The expected contribution of Industry 4.0 technologies for industrial performance
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Industry 4.0 functions through an integration of manufacturing operation systems and information and communication technologies, creating Cyber-Physical Systems.
“It is the latest industrial system which functions through an integration of manufacturing operation systems and information and communication technologies (ICT), thus creating the much nuanced Cyber-Physical Systems (CPS) [25,26].”
From Digitisation and the Circular Economy: A Review of Current Research and Future Trends (2018) · cites this paper as [25]
Cites
Applied Multiple Regression/Correlation Analysis for the Behavioral Sciences
Cohen, P., Cohen, P., West, S. G., & Aiken, L. S. (2014) · Psychology Press eBooks · doi:10.4324/9781410606266 · Cited by 20,819 · see citing works
Multivariate data analysis : a global perspective
Hair, J. F. (2010) · Cited by 12,258 · see citing works
Applied Multiple Regression/Correlation Analysis for the Behavioral Sciences
Kemp, F. (2003) · Journal of the Royal Statistical Society Series D (The Statistician) · doi:10.1046/j.1467-9884.2003.t01-2-00383_4.x · Cited by 9,294 · see citing works
Lasi, H., Fettke, P., Kemper, H.-G., Feld, T., & Hoffmann, M. (2014) · Business & Information Systems Engineering · doi:10.1007/s12599-014-0334-4 · Cited by 4,276 · see citing works
Design Principles for Industrie 4.0 Scenarios
Hermann, M., Pentek, T., & Otto, B. (2016) · Hawaii International Conference on System Sciences (HICSS) · doi:10.1109/hicss.2016.488 · Cited by 2,978 · see citing works
Digital twin-driven product design, manufacturing and service with big data
Tao, F., Cheng, J., Qi, Q., Zhang, M., Zhang, H., & Sui, F. (2018) · The International Journal of Advanced Manufacturing Technology · doi:10.1007/s00170-017-0233-1 · Cited by 2,920 · see citing works
How Smart, Connected Products Are Transforming Competition
Porter, M. E., & Heppelmann, J. E. (2014) · Harvard business review · Cited by 2,600 · see citing works
Past, present and future of Industry 4.0—A systematic literature review and research agenda proposal
Liao, Y., Deschamps, F., Loures, E. D. F. R., & Ramos, L. F. P. (2017) · International Journal of Production Research · doi:10.1080/00207543.2017.1308576 · Cited by 2,036 · see citing works
Opportunities of Sustainable Manufacturing in Industry 4.0
Stock, T. W., & Seliger, G. (2016) · Procedia CIRP · doi:10.1016/j.procir.2016.01.129 · Cited by 1,947 · see citing works
Data-driven smart manufacturing
Tao, F., Qi, Q., Liu, A., & Kusiak, A. (2018) · Journal of Manufacturing Systems · doi:10.1016/j.jmsy.2018.01.006 · Cited by 1,934 · see citing works
How ‘big data’ can make big impact: findings from a systematic review and a longitudinal case study
Fosso Wamba, S., Akter, S., Edwards, A., Chopin, G., & Gnanzou, D. (2015) · International Journal of Production Economics · doi:10.1016/j.ijpe.2014.12.031 · Cited by 1,905 · see citing works
A Maturity Model for Assessing Industry 4.0 Readiness and Maturity of Manufacturing Enterprises
Schumacher, A., Erol, S., & Sihn, W. (2016) · Procedia CIRP · doi:10.1016/j.procir.2016.07.040 · Cited by 1,766 · cited 2× · see citing works
“0 can be understood as a result of the growing digitization of companies, especially regarding to manufacturing processes (Kagermann, 2015; Schumacher et al., 2016).”
Background(2021) · Encyclopedia of the UN sustainable development goals · doi:10.1007/978-3-319-95963-4_300069 · Cited by 1,585 · see citing works
How Smart, Connected Products Are Transforming Competition
ポーター, マ. E., ヘプルマン, ジ. E., & 有賀, 裕. (2015) · Harvard business review · Cited by 1,550 · see citing works
Implementing Smart Factory of Industrie 4.0: An Outlook
Wang, S., Wan, J., Li, D., & Zhang, C. (2016) · International Journal of Distributed Sensor Networks · doi:10.1155/2016/3159805 · Cited by 1,527 · see citing works
Brettel, M., Friederichsen, N., Keller, M., & Rosenberg, M. (2014) · RWTH Publications (RWTH Aachen) · doi:10.5281/zenodo.1336426 · Cited by 1,362 · see citing works
Industry 4.0: Towards future industrial opportunities and challenges
Zhou, K., Liu, T., & Zhou, L. (2015) · International Conference on Fuzzy Systems and Knowledge Discovery (FSKD) · doi:10.1109/fskd.2015.7382284 · Cited by 1,257 · see citing works
Barriers to Technology Adoption and Development
Parente, S. L., & Prescott, E. C. (1991) · Journal of Political Economy · doi:10.1086/261933 · Cited by 1,224 · see citing works
Sample Size in Factor Analysis: The Role of Model Error
MacCallum, R. C., Widaman, K. F., Preacher, K. J., & Hong, S. (2001) · Multivariate Behavioral Research · doi:10.1207/s15327906mbr3604_06 · Cited by 1,143 · see citing works
Controlling for endogeneity with instrumental variables in strategic management research
Bascle, G. (2008) · Strategic Organization · doi:10.1177/1476127008094339 · Cited by 1,133 · see citing works
Jabbour, A. B. L. D. S., Jabbour, C. J. C., Foropon, C. R. H., & Filho, M. G. (2018) · Technological Forecasting and Social Change · doi:10.1016/j.techfore.2018.01.017 · Cited by 1,044 · see citing works
A Categorical Framework of Manufacturing for Industry 4.0 and Beyond
Qin, J., Liu, Y., & Grosvenor, R. I. (2016) · Procedia CIRP · doi:10.1016/j.procir.2016.08.005 · Cited by 1,043 · see citing works
Current status and advancement of cyber-physical systems in manufacturing
Wang, L., Törngren, M., & Onori, M. (2015) · Journal of Manufacturing Systems · doi:10.1016/j.jmsy.2015.04.008 · Cited by 948 · see citing works
International Technology Diffusion: Theory and Measurement
Eaton, J., & Kortum, S. S. (1999) · International Economic Review · doi:10.1111/1468-2354.00028 · Cited by 934 · see citing works
Leading digital: turning technology into business transformation
(2015) · Choice Reviews Online · doi:10.5860/choice.188022 · Cited by 930 · see citing works
Luthra, S., & Mangla, S. K. (2018) · Process Safety and Environmental Protection · doi:10.1016/j.psep.2018.04.018 · Cited by 909 · see citing works
Cyber physical systems in the context of Industry 4.0
Jazdi, N. (2014) · IEEE International Conference on Automation, Quality and Testing, Robotics (AQTR) · doi:10.1109/aqtr.2014.6857843 · Cited by 847 · see citing works
Change Through Digitization—Value Creation in the Age of Industry 4.0
Kagermann, H. (2015) · Management of Permanent Change · doi:10.1007/978-3-658-05014-6_2 · Cited by 838 · see citing works
Guerra, A. G., & de Gómez, L. S. (2018) · Advances in higher education and professional development book series · doi:10.4018/978-1-5225-5837-8.ch009 · Cited by 818 · see citing works
Weller, C., Kleer, R., & Piller, F. T. (2015) · International Journal of Production Economics · doi:10.1016/j.ijpe.2015.02.020 · Cited by 785 · see citing works
Coreynen, W., Matthyssens, P., & Bockhaven, W. V. (2016) · Industrial Marketing Management · doi:10.1016/j.indmarman.2016.04.012 · Cited by 770 · see citing works
The evolution of production systems from Industry 2.0 through Industry 4.0
Yin, Y., Stecke, K. E., & Li, D. (2017) · International Journal of Production Research · doi:10.1080/00207543.2017.1403664 · Cited by 721 · see citing works
Joshi, A., & Giménez, E. L. (2014) · Harvard business review · Cited by 695 · see citing works
Castellacci, F. (2007) · Munich Personal RePEc Archive (Ludwig Maximilian University of Munich) · Cited by 672 · see citing works
Sääksvuori, A., & Immonen, A. (2004) · Springer eBooks · doi:10.1007/978-3-540-24799-9 · Cited by 636 · see citing works
Competitive Effects on Technology Diffusion
Robertson, T. S., & Gatignon, H. (1986) · Journal of Marketing · doi:10.1177/002224298605000301 · Cited by 545 · see citing works
Industrial Internet of Things and Cyber Manufacturing Systems
Jeschke, S., Brecher, C., Meisen, T., Özdemir, D., & Eschert, T. (2016) · Springer series in wireless technology · doi:10.1007/978-3-319-42559-7_1 · Cited by 536 · see citing works
Cross-country technology adoption: making the theories face the facts
Comín, D., & Hobijn, B. (2004) · Journal of Monetary Economics · doi:10.1016/j.jmoneco.2003.07.003 · Cited by 533 · see citing works
A critical investigation of Industry 4.0 in manufacturing: theoretical operationalisation framework
Fatorachian, H., & Kazemi, H. (2018) · Production Planning & Control · doi:10.1080/09537287.2018.1424960 · Cited by 524 · see citing works
Industry 4.0: The Industrial Internet of Things
Gilchrist, A. (2016) · Cited by 472 · see citing works
Babiceanu, R. F., & Seker, R. (2016) · Computers in Industry · doi:10.1016/j.compind.2016.02.004 · Cited by 461 · see citing works
Ketokivi, M. A., & McIntosh, C. N. (2017) · Journal of Operations Management · doi:10.1016/j.jom.2017.05.001 · Cited by 429 · see citing works
Industry 4.0 as policy-driven discourse to institutionalize innovation systems in manufacturing
Reischauer, G. (2018) · Technological Forecasting and Social Change · doi:10.1016/j.techfore.2018.02.012 · Cited by 386 · see citing works
Castellacci, F., & Natera, J. M. (2011) · Munich Personal RePEc Archive (Ludwig Maximilian University of Munich) · Cited by 381 · see citing works
Macroergonomics: An Introduction to Work System Design
Hendrick, H. W., & Kleiner, B. M. (2000) · Medical Entomology and Zoology · Cited by 365 · see citing works
Viotti, E. B. (2002) · Technological Forecasting and Social Change · doi:10.1016/s0040-1625(01)00167-6 · Cited by 356 · see citing works
Digital manufacturing: History, perspectives, and outlook
Chryssolouris, G., Mavrikios, D., Papakostas, N., Mourtzis, D., Michalos, G., & Georgoulias, K. (2009) · Proceedings of the Institution of Mechanical Engineers Part B Journal of Engineering Manufacture · doi:10.1243/09544054jem1241 · Cited by 326 · see citing works
Enhancing New Product Adoption at the Base of the Pyramid: A Contextualized Model
Nakata, C. C., & Weidner, K. L. (2011) · Journal of Product Innovation Management · doi:10.1111/j.1540-5885.2011.00876.x · Cited by 249 · see citing works
Hall, B. H., & Maffioli, A. (2008) · European Journal of Development Research · doi:10.1080/09578810802060819 · Cited by 247 · see citing works
The Effects of Data Aggregation in Statistical Analysis
Clark, W. A. V., & Avery, K. L. (1976) · Geographical Analysis · doi:10.1111/j.1538-4632.1976.tb00549.x · Cited by 239 · see citing works
An Industry 4.0 Research Agenda for Sustainable Business Models
de Man, J. C., & Strandhagen, J. O. (2017) · Procedia CIRP · doi:10.1016/j.procir.2017.03.315 · Cited by 229 · see citing works
Frank, A. G., Cortimiglia, M. N., Ribeiro, J. L. D., et al. (2015) · Research Policy · doi:10.1016/j.respol.2015.11.011 · Cited by 207 · see citing works
Self-citationPeng, D. X., Heim, G. R., & Mallick, D. N. (2012) · Production and Operations Management · doi:10.1111/j.1937-5956.2012.01383.x · Cited by 177 · see citing works
Manufacturing flexibility, business model design, and firm performance
Wei, Z., Song, X., & Wang, D. (2017) · International Journal of Production Economics · doi:10.1016/j.ijpe.2017.07.004 · Cited by 177 · see citing works
Technology transfer and innovation performance: Evidence from Chinese firms
Guan, J. C., Mok, C. K., Yam, R. C. M., et al. (2005) · Technological Forecasting and Social Change · doi:10.1016/j.techfore.2005.05.009 · Cited by 164 · see citing works
Contextual factors and lean production implementation in the Brazilian automotive supply chain
Marodin, G. A., Frank, A. G., Tortorella, G. L., & Saurin, T. A. (2016) · Supply Chain Management: An International Journal · doi:10.1108/scm-05-2015-0170 · Cited by 159 · see citing works
Self-citationAyala, N. F., Paslauski, C. A., Ghezzi, A., & Frank, A. G. (2017) · International Journal of Production Economics · doi:10.1016/j.ijpe.2017.08.019 · Cited by 158 · see citing works
Self-citationInternational Technology Adoption
Phillips, L. A. W., Calantone, R. J., & Lee, M. (1994) · Journal of Business and Industrial Marketing · doi:10.1108/08858629410059762 · Cited by 151 · see citing works
Bridging the Skills Gap of Workers in Industry 4.0 by Human Performance Augmentation Tools
Ras, E., Wild, F., Stahl, C., & Baudet, A. (2017) · International Conference on PErvasive Technologies Related to Assistive Environments (PETRA) · doi:10.1145/3056540.3076192 · Cited by 144 · see citing works
Yu, C., Xu, X. W., & Lu, Y. (2015) · Manufacturing Letters · doi:10.1016/j.mfglet.2015.11.005 · Cited by 140 · see citing works
Industry 4.0 with cyber-physical integration: A design and manufacture perspective
Saldívar, A. A. F., Li, Y., Chen, W., Zhan, Z., Zhang, J., & Chen, Y. (2015) · International Conference on Automation and Computing (ICAC) · doi:10.1109/iconac.2015.7313954 · Cited by 123 · see citing works
3D Printing: New Economic Paradigms and Strategic Shifts
Garrett, B. N. (2014) · Global Policy · doi:10.1111/1758-5899.12119 · Cited by 118 · see citing works
Lean production and operational performance in the Brazilian automotive supply chain
Marodin, G. A., Frank, A. G., Tortorella, G. L., & Fetterman, D. C. (2019) · Total Quality Management & Business Excellence · doi:10.1080/14783363.2017.1308221 · Cited by 111 · see citing works
Self-citationBartodziej, C. J. (2016) · Springer eBooks · doi:10.1007/978-3-658-16502-4_3 · Cited by 105 · see citing works
Marodin, G. A., Tortorella, G. L., Frank, A. G., & Filho, M. G. (2017) · Supply Chain Management An International Journal · doi:10.1108/scm-10-2016-0350 · Cited by 103 · see citing works
Self-citationInnovation and business research in Latin America: An overview
Sergio Olavarrieta, S., & Villena, M. G. (2013) · Journal of Business Research · doi:10.1016/j.jbusres.2013.11.005 · Cited by 102 · see citing works
Sensing, smart and sustainable product development (S3 product) reference framework
Miranda, J., Pérez‐Rodríguez, R., Borja, V., Wright, P. K., & Molina, A. (2017) · International Journal of Production Research · doi:10.1080/00207543.2017.1401237 · Cited by 98 · see citing works
Innovation strategies and employment in Latin American firms
Zúñiga, P., & Crespi, G. (2012) · Structural Change and Economic Dynamics · doi:10.1016/j.strueco.2012.11.001 · Cited by 93 · see citing works
Integration of Classical Components Into Industrial Cyber–Physical Systems
Bangemann, T., Riedl, M., Thron, M., et al. (2016) · Proceedings of the IEEE · doi:10.1109/jproc.2015.2510981 · Cited by 78 · see citing works
Franco, E. C., Ray, S., & Ray, P. K. (2011) · World Development · doi:10.1016/j.worlddev.2011.03.003 · Cited by 74 · see citing works
PLM system support for modular product development
Bruun, H. P. L., Mortensen, N. H., Harlou, U., et al. (2014) · Computers in Industry · doi:10.1016/j.compind.2014.10.010 · Cited by 73 · see citing works
Frank, A. G., Ribeiro, J. L. D., & Echeveste, M. E. S. (2014) · R and D Management · doi:10.1111/radm.12046 · Cited by 65 · see citing works
Self-citationDregger, J., Niehaus, J., Ittermann, P., et al. (2016) · IEEE International Symposium on Ethics in Engineering, Science, and Technology (ETHICS) · doi:10.1109/ethics.2016.7560045 · Cited by 64 · see citing works
Collaborative concept development using supplier competitions: Insights from the automotive industry
Langner, B., & Seidel, V. P. (2009) · Journal of Engineering and Technology Management · doi:10.1016/j.jengtecman.2009.03.007 · Cited by 56 · see citing works
Technology, Market Structure and Internationalization: Issues and Policies for Developing Countries
Kumar, N., & Siddharthan, N. S. (1997) · Medical Entomology and Zoology · Cited by 47 · see citing works
SemProM: Foundations of Semantic Product Memories for the Internet of Things
Wahlster, W. (2013) · doi:10.1007/978-3-642-37377-0 · Cited by 47 · see citing works
Mechanical module interfaces for reconfigurable machine tools
Abele, E., Wörn, A., Fleischer, J., et al. (2007) · Production Engineering · doi:10.1007/s11740-007-0057-1 · Cited by 41 · see citing works
Strategic alignment of technology: Organising for technology upgrading in emerging economy firms
Bernat, S., & Karabağ, S. F. (2018) · Technological Forecasting and Social Change · doi:10.1016/j.techfore.2018.05.009 · Cited by 37 · see citing works
Financial Constraints for Innovation in Brazil
Crisóstomo, V. L., López‐Iturriaga, F. J., & González, E. V. (2011) · Latin American Business Review · doi:10.1080/10978526.2011.592797 · Cited by 30 · see citing works
Multivariate Methods and Small Sample Sizes
Dochtermann, N. A., & Jenkins, S. H. (2010) · Ethology · doi:10.1111/j.1439-0310.2010.01846.x · Cited by 29 · see citing works
Financial Strategy of Development of Industry 4.0 in the Countries with Developing Economy
Alekseev, A. N., Evdokimov, S. Y., Tarasova, A. I., et al. (2018) · Revista ESPACIOS · Cited by 28 · see citing works
Information technology and productivity: Evidence for Brazilian industry from firm-level data
de Mendonça, M. A. A., Freitas, F. D. A., & de Souza, J. M. (2008) · Information Technology for Development · doi:10.1002/itdj.20091 · Cited by 28 · see citing works
O Brasil e a nova onda de manufatura avançada: o que aprender com a Alemanha, China e Estados Unidos
Arbix, G., Salerno, M. S., Zancul, E. D. S., et al. (2017) · Novos Estudos - CEBRAP · doi:10.25091/s01013300201700030003 · Cited by 25 · see citing works
Demand Forecasting in Smart Grid
Ali, A. B. M. S., & Azad, S. (2013) · Green energy and technology · doi:10.1007/978-1-4471-5210-1_6 · Cited by 23 · see citing works
Sensor Networks for Smart Manufacturing Processes
Konyha, J., & Bányai, T. (2017) · Diffusion and defect data, solid state data. Part B, Solid state phenomena/Solid state phenomena · doi:10.4028/www.scientific.net/ssp.261.456 · Cited by 22 · see citing works
Reindustrialization: A Challenge to the Economy in the First Quarter of the Twenty-First Century
Krawczyński, M., Czyżewski, P., & Bocian, K. (2016) · Foundations of Management · doi:10.1515/fman-2016-0009 · Cited by 18 · see citing works
High-value hi-tech product introduction in emerging countries
Ramani, S. V., Thutupalli, A., & Urias, E. (2017) · Qualitative Market Research An International Journal · doi:10.1108/qmr-01-2017-0034 · Cited by 15 · see citing works
À espera da mão invisível. Outra vez?
Arbix, G. (2017) · Novos Estudos - CEBRAP · doi:10.25091/s01013300201700040004 · Cited by 12 · see citing works
Sinnwell, C., Cadet, M., Aurich, J. C., et al. (2016) · Procedia CIRP · doi:10.1016/j.procir.2016.11.081 · Cited by 11 · see citing works
Tecnologia da informação e produtividade na indústria brasileira
de Mendonça, M. A. A., Freitas, F. D. A., & de Souza, J. M. (2009) · Revista de Administração de Empresas · doi:10.1590/s0034-75902009000100009 · Cited by 10 · see citing works
Gerber, T., Bosch, H.-C., & Johnsson, C. (2012) · IFAC Proceedings Volumes · doi:10.3182/20120523-3-ro-2023.00292 · Cited by 8 · see citing works
Cortimiglia, M. N., Frank, A. G., & Miorando, R. (2012) · IT Professional · doi:10.1109/mitp.2012.70 · Cited by 7 · see citing works
Self-citationIndustry 4.0における情報化作業現場とネットワーク化プラットフォーム
Roberto, P. (2017) · Electronics world · Cited by 2 · see citing works
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Self-citationDubey, R., Gunasekaran, A., Childe, S. J., Bryde, D. J., Giannakis, M., Foropon, C., Roubaud, D., & Hazen, B. T. (2020) · International Journal of Production Economics · doi:10.1016/j.ijpe.2019.107599 · Cited by 889 · see citing works
Kristoffersen, E., Blomsma, F., Mikalef, P., & Li, J. (2020) · Journal of Business Research · doi:10.1016/j.jbusres.2020.07.044 · Cited by 841 · see citing works
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Awan, U., Sroufe, R., & Shahbaz, M. (2021) · Business Strategy and the Environment · doi:10.1002/bse.2731 · Cited by 609 · see citing works
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Ghadge, A., Er Kara, M., Moradlou, H., & Goswami, M. (2020) · Journal of Manufacturing Technology Management · doi:10.1108/jmtm-10-2019-0368 · Cited by 511 · see citing works
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Sharma, M., Tomar, A., & Hazra, A. (2024) · IEEE Internet of Things Journal · doi:10.1109/jiot.2024.3359297 · Cited by 312 · see citing works
Rodríguez-Espíndola, O., Chowdhury, S., Dey, P. K., Albores, P., & Emrouznejad, A. (2022) · Technological Forecasting and Social Change · doi:10.1016/j.techfore.2022.121562 · Cited by 279 · see citing works
Yigitcanlar, T., Corchado, J. M., Mehmood, R., Li, R. Y. M., Mossberger, K., & Desouza, K. (2021) · Journal of Open Innovation: Technology, Market, and Complexity · doi:10.3390/joitmc7010071 · Cited by 245 · see citing works
Nagy, M., & Lăzăroiu, G. (2022) · Mathematics · doi:10.3390/math10193543 · Cited by 65 · see citing works
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He, Y., Wang, M., & Yuan, C. (2025) · Sustainability · doi:10.3390/su17010274 · Cited by 5 · see citing works
Serevan, B., & Kuşakçı, A. O. (2026) · International Journal of Lean Six Sigma · doi:10.1108/ijlss-02-2026-0094
- Authors
- Dalenogare, L. S., Benitez, G. B., Ayala, N. F., & Frank, A. G.
- Affiliations
- Universidade Federal do Rio Grande do Sul (BR)
- Institut polytechnique de Grenoble (FR)
- Corresponding author
- Frank, Alejandro Germán
- Venue
- International Journal of Production Economics
- Publisher
- Elsevier BV
- Published
- 2018-10
- Volume
- 204
- Pages
- 383-394
- ISSN
- 0925-5273 (ISSN-L)
- OpenAlex
- W2888648656
- Cited by
- 2,201
- References
- 99
- Citations by year
- 2026: 183 · 2025: 271 · 2024: 325 · 2023: 439 · 2022: 384 · 2021: 293 · 2020: 208 · 2019: 89 · 2018: 7 · 2014: 1
- FWCI
- 123.66
- Type
- journal article
- Language
- en
- Open access
- green
- hdl.handle.net
- Licence
- Locations
- International Journal of Production Economics (publishedVersion)
- RePEc: Research Papers in Economics (submittedVersion)
- Lume (Universidade Federal do Rio Grande do Sul) (submittedVersion, cc-by-nc-sa)
- Funders
- CNPq (305844/2015-6)
- FAPERGS (17/2551-0001)
- CAPES
- Topics
- Physical Sciences › Engineering › Industrial and Manufacturing Engineering › Digital Transformation in Industry
- Social Sciences › Decision Sciences › Management Science and Operations Research › Impact of AI and Big Data on Business and Society
- Physical Sciences › Engineering › Electrical and Electronic Engineering › Advanced Data and IoT Technologies
- Keywords
- Industry 4.0, Industry 4.0 technologies, industrial performance, technology adoption, perceived benefits, emerging technologies, manufacturing integration, Brazilian industry, emerging markets
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