A., Macchi, M., Negri, E., & Terzi, S. (2017, June 27-29). Guiding manufacturing companies toward digitalization a methodology for supporting manufacturing companies in defining their digitalization roadmap. ICE/ITMC, Portugal: IEEE (Institute of Electrical and Electronics Engineers). https://doi.org/10.1109/ICE.2017.8279925
  • Dilberoglu, U. M., Gharehpapagh, B., Yaman, U., & Dolen, M. (2017). The role of additive manufacturing in the era of Industry 4.0. Procedia Manufacturing, 11, 545–554. https://doi.org/10.1016/j.promfg.2017.07.148
  • Dragicevic, N., Ullrich, A., Tsui, E., & Gronau, N. (2020). A conceptual model of knowledge dynamics in the industry 4.0 smart grid scenario. Knowledge Management Research & Practice, 18(2), 199–213. https://doi.org/10.1080/14778238.2019.1633893
  • Durakbasa, M. N., Bauer, J. M., Capuano, E., Acosta, J. M., & Carlos-Diaz, J. (2019). The new paradigm in the task of direction-coordination of innovative technological projects in the environment of INDUSTRY 4.0. ISPR Lecture Notes in Mechanical Engineering, 311–318. https://doi.org/10.1007/978-3-030-31343-2_27
  • Elnagar, S., Weistroffer, H., & Thomas, M. (2019). Agile Requirement Engineering Maturity Framework for Industry 4.0. Springer Nature Switzerland AG. EMCIS / LNBIP, 341, 405–418. https://doi.org/10.1007/978-3-030-11395-7_31
  • Facchini, F., Lucato, W. C., Pacchini, A. P. T., & Mummolo, G. 2019. Model to evaluate the Industry 4.0 readiness degree in Industrial Companies. IFAC-PapersOnLine, 1808–1813. IFAC (International Federation of Automatic Control) Hosting by Elsevier Ltd. https://doi.org/10.1016/j.ifacol.2019.11.464
  • Falzon, P. (2007). Ergonomia Book. Blucher.
  • Felch, V., & Asdecker, B. (2018). Development of an Industry 4.0 maturity model for the delivery process in supply chains. Journal of Modelling in Management, 13(4), 840–883. https://doi.org/10.1108/JM2-03-2018-0042
  • Gajsek, B., Marolt, J., Rupnik, B., Lerher, T., & Sternad, M. (2019). Using maturity model and discrete-event simulation for Industry 4.0 implementation. International Journal Simulation Model 18, 3(3), 488–499. https://doi.org/10.2507/IJSIMM183489
  • Gamache, S., Abdul-Nour, G., Baril, C., & Xu, W. (2020). Evaluation of the influence parameters of industry 4.0 and their impact on the quebec manufacturing SMEs: The first findings. PRODUCTION & MANUFACTURING RESEARCH, 7, 1771818. https://doi.org/10.1080/23311916.2020.1771818
  • Ganzarain, J., & Errasti, N. (2016). Three stage maturity model in SME’s towards industry 4.0. Journal of Industrial Engineering and Management, 9(5), 1119–1128. https://dx.doi.org/10.3926/jiem.2073
  • Gaur, L., & Ramakrishnan, R. (2019). Developing internet of things maturity model (IoT-MM) for manufacturing. International Journal of Innovative Technology and Exploring Engineering, 9(1). https://doi.org/10.35940/ijitee.A4168.119119
  • Geissbauer, R., Vedso, J., & Schrauf, S. (2016). Industry 4.0: Building the digital enterprise. In Global Industry 4.0 Survey (). PwC SA (PriceWaterhouseCoopers), USA.
  • Gökalp, E., Şener, U., & Eren, P. E. (2017). Development of an assessment model for industry 4.0: Industry 4.0-MM. SPICE, 770, 128–142. https://doi.org/10.1007/978-3-319-67383-7_10
  • Gualtieri, L., Rauch, E., & Vidoni, R. (2021). Emerging research fields in safety and ergonomics in industrial collaborative robotics: A systematic literature review. Robotics and Computer-Integrated Manufacturing, 67, 101998. https://doi.org/10.1016/j.rcim.2020.101998
  • Guerin, C., Rauffet, P., Chauvin, C., & Martin, E. (2019). Toward production operator 4.0: Modelling human-machine cooperation in industry 4.0 with cognitive work analysis. IFAC-PapersOnLine, 52(19), 73–78. https://doi.org/10.1016/j.ifacol.2019.12.111
  • Hecklau, F., Orth, R., Kidschun, F., & Kohl, H. (2017). Human resources management: Meta-study-analysis of future competencies in industry 4.0. ECMLG, London,UK: European Commission.
  • Hsieh, P. J., Lin, C., & Chang, S. (2020). The evolution of knowledge navigator model: The construction and application of KNM2.0. Expert Systems with Applications, 148, 113209. https://doi.org/10.1016/j.eswa.2020.113209
  • Ibarra, D., Ganzarain, J., & Igartua, J. I. (2018). Business model innovation through industry 4.0: A review. Procedia Manufacturing, 22, 4–10. https://doi.org/10.1016/j.promfg.2018.03.002
  • Ifenthaler, D., & Egloffstein, M. (2020). Development and implementation of a maturity model of digital transformation. TechTrends, 64(2), 302–309. https://doi.org/10.1007/s11528-019-00457-4
  • Iida, I., & Buarque, L. (2016). Ergonomia: Projeto e Produção Book. Blucher.
  • ISCOOP.(2022). Industry 4.0 and the fourth industrial revolution explained. [Unpublished manuscript]
  • Jazdi, N.(2014). Cyber-phisical systems in the context of Industry 4.0. IEEE/AQTR,1–4, Romania: IEEE (Institute of Electrical and Electronics Engineers). https://doi.org/10.1109/AQTR.2014.6857843
  • Jin, Y., Long, Y., Jin, S., Yang, Q., Chen, B., Li, Y., & Xu, L. (2018). An energy management maturity model for China: Linking ISO50001:2018 and domestic practices.). Journal of Cleaner Production, 290(2021), 125168. https://doi.org/10.1016/j.jclepro.2020.125168
  • Joblot, L., Paviot, T., Deneux, D., & Lamouri, S. (2019). Building Information Maturity Model specific to the renovation sector. Automation in Construction, 101(2019), 140–159. https://doi.org/10.1016/j.autcon.2019.01.019
  • Kadir, B. A., Broberg, O., & Conceição, C. S. D. (2019). Current research and future perspectives on human factors and ergonomics in industry 4.0. Journal Computers & Industrial Engineering, 137, 106004. https://doi.org/10.1016/J.CIE.2019.106004
  • Kagermann, H. (2013). Recommendations for implementing the strategic initiative INDUSTRIE 4.0: Securing the future of the German manufacturing industry (Final Report).Acatech.
  • Kaltenbach, F., Marber, P., Gosemann, C., Bölts, T., & Kühn, A. (2018). Smart services maturity level in Germany. ICE-ITMC, Germany: IEEE (Institute of Electrical and Electronics Engineers). https://doi.org/10.1109/ICE.2018.8436329
  • Kerrigan, M. (2013). A capability maturity model for digital investigations. Digital Investigation, 10(2013), 19–33. http://dx.doi.org/10.1016/j.diin.2013.02.005
  • Kohtamäkia, M., Parida, V., Oghazi, P., Gebauer, H., & Baines, T. (2019). Digital servitization business models in ecosystems: A theory of the firm. Journal of Business Research, 104, 380–392. https://doi.org/10.1016/j.jbusres.2019.06.027
  • Kotler, P., & Keller, K. L. (2009). Marketing management. Pearson Prentice Hall.
  • Kurt, R. (2019). Industry 4.0 in terms of industrial relations and its impacts on labour life. Procedia Computer Science, 158, 590–601. https://doi.org/10.1016/j.procs.2019.09.093
  • Lakatos, I., & Musgrave, A. 1977. Criticism and the Growth of Knowledge. Cambridge University Press, 282 pp, Systematic Biology, 27(3), 384–386. https://doi.org/10.2307/2412896
  • Lanyi, C. S., & Withers, J. D. A. (2020). Striving for a safer and more ergonomic workplace: Acceptability and human factors related to the adoption of AR/VR glasses in industry 4.0. Smart Cities, 3(2), 289–307. https://doi.org/10.3390/smartcities3020016
  • Lee, H. L. (2018). Big data and the innovation cycle. Production and Operations Management, 27(9), 1642–1646. https://doi.org/10.1111/poms.12845
  • Leyh, C., Leyh, C., Rooze, M., & Feipel, V. (2016). Assessing the IT and software landscapes of industry 4.0-enterprises: The maturity. Journal of the American Podiatric Medical Association, 106(6), 398–405. https://doi.org/10.7547/15-064
  • Lichtblau, K., Stich, V., Bertenrath, R., Blum, M., Bleider, M., Millack, A., Schmitt, K., Schmitz, E., & Schröter, M. (2015). Industrie 4.0 readiness IMPULS. [Unpublished manuscript]
  • Li, A. Q., Rich, N., Found, P., Kumar, M., & Brown, S. (2019). Exploring product-service systems in the digital era: A socio-technical systems perspective. TQM-Journal, 32(4), 897–913. https://doi.org/10.1108/TQM-11-2019-0272
  • Li, A. Q., Rich, N., Found, P., Kumar, M., & Brown, S. (2019). Exploring product-service systems in the digital era: A socio-technical systems perspective. TQM-Journal, 32(4), 897–913. https://doi.org/10.1108/TQM-11-2019-0272
  • Maier, H. T., Schmiedbauer, O., & Biedermann, H. (2020). Validation of a Lean Smart Maintenance Maturity Model. Technical Journal, 14(3), 296–302. https://doi.org/10.31803/tg-20200706131623
  • Margariti, V., Anagnostopoulos, D., Papastilianou, A., Stamati, T., & Angeli, S. (2020). Assessment of organizational interoperability in e-government: Α new model and tool for assessing organizational interoperability maturity of a public service in practice. ICEGOV,Greece. Association for Computing Machinery. https://doi.org/10.1145/3428502.3428544
  • Margariti, V., Anagnostopoulos, D., Stamati, T., Papastilianou, A., & Angeli, S. P. (2020April). Assessment of Organizational Interoperability in e-Government: Α new model and tool for assessing Organizational Interoperability maturity of a public service in practice. [Conference Paper]. V2020, 1–3, Athens, Greece.
  • Merkus, J., Helms, R., & Kusters, R. (2020, September 16-18). Reference model for generic capabilities in maturity models. ICIME,Netherlands. Association for Computing Machinery.https://doi.org/10.1145/3430279.3430282
  • Mintzberg, H., Quinn, J. B. (2003). The strategy process: Concepts, context, cases book. Prentice Hall.
  • Miranda, J., Molina, A., Ponce, P., & Cortés, D. (2019). Sensing, smart and sustainable product development (S3 product) reference framework. Enabling Systems for Intelligent Manufacturing in Industry, 57(14), 71–139. https://doi.org/10.1007/978-3-030-65547-1_3
  • Mittal, S., Romero, D., & Wuest, T. 2018. Towards a smart manufacturing maturity model for SMEs (SM3E). IFIP-AICT 536,155–163.https://doi.org/10.1007/978-3-319-99707-0_20
  • Model SIMMI 4.0. Springer International AG, 103–119, https://doi.org/10.1007/978-3-319-53076-5_6
  • Müller, J. M., Buliga, O., & Voigt, K.-I. (2018). Fortune favors the prepared: How SMEs approach business model innovations in industry 4.0. Technological Forecasting and Social Change, 132, 2–17. https://doi.org/10.1016/j.techfore.2017.12.019
  • Neumann, W. P., & Dul, J. (2010). Human factors: spanning the gap between OM & HRM. International Journal of Operations & Production Management, 30(9), 923–950. https://doi.org/10.1108/01443571011075056
  • Nick, G. A., Szaller, A., & Várgedő, T., et al. (2020). CCMS model - a novel approach to digitalization level assessment for manufacturing companies. ECMLG, 195–203. https://doi.org/10.34190/ELG.20.060
  • Nolan, R. L. (1973). Managing the computer resource: A stage hypothesis. Communications of the ACM, 16(7), 7. https://doi.org/10.1145/362280.362284
  • Norman, D. A. (1988). The design of everyday things book. Mit Pr.
  • Osorio-Sanabria, M. A., Amaya-Fernández, F. & González-Zabala, M. P. 2020. Developing a model to readiness assessment of open government datain public institutions in Colombia.ICEGOV, Association for Computing Machinery New York, NY, United States, Athens,Greece.https://doi.org/10.1145/3428502.3428548
  • Pacchini, A. P. T., Lucato, W. C., Facchini, F., & Mummolo, G. (2019). The degree of readiness for the implementation of Industry 4.0. Computers in Industry, 113(2019), 103125. https://doi.org/10.1016/j.compind.2019.103125
  • Page, M. J., McKenzie, J.E., Bossuyt, P.M, Boutron, I., Hoffmann, T. C., Mulrow, C.D., Shamseer, L., Tetzlaff, J.M., Akl, E.A., Brennan, S.E., Chou, R., Glanville, J, Grimshaw, J.M., Hróbjartsson, A., Lalu, M. M., Li, T, Loder, E. W, Mayo-Wilson, E., McDonald, S., McGuinness, L. A, . . . Moher, D. 2020. The PRISMA 2020 statement: an updated guideline for reporting systematic re-views. BMJ (Clinical Research Ed.)
  • Patil, B. A., Kulkarni, M. S., Rao, P.V.M. (2019). New Product Development (NPD) process in the context of industry 4.0. IEEM,Macao, China. IEEE (Institute of Electrical and Electronics Engineers). https://doi.org/10.1109/IEEM44572.2019.8978740
  • Paulk, M. C. (1993). Comparing IS0 9001 and the capability maturity model for software. Software Quality Journal, 2(4), 245–256. https://doi.org/10.1007/BF00403767
  • Pennekamp, J., Glebke, R., Henze, M., Meisen, T., Quix, C., Hai, R., Gleim, L., Niemietz, P., Rudack, M., Knape, S., Epple, A., Trauth, D., Vroomen, U., Bergs, T., Brecher, C., Bührig-Polaczek, A., Jarke, M., & Wehrle, K. (2019). Towards an infrastructure enabling the internet of production. IEEE-ICPS,31–37. https://doi.org/10.1109/ICPHYS.2019.8780276
  • Pereira, M. G. (2011). Artigos científicos: Como redigir, publicar e avaliar / Scientific articles: How to write, publish and evaluate. [Monograph] X–383.
  • Pessl, E., Sorko, S.R., & Mayer, B. (2017). Roadmap industry 4.0 - Implementation guideline for enterprises. International Journal of Science, Technology and Society, 5(6), 193–202. https://doi.org/10.11648/j.ijsts.20170506.14
  • Pirola, F., Cimini, C., & Pinto, R. (2019). Digital readiness assessment of Italian SMEs: A case-study research. Journal of Manufacturing Technology Management, 31(5), 1045–1083. https://doi.org/10.1108/JMTM-09-2018-0305
  • Poba-Nzaou, P., Galani, M., & Tchibozo, A. (2020). Transforming human resources management in the age of industry 4.0: A matter of survival for HR professionals. Strategic HR Review, 19(6), 273–278. https://doi.org/10.1108/SHR-06-2020-0055
  • Proença, D., & Borbinha, J. 2018. Information security management systems - A maturity model based on ISO/IEC 27001. BIS-LNBIP,320,102–114.https://doi.org/10.1007/978-3-319-93931-5_8
  • Rafael, L. D., Jaione, G. E., Cristina, L., & Ibon, S. L. (2020). An Industry 4.0 maturity model for machine tool companies. Technological Forecasting & Social Change, 159(2020), 120203. https://doi.org/10.1016/j.techfore.2020.120203
  • Ramalho, T. S., Tarraco, E. L., Yokomizo, C. A., & Bernardes, R. C. (2019). Analysis of the innovation value chain in strategic projects of the Brazilian army. Revista de Gestão USP, 26(4), 409–428. https://doi.org/10.1108/REGE-01-2019-0016
  • Ramingwong, S., Manopiniwes, W., & Jangkrajarng, V. (2019). Human factors of Thailand toward industry 4.0. Management Research and Practice, 11(1), 15–25.
  • Ramos, L. F. P., Freitas, E., Loures, R., & Deschamps, F. 2021. An analysis of maturity models and current state assessment of organizations for industry 4.0 implementation. FAIM.https://doi.org/10.1016/j.promfg.2020.10.154
  • Rauch, E., Linder, C., & Dallasega, P. (2020). Anthropocentric perspective of production before and within industry 4.0. Computers & Industrial Engineering, 139. https://doi.org/10.1016/j.cie.2019.01.018
  • Renteria, C., Gil-Garcia, J.R. & Pardo, T.A. (2019). Toward an enabler-based digital government maturity framework: A preliminary proposal based on theories of change. ICEGOV,Melbourne, VIC, Australia. https://doi.org/10.1145/3326365.3326419
  • Rockwell Automation. (2014). The Connected Enterprise Maturity Model [Unpublished manuscript]. Rockwell Automation, Inc. USA: NYSE:ROK.
  • Rojas, R., Muedas, A., & Mauricio, D. (2019). Security maturity model of web applications for cyber attacks. ICCSP. Association for Computing Machinery, Malaysia. https://doi.org/10.1145/3309074.3309096
  • Rübel, S., Emrich, A., Klein, S., & Loos, P. 2018. A maturity model for business model management in industry 4.0. MKWI,2031–2042,Germany.http://dx.doi.org/10.22028/D291-33444
  • Sanchez-Segura, M. I., Medina-Dominguez, F., Amescua, A. & Dugarte-Peña, G. L. 2020. Knowledge governance maturity assessment can help software engineers during the design of business digitalization projects. Journal Software Evolution and Process, Wiley. ;33:e2326. https://doi.org/10.1002/smr.2326
  • Santos, R. C., & Martinho, J. L. (2020). An Industry 4.0 maturity model proposal. Journal of Manufacturing. https://doi.org/10.1108/jmtm-09-2018-0284
  • Schneider, P. (2018). Managerial challenges of Industry 4.0: An empirically backed research agenda for a nascent field. Review of Managerial Science, 12(3), 803–848. https://doi.org/10.1007/s11846-018-0283-2
  • Schuh, G., Anderl, R., Gausemeier, J., Hompel, M. & Wahlster, W. (2016). Industrie 4.0 in a global context: Strategies for cooperating with international partners (Acatech STUDY). Herbert Utz Verlag.
  • Schumacher, A., Erol, S., & Sihn, W. (2016). A maturity model for assessing industry 4.0 readiness and maturity of manufacturing enterprises. Procedia-CIRP,52, 52, 161–166. https://doi.org/10.1016/j.procir.2016.07.040
  • Silva, I. A., Cesar Macedo Barbalho, S., Adam, T., Heine, I., & Schmitt, R. (2021). Industry 4.0 readiness: A new framework for maturity evaluation based on a bibliometric study of scientific articles from 2001 to 2020. DYNA, 88(218), 101–109. https://doi.org/10.15446/dyna.v88n218.92543
  • Simetinger, F., & Zhang, Z. (2020). Deriving secondary traits of industry 4.0: A comparative analysis of significant maturity models. Systems Research and Behavioral Science, 1–16. https://doi.org/10.1002/sres.2708
  • Singapore, E. D. B.(2017).The Singapore smart industry readiness index [ Unpublished manuscript]. Singapore Economic Development Board.
  • Sivathanu, B., & Pillai, R. (2018). Smart HR 4.0–how industry 4.0 is disrupting HR. Human Resource Management International Digest, 26(4), 7–11. https://doi.org/10.1108/HRMID-04-2018-0059
  • Sjödin, D. R., Parida, V., Leksell, M., & Petrovic, A. (2018). Smart factory implementation and process innovation. Research-Technology Management, 61(5), 22–31. https://doi.org/10.1080/08956308.2018.1471277
  • Stich, V., Gudergan, G. & Zeller, V. 2017. Relevant capabilities for information management to achieve industrie 4.0 maturity. IFIP,33–42.https://doi.org/10.1007/978-3-319-99127-6_3
  • Tavčar, J., Demšar, I., & Duhovnik, J. (2018). Engineering change management maturity assessment model with lean criteria for automotive supply chain. Journal of Engineering Design, 29, 4–5, 235–257. https://doi.org/10.1080/09544828.2018.1463513
  • Technology Management Emerald Publishing Limited, 1741–038X. https://doi.org/10.1108/JMTM-09-2018-0284
  • Telukdarie, A., Buhulaiga, E., Bag, S., Gupta, S., & Luo, Z. (2018). Industry 4.0 implementation for multinationals. Process Safety and Environmental Protection, 118, 316–329. https://doi.org/10.1016/j.psep.2018.06.030
  • Tortorella, G. L., Pradhan, N., Macias de Anda, E., Trevino Martinez, S., Sawhney, R., & Kumar, M. (2020). Designing lean value streams in the fourth industrial revolution era: Proposition of technology-integrated guidelines. International Journal of Production Research, 58(16), 5020–5033. https://doi.org/10.1080/00207543.2020.1743893
  • Trotta, D., & Garengo, P.(2019). Assessing industry 4.0 maturity: An essential scale for SMEs. ICITM,Cambridge,UK: IEEE.https://doi.org/10.1109/ICITM.2019.8710716
  • Tukker, A., & Tischner, U. (2006). Product-services as a research field: Past, present, and future. reflections from a decade of research. Journal of Cleaner Production, 14(17), 1552–1556. https://doi.org/10.1016/j.jclepro.2006.01.022
  • Unny, R. B., & Lal, B. (2020). Blockchain in supply chain management: A Review of the capability maturity model. IFIP, 149–158. https://doi.org/10.1007/978-3-030-64849-7_14
  • Unterhofer, M., Rauch, E., Matt, D. T. & Santiteerakul, S. 2018. Investigation of assessment and maturity stage models for assessing the implementation of industry 4.0. IEEM.https://doi.org/10.1109/IEEM.2018.8607445
  • Valamede, L., & Akkari, A. (2020). Lean 4.0: A new holistic approach for the integration of lean manufacturing tools and digital technologies. International Journal of Mathematical, Engineering and Management Sciences, 5(5), 851–868. https://doi.org/10.33889/IJMEMS.2020.5.5.066
  • Vaz, A., Tendulkar, A., Mansori, S. & Rajagopal, P. (2019). Systematic journal review on S & OP publications and avenues for future research to support smart industries. Journal of Supply Chain Management, 8(5), 153–159.
  • Vollmann, T. E., Berry, W. L. & Whybark, D. C. (2005). Manufacturing planning and control systems for supply chain management: The definitive guide for professionals. McGraw Hill Professional.
  • Vrchota, J., Mariková, M., Rehor, P., Rolínek, L., & Toušek, R. (2019). Human Resources Readiness for Industry 4.0. Journal of Open Innovation, Technology, Market, and Complexity, 6(1), 3. https://doi.org/10.3390/joitmc6010003
  • Weber, C., Königsberger, J., Kassner, L. & Mitschang, B. 2017. M2DDM – A maturity model for data-driven manufacturing.procedia CIRP. 63, 173–178. https://doi.org/10.1016/j.procir.2017.03.309
  • Weking, J., Stöcker, M., Kowalkiewicz, M., Böhm, M. & Krcmara, H. (2020). Leveraging industry 4.0–A business model pattern framework. International Journal of Production Economics, 225. https://doi.org/10.1016/j.ijpe.2019.107588
  • Winkelhaus, S., & Grosse, E. (2020). Logistics 4.0: A systematic review towards a new logistics system. International Journal of Production Research, 58(1), 18–43. https://doi.org/10.1080/00207543.2019.1612964
  • World Economic Forum.(2016). The Future of Jobs: Employment, Skills and Workforce Strategy [Unpublished manuscript]
  • Wu, C., Buyya, R., & Ramamohanarao, K. (2020). Modeling cloud business customers’ utility functions. Future Generation Computer Systems, 105, 737–753. https://doi.org/10.1016/j.future.2019.12.044
  • Yu, C., Xu, X., Yu, S., Sang, Z., Yang, C., & Jiang, X. (2020). Shared manufacturing in the sharing economy: Concept, definition and service operations. Computers & Industrial Engineering, 146, 106602. https://doi.org/10.1016/j.cie.2020.106602
  • Zeller, V., Hocken, C. & Stich, V. 2018. Acatech industrie 4.0 maturity index – A multidimensional maturity model. IFIP-AICT 536,105–113.https://doi.org/10.1007/978-3-319-99707-0_14
  • Zhong, R., Xu, X., Klotz, E., & Newman, S. T. (2017). Intelligent manufacturing in the context of industry 4.0: A review. Engineering, 3(5), 616–630. https://doi.org/10.1016/J.ENG.2017.05.015
  • Zoubek, M., & Simon, M. (2021). A framework for a logistics 4.0 maturity model with a specification for internal logistics. MM Science Journal, 20211, 4264–4274. MM-Science-Journal,4264-4274. https://doi.org/10.17973/MMSJ.2021_03_2020073