Business Model Innovation for Industrie 4.0: Why the ’Industrial Internet’ Mandates a New Perspective on Innovation
Abstract
Industrie 4.0 (I40), i.e. the implementation of cyber-physical systems along the entire value chain and a far reaching digitalization of products and processes, is regarded as a significant agent of change in our current industrial system. While the previous discussion of I40 has been centered on technologies and standards, our focus is on business models (BM) for and enabled by I40. Having the right I40 BM will ultimately decide about companies’ market positions and profitability. This calls for a systematic process for business model innovation (BMI). The previous academic literature has offered mostly conceptual reviews to date. Empirical analyses of management approaches and processes applied for BMI are scarce. Based on an exploratory research design, we present the results of a comparative interview study with large companies and industry associations. We analyze I40 business model characteristics, provide an in-depth perspective of companies’ processes, structures and tools for BMI and derive upcoming practices as well as key competencies for BMI in the course of I40. Our results indicate a diverse picture. While some companies have dedicated BMI structures in place and lead I40 BMI, others could benefit from complementing existing product and service development with a systematic approach to BMI, building the fundamental capability to exploit the opportunities of I40.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Companies are increasingly aware that, to compete in the new paradigm of I4.0, they must face the challenge of digital transformation.
“Companies are increasingly aware that, to compete in the new paradigm of I4.0, they must face the challenge of digital transformation [4,5].”
From Digital Transformation Models for the I4.0 Transition: Lessons from the Change Management Literature (2021) · cites this paper as [4]
Cited by
Sorted by citations
Digitalization and its influence on business model innovation
Rachinger, M., Rauter, R., Müller, C., Vorraber, W., & Schirgi, E. (2018) · Journal of Manufacturing Technology Management · doi:10.1108/jmtm-01-2018-0020 · Cited by 1,090 · see citing works
Müller, J. M., Kiel, D., & Voigt, K. (2018) · Sustainability · doi:10.3390/su10010247 · Cited by 1,118 · see citing works
Nagy, J., Oláh, J., Erdei, E., Máté, D., & Popp, J. (2018) · Sustainability · doi:10.3390/su10103491 · Cited by 736 · see citing works
Kiel, D., Arnold, C., & Voigt, K. (2017) · Technovation · doi:10.1016/j.technovation.2017.09.003 · Cited by 431 · see citing works
Lessons learned from Industry 4.0 implementation in the German manufacturing industry
Veile, J. W., Kiel, D., Müller, J. M., et al. (2019) · Journal of Manufacturing Technology Management · doi:10.1108/jmtm-08-2018-0270 · Cited by 394 · see citing works
HOW THE INDUSTRIAL INTERNET OF THINGS CHANGES BUSINESS MODELS IN DIFFERENT MANUFACTURING INDUSTRIES
Arnold, C., KIEL, D., & Voigt, K. (2016) · International Journal of Innovation Management · doi:10.1142/s1363919616400156 · Cited by 386 · see citing works
Tortorella, G. L., Vergara, A., Garza‐Reyes, J. A., & Sawhney, R. S. (2019) · International Journal of Production Economics · doi:10.1016/j.ijpe.2019.06.023 · Cited by 392 · see citing works
Zhuo, C., & Chen, J. (2023) · Technological Forecasting and Social Change · doi:10.1016/j.techfore.2023.122378 · Cited by 395 · see citing works
Managerial challenges of Industry 4.0: an empirically backed research agenda for a nascent field
Schneider, P. (2018) · Review of Managerial Science · doi:10.1007/s11846-018-0283-2 · Cited by 345 · see citing works
Open innovation in the manufacturing industry: A review and research agenda
Posinković, T. O., Vlačić, B., & Dabić, M. (2021) · Technovation · doi:10.1016/j.technovation.2021.102221 · Cited by 299 · see citing works
Leveraging industry 4.0 – A business model pattern framework
Weking, J., Stöcker, M., Kowalkiewicz, M., Böhm, M., & Krcmar, H. (2019) · International Journal of Production Economics · doi:10.1016/j.ijpe.2019.107588 · Cited by 280 · see citing works
How does Industry 4.0 contribute to operations management?
Fettermann, D. C., Cavalcante, C. G. S., de Almeida, T. D., & Tortorella, G. L. (2018) · Journal of Industrial and Production Engineering · doi:10.1080/21681015.2018.1462863 · Cited by 245 · see citing works
Evaluation of the Relation between Lean Manufacturing, Industry 4.0, and Sustainability
Varela, L., Araújo, A., Ávila, P., de Castro, H. C. G. A., & Putnik, G. D. (2019) · Sustainability · doi:10.3390/su11051439 · Cited by 236 · see citing works
Dynamic capabilities and institutional theories for Industry 4.0 and digital supply chain
Gupta, S., Modgil, S., Gunasekaran, A., & Bag, S. (2020) · Supply Chain Forum an International Journal · doi:10.1080/16258312.2020.1757369 · Cited by 236 · see citing works
Challenges and Driving Forces for Industry 4.0 Implementation
Herceg, I. V., Kuč, V., Mijušković, V. M., & Herceg, T. (2020) · Sustainability · doi:10.3390/su12104208 · Cited by 201 · see citing works
LEADERSHIP CHARACTERISTICS IN THE ERA OF DIGITAL TRANSFORMATION
Klein, M. (2020) · Business And Management Studies An International Journal · doi:10.15295/bmij.v8i1.1441 · Cited by 186 · see citing works
Yaqub, M., & Alsabban, A. (2023) · Sustainability · doi:10.3390/su15118553 · Cited by 179 · see citing works
Vărzaru, A. A., & Bocean, C. G. (2024) · Systems · doi:10.3390/systems12090359 · Cited by 265 · see citing works
Digital Transformation Models for the I4.0 Transition: Lessons from the Change Management Literature
Bellantuono, N., Nuzzi, A., Pontrandolfo, P., & Scozzi, B. (2021) · Sustainability · doi:10.3390/su132312941 · Cited by 146 · see citing works
Szalavetz, A. (2019) · Post-Communist Economies · doi:10.1080/14631377.2019.1578584 · Cited by 124 · see citing works
Stakeholder management in SME open innovation: interdependences and strategic actions
Albats, E., Alexander, A. T., Mahdad, M., Miller, K., & Post, G. (2019) · Journal of Business Research · doi:10.1016/j.jbusres.2019.07.038 · Cited by 109 · see citing works
Industry 4.0: The role of human resource professionals
Dhanpat, N., Buthelezi, Z. P., Joe, M. R., Maphela, T. V., & Shongwe, N. (2020) · SA Journal of Human Resource Management · doi:10.4102/sajhrm.v18i0.1302 · Cited by 112 · see citing works
Business analytics in manufacturing: Current trends, challenges and pathway to market leadership
Omar, Y. M., Minoufekr, M., & Plapper, P. (2019) · Operations Research Perspectives · doi:10.1016/j.orp.2019.100127 · Cited by 100 · see citing works
Stawiarska, E. M., Szwajca, D., Matusek, M., & Wolniak, R. (2021) · Sustainability · doi:10.3390/su13094867 · Cited by 97 · see citing works
Revisiting IoT definitions: A framework towards comprehensive use
Sorri, K., Mustafee, N., & Seppänen, M. (2022) · Technological forecasting & social change · doi:10.1016/j.techfore.2022.121623 · Cited by 58 · see citing works
Network innovation versus innovation through networks
Yaqub, M. Z., Srećković, M., Cliquet, G., Hendrikse, G. W. J., & Windsperger, J. (2020) · Industrial Marketing Management · doi:10.1016/j.indmarman.2020.07.001 · Cited by 62 · see citing works
Götz, M. A., & Jankowska, B. (2020) · Foresight-Russia · doi:10.17323/2500-2597.2020.4.61.78 · Cited by 61 · see citing works
Development Trends of Production Systems through the Integration of Lean Management and Industry 4.0
Florescu, A., & Barabas, S. (2022) · Applied Sciences · doi:10.3390/app12104885 · Cited by 52 · see citing works
Operationalizing Business Model Innovation through Big Data Analytics for Sustainable Organizations
Minatogawa, V., Franco, M., Rampasso, I. S., Anholon, R., Quadros, R., Durán, O., & Batocchio, A. (2019) · Sustainability · doi:10.3390/su12010277 · Cited by 58 · see citing works
Business Models in the Industry 4.0 Environment—Results of Web of Science Bibliometric Analysis
Grabowska, S., & Saniuk, S. (2022) · Journal of Open Innovation Technology Market and Complexity · doi:10.3390/joitmc8010019 · Cited by 56 · see citing works
Rummel, F., Hüsig, S., & Steinhauser, S. (2021) · R and D Management · doi:10.1111/radm.12514 · Cited by 53 · see citing works
The role of crowdsourcing in industry 4.0: a systematic literature review
Vianna, F. R. P. M., Graeml, A. R., & Peinado, J. (2020) · International Journal of Computer Integrated Manufacturing · doi:10.1080/0951192x.2020.1736714 · Cited by 50 · see citing works
Penttilä, K., Ravald, A., Dahl, J., & Björk, P. (2020) · Industrial Marketing Management · doi:10.1016/j.indmarman.2020.09.008 · Cited by 53 · see citing works
Burmeister, C., Lüttgens, D., & Piller, F. T. (2015) · SSRN Electronic Journal · doi:10.2139/ssrn.2571033 · Cited by 49 · see citing works
Szabó, R. Z., Herceg, I. V., Hanák, R., Hortoványi, L., Romanová, A., Mocan, M. L., & Djuricin, D. (2020) · Sustainability · doi:10.3390/su12229538 · Cited by 52 · see citing works
Jamal, M. T., Alalyani, W. R., Thoudam, P., Anwar, I., & Bino, E. (2021) · Sustainability · doi:10.3390/su132011449 · Cited by 52 · see citing works
Digital communication channels in Industry 4.0 implementation
Kovaitė, K., Šūmakaris, P., & Stankevičienė, J. (2020) · Management · doi:10.30924/mjcmi.25.1.10 · Cited by 45 · see citing works
Grand challenges in the digitalisation of wind energy
Clifton, A., Barber, S., Bray, A., et al. (2023) · Wind energy science · doi:10.5194/wes-8-947-2023 · Cited by 44 · see citing works
Evaluating critical success factors for implementing smart devices in the construction industry
Silverio-Fernández, M. A., Renukappa, S., & Suresh, S. (2019) · Engineering Construction & Architectural Management · doi:10.1108/ecam-02-2018-0085 · Cited by 44 · see citing works
İŞLETMELERİN DİJİTAL DÖNÜŞÜM SENARYOLARI - KAVRAMSAL BİR MODEL ÖNERİSİ
Klein, M. (2020) · Elektronik Sosyal Bilimler Dergisi · doi:10.17755/esosder.676984 · Cited by 49 · see citing works
Digital Twin for Flexible Manufacturing Systems and Optimization Through Simulation: A Case Study
Florescu, A. (2024) · Machines · doi:10.3390/machines12110785 · Cited by 50 · see citing works
Kim, S., Connerton, T. P., & Cheongyeul, P. (2021) · Technological Forecasting and Social Change · doi:10.1016/j.techfore.2021.121024 · Cited by 36 · see citing works
Marketing Innovations in Industry 4.0 and Their Impacts on Current Enterprises
Ungerman, O., & Dědková, J. (2019) · Applied Sciences · doi:10.3390/app9183685 · Cited by 34 · see citing works
Zare, J., & Persaud, A. (2024) · Management Review Quarterly · doi:10.1007/s11301-024-00426-z · Cited by 33 · see citing works
Ghosh, S., Hughes, M., Hughes, P., & Hodgkinson, I. R. (2020) · Future of business and finance · doi:10.1007/978-3-030-53914-6_10 · Cited by 32 · see citing works
Smart already at design time – Pattern-based smart service innovation in manufacturing
Ebel, M., Jaspert, D., & Pöppelbuß, J. (2022) · Computers in Industry · doi:10.1016/j.compind.2022.103625 · Cited by 32 · see citing works
Business Sustainability and Growth in Journey of Industry 4.0-A Case Study
Patra, G., & Roy, R. K. (2023) · Contributions to environmental sciences & innovative business technology · doi:10.1007/978-3-031-20443-2_2 · Cited by 30 · see citing works
The Role of Digital Leadership, Customer Orientation and Business Model Innovation for IoT Companies
(2022) · International Journal of Business · doi:10.55802/ijb.027(2).007 · Cited by 29 · see citing works
Cluster role in industry 4.0 – a pilot study from Germany
Götz, M. A. (2020) · Competitiveness Review An International Business Journal incorporating Journal of Global Competitiveness · doi:10.1108/cr-10-2019-0091 · Cited by 29 · see citing works
A Review of the Literature on Smart Factory Implementation
Rub, J., & Bahemia, H. (2019) · IEEE International Conference on Engineering, Technology and Innovation (ICE/ITMC) · doi:10.1109/ice.2019.8792577 · Cited by 27 · see citing works
A Framework of Action for Implementation of Industry 4.0. an Empirically Based Research
Pollak, A., Hilarowicz, A., Walczak, M., & Gąsiorek, D. (2020) · Sustainability · doi:10.3390/su12145789 · Cited by 27 · see citing works
Towards a Maturity Modeling Approach for the Implementation of Industrial Internet
Menon, K., Kärkkäinen, H., & Lasrado, L. A. (2016) · CBS Research Portal (Copenhagen Business School) · Cited by 25 · see citing works
Clustering of banks by the level of digitalization in the context of the COVID-19 pandemic
Kolodiziev, O. M., Щербак, В. Г., (Омельченко), К. Ю. В., Черновол, О., & Lozynska, O. (2022) · Banks and Bank Systems · doi:10.21511/bbs.17(1).2022.07 · Cited by 23 · see citing works
Auf dem Weg zum digitalen Geschäftsmodell
Pflaum, A., & Schulz, E. (2018) · HMD Praxis der Wirtschaftsinformatik · doi:10.1365/s40702-018-0401-2 · Cited by 24 · see citing works
Digitalization in the Renewable Energy Sector—New Market Players
Pakulska, T., & Poniatowska-Jaksch, M. (2022) · Energies · doi:10.3390/en15134714 · Cited by 23 · see citing works
Sansabas-Villalpando, V., Pérez-Olguín, I. J. C., Pérez-Domínguez, L. A., Rodríguez‐Picón, L. A., & Méndez‐González, L. C. (2019) · Sustainability · doi:10.3390/su11247045 · Cited by 21 · see citing works
Dudin, M. N., Shkodinsky, S. V., & Usmanov, D. I. (2021) · Finance: Theory and Practice · doi:10.26794/2587-5671-2021-25-5-59-78 · Cited by 19 · see citing works
Bagnoli, C., Bravin, A., Massaro, M., & Vignotto, A. (2018) · Studi e ricerche · doi:10.30687/978-88-6969-286-4 · Cited by 17 · see citing works
Transforming the Connected Car into a Business Model Innovation
Mikusz, M., Schäfer, T., Taraba, T., & Jud, C. (2017) · IEEE Conference on Business Informatics · doi:10.1109/cbi.2017.64 · Cited by 16 · see citing works
The Platform Business Model Canvas a Proposition in a Design Science Approach
Eisape, D. A. (2019) · American Journal of Management Science and Engineering · doi:10.11648/j.ajmse.20190406.12 · Cited by 16 · see citing works
Design and Simulation of IoT Systems Using the Cisco Packet Tracer
Gwangwava, N., & Mubvirwi, T. B. (2021) · Advances in Internet of Things · doi:10.4236/ait.2021.112005 · Cited by 16 · see citing works
Kwiotkowska, A., & Gębczyńska, M. (2022) · Sustainability · doi:10.3390/su142012978 · Cited by 16 · see citing works
Vianna, F. R. P. M., & Meneghetti, F. K. (2020) · REAd Revista Eletrônica de Administração (Porto Alegre) · doi:10.1590/1413-2311.280.96476 · Cited by 14 · see citing works
Online Grocery Platforms : Understanding Consumer Acceptance
Güsken, S. R., Janßen, D., & Hees, F. (2019) · RWTH Publications (RWTH Aachen) · Cited by 14 · see citing works
Examining the Impact of Industry 4.0 on Labor Market in Pakistan
Kazmi, S. J. A., & Abbas, J. (2021) · Handbook of Smart Materials, Technologies, and Devices · doi:10.1007/978-3-030-58675-1_80-1 · Cited by 13 · see citing works
Piller, F. T., & Nitsch, V. (2022) · Contributions to management science · doi:10.1007/978-3-031-07734-0_1 · Cited by 15 · see citing works
Process Mining – the Enhancement of Elements Industry 4.0
Halaška, M., & Šperka, R. (2018) · doi:10.1109/iccoins.2018.8510578 · Cited by 13 · see citing works
IT Investment Decisions in Industry 4.0: Evidences from SMEs
Kazemargi, N., & Spagnoletti, P. (2020) · Lecture notes in information systems and organisation · doi:10.1007/978-3-030-47355-6_6 · Cited by 12 · see citing works
IIoT Talent Cultivating Mechanism in line with Industrial Internet
Chen, L., Zhang, L., Yang, Y., et al. (2022) · Procedia Computer Science · doi:10.1016/j.procs.2022.01.046 · Cited by 12 · see citing works
Migration in Modern Russia: Scope, Main Directions and Problems
Пруель, Н. А., Lipatova, L. N., & Gradusova, V. N. (2020) · REGIONOLOGY · doi:10.15507/2413-1407.110.028.202001.133-158 · Cited by 11 · see citing works
Shashishekar, M. S., Anand, S., & Paul, A. K. (2021) · Journal of Business and Industrial Marketing · doi:10.1108/jbim-02-2020-0102 · Cited by 11 · see citing works
Open Innovation Business Models and Open Strategies: Features, Challenges, Development Prospects
Николаевна, Б. Н., & Рашидовна, Г. Л. (2018) · Lomonosov Economics Journal · doi:10.38050/01300105201818 · Cited by 10 · see citing works
Challenges of implementing Industry 4.0 in developed and developing countries: A comparative review
Surindra, M. D., Caesarendra, W., Królczyk, G., & Gupta, M. K. (2024) · Mechanical Engineering for Society and Industry · doi:10.31603/mesi.12177 · Cited by 13 · see citing works
Digital Entrepreneurship and Education: Support for Innovative Projects
Muraya, E. N. (2019) · International Journal of Advanced Trends in Computer Science and Engineering · doi:10.30534/ijatcse/2019/101862019 · Cited by 8 · see citing works
Máté, D., Oláh, J., Erdei, E., Estiyanti, N. M., Bács, Z., & Kovács, S. (2022) · Frontiers in Sustainable Food Systems · doi:10.3389/fsufs.2022.1034010 · Cited by 8 · see citing works
etimm, & Arnold, C. (2017) · RePEc: Research Papers in Economics · Cited by 7 · see citing works
International relations through the prism of the new technological division of power
Filipović, S., & Ignjatović, J. (2021) · Medjunarodni problemi · doi:10.2298/medjp2104637f · Cited by 7 · see citing works
Can firm R&D benefit from digital technologies? Evidence from Chinese high-speed rail industry
Jiang, Z., & Shi, J. (2023) · Kybernetes · doi:10.1108/k-04-2023-0677 · Cited by 7 · see citing works
Obermaier, R., & Grottke, M. (2017) · Springer eBooks · doi:10.1007/978-3-658-18488-9_5 · Cited by 7 · see citing works
Brenk, S., Burmeister, C., Diener, K., & Luettgens, D. (2025) · Long range planning · doi:10.1016/j.lrp.2025.102507 · Cited by 8 · see citing works
Collaboration is not Evil: A Systematic Look at Security Research for Industrial Use
Pennekamp, J., Buchholz, E., Dahlmanns, M., et al. (2020) · doi:10.14722/laser-acsac.2020.23088 · Cited by 6 · see citing works
Methodology for Business Model Related Product Design
Schuh, G., Doelle, C., & Ebi, M. (2018) · Portland International Conference on Management of Engineering and Technology (PICMET) · doi:10.23919/picmet.2018.8481925 · Cited by 6 · see citing works
Cruzara, G., Sandri, E. C., Cherobim, A. P. M. S., & Frega, J. R. (2021) · Revista Gestão & Tecnologia · doi:10.20397/2177-6652/2021.v21i1.1860 · Cited by 6 · see citing works
Exploring Time-Based Characteristics of the E-Car Market for Effective Market Segmentation
Tripathi, S., Bachmann, N., Brunner, M., & Jodlbauer, H. (2024) · Procedia Computer Science · doi:10.1016/j.procs.2024.01.007 · Cited by 6 · see citing works
Industrial Education Impact on Vocational Student Social Skills
Dwiyanti, V., Ana, A., & Widianingsih, I. (2018) · Innovation of Vocational Technology Education · doi:10.17509/invotec.v14i2.14362 · Cited by 5 · see citing works
Industry 4.0 and Developing Countries: Innovation Perspective of Ethiopia, India and Bangladesh
Rao, A., Pathak, R., & Rayed, A. M. (2020) · International Journal for Modern Trends in Science and Technology · doi:10.46501/ijmtst060615 · Cited by 5 · see citing works
Risks of digitalisation of business models
Kovaitė, K., & Stankevičienė, J. (2019) · doi:10.3846/cibmee.2019.039 · Cited by 5 · see citing works
Cruzara, G., Takahashi, A. R. W., Sandri, E. C., et al. (2020) · Contextus - Revista Contemporânea de Economia e Gestão · doi:10.19094/contextus.2020.43717 · Cited by 5 · see citing works
Digitale Geschäftsmodelle für industrielle Produkt-Service-Systeme im Kontext von Industrie 4.0
Steven, M., & Grandjean, L. (2018) · Springer eBooks · doi:10.1007/978-3-658-19131-3_12 · Cited by 5 · see citing works
Higher Education Institutions and Digital Transformation
Lis, M. (2023) · Routledge eBooks · doi:10.4324/9781003363132 · Cited by 4 · see citing works
Examining the Impact of Industry 4.0 on Labor Market in Pakistan
Kazmi, S. J. A., & Abbas, J. (2022) · Springer eBooks · doi:10.1007/978-3-030-84205-5_80 · Cited by 4 · see citing works
Schnee, R., Chrenko, D., Rodet-Kroichvili, N., et al. (2020) · IEEE Vehicle Power and Propulsion Conference (VPPC) · doi:10.1109/vppc49601.2020.9330892 · Cited by 4 · see citing works
The Impact of Industry 4.0 on Business Models
Boshnyaku, A. (2022) · Lecture notes in networks and systems · doi:10.1007/978-3-031-22375-4_40 · Cited by 3 · see citing works
Confessional Foreign Regional Studies as a Field of Research
Balabeykina, O. A. (2020) · REGIONOLOGY · doi:10.15507/2413-1407.110.028.202001.111-132 · Cited by 3 · see citing works
Ekşili, N. (2022) · Advances in logistics, operations, and management science book series · doi:10.4018/978-1-7998-9715-6.ch013 · Cited by 3 · see citing works
Business Models, Dynamic Capabilities and Industry 4.0: A Framework to Explore This Relationship
Cruzara, G., Frega, J. R., Cherobim, A. P. M. S., et al. (2023) · International Journal of Innovation and Technology Management · doi:10.1142/s0219877023500360 · Cited by 3 · see citing works
An ANP Approach for Prioritizing the Agile Project Management Criteria in Industry 4.0 Transition
Yanık, S., & Işıklı, E. (2019) · Advances in logistics, operations, and management science book series · doi:10.4018/978-1-5225-7865-9.ch009 · Cited by 3 · see citing works
Rueb, J., & Bahemia, H. (2020) · IEEE International Conference on Engineering, Technology and Innovation (ICE/ITMC) · doi:10.1109/ice/itmc49519.2020.9198634 · Cited by 3 · see citing works
Cutting Edge IoT Technology for Smart Indian Pharma
Rakshit, P., & Srivastava, P. K. (2021) · International Conference on Advance Computing and Innovative Technologies in Engineering (ICACITE) · doi:10.1109/icacite51222.2021.9404627 · Cited by 3 · see citing works
- Authors
- Burmeister, Lüttgens, & Piller
- Venue
- Die Unternehmung
- Publisher
- Nomos Verlag
- Published
- 2016
- Volume
- 70
- Issue
- 2
- Pages
- 124-152
- ISSN
- 0042-059X (ISSN-L)
- OpenAlex
- W3143845092
- Cited by
- 149
- References
- 0
- Citations by year
- 2026: 1 · 2025: 6 · 2024: 14 · 2023: 13 · 2022: 20 · 2021: 18 · 2020: 33 · 2019: 22 · 2018: 14 · 2017: 5 · 2016: 2 · 2015: 1
- FWCI
- 27.82
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Die Unternehmung (publishedVersion)
- RePEc: Research Papers in Economics (submittedVersion)
- Topics
- Social Sciences › Business, Management and Accounting › Management of Technology and Innovation › Digital Innovation in Industries
- Social Sciences › Business, Management and Accounting › Strategy and Management › Business Strategies and Innovation
- Physical Sciences › Engineering › Industrial and Manufacturing Engineering › Digital Transformation in Industry
- Keywords
- business model innovation, Industry 4.0, Industrial Internet of Things, cyber-physical systems, industrial digitalization, innovation management processes, business model characteristics, core competencies, large corporations, trade associations
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review