Análisis de los principales factores que intervienen en el proceso de implementación de la Industria 4.0
DOI:
https://doi.org/10.37636/recit.v8n4e418Palabras clave:
Industria 4.0, Transformación, Internet de las cosas, Manufactura inteligente, Factor promedio, Ciber SeguridadResumen
La Industria 4.0 se considera la 4ª revolución industrial; este término se refiere a la tecnología y las tecnologías digitales, como la planificación de recursos empresariales, el uso de Internet en todo tipo de dispositivos, etc. Este estudio analiza los factores significativos que impulsan el éxito del buen uso de la Industria 4.0 en las industrias, centrándose en los aspectos tecnológicos, organizativos y humanos. Los habilitadores tecnológicos abarcan la automatización, el intercambio de datos en tiempo real y los sistemas de fabricación inteligentes, mientras que los factores organizativos incluyen las estrategias de transformación digital, el compromiso del liderazgo y la integración de la cadena de suministro. Por último, los factores humanos abarcan la mejora de las cualificaciones de la mano de obra, la gestión del cambio y la adaptabilidad de los empleados. El estudio también examina el uso correcto de la Industria 4.0 en las fábricas, incluidos los riesgos cibernéticos, los elevados costes y los problemas de interoperabilidad. Se realiza una revisión de la literatura, destacando el papel crítico de estos factores en la optimización de la productividad y la eficiencia en la revolución 4.0. Las conclusiones sugieren que un enfoque holístico que combine las tecnologías avanzadas con la planificación estratégica y el desarrollo de la mano de obra es esencial para el éxito de la adopción. Este manuscrito presenta ideas valiosas para las industrias que aspiran a la transición a la industria 4.0 y ofrece recomendaciones para superar los obstáculos y aprovechar las oportunidades de la era digital.
Descargas
Citas
[1] A. M. R. Tortora, A. Maria, D. P. Valentina, R. Iannone, and C. Pianese, “A survey study on Industry 4.0 readiness level of Italian small and medium enterprises,” Procedia Comput Sci, vol. 180, pp. 744–753, 2021, doi: 10.1016/j.procs.2021.01.321.
[2] M. Tschandl, C. Ficher, and E. Chapotot, “Approach - Main Features and Impacts on SMEs,” in Industry 4.0: A Comprehensive Approach, no. September 2021, 2019, pp. 10–14.
[3] M. K. Nasrun, H. Susilo, and T. W. Afrianty, “Accelerating digital transformation through digital leadership: strategies for innovation, sustainability, and organisational performance enhancement,” BISMA (Bisnis dan Manajemen), pp. 264–291, Apr. 2025, doi: 10.26740/bisma.v17n2.p264-291.
[4] Risqi setiorini, Siti Aimah, and F. Mohd. Fakhruddin, “TRANSFORMATION OF PESANTREN ORGANIZATIONAL CULTURE: STRATEGIES FOR PESANTREN TO BECOME CENTERS OF INNOVATION IN THE DIGITAL ERA,” Leadership: Jurnal Mahasiswa Manajemen Pendidikan Islam, vol. 6, no. 1, pp. 1–11, Dec. 2024, doi: 10.32478/leadership.v6i1.2879.
[5] S. Phuyal, D. Bista, and R. Bista, “Challenges, Opportunities and Future Directions of Smart Manufacturing: A State of Art Review,” Sustainable Futures, vol. 2, no. March, p. 100023, 2020, doi: 10.1016/j.sftr.2020.100023.
[6] N. Khilji, K. Nicolic, and Ikram-ur-Rehman, “The Influence of Knowledge Management on Digital Transformation: An Overview for Managing Change and Innovation,” in Lecture Notes in Networks and Systems, Springer Science and Business Media Deutschland GmbH, 2024, pp. 368–388. doi: 10.1007/978-3-031-53960-2_24.
[7] Kioomars Ashtarian, “Big-Data and Epistemic Change,” 2024, doi: 10.30471/mssh.2024.10153.2548.
[8] D. Vuksanović, J. Ugarak, and D. Korčok, “Industry 4.0: the Future Concepts and New Visions of Factory of the Future Development,” Sinteza, no. October, pp. 293–298, 2016, doi: 10.15308/sinteza-2016-293-298.
[9] W. Wang and L. Liu, “Advances in the application of human-machine collaboration in healthcare: insights from China,” 2025, Frontiers Media SA. doi: 10.3389/fpubh.2025.1507142.
[10] M. Nkambule, J. Jansen Van Vuuren, and L. Leenen, “Identifying Cybersecurity Elements for a Cybersecurity Framework in Higher Education,” 2025.
[11] D. M. AL-BADAYNEH, D. D. AL-BADAYNEH, and R. K. HASHISH, “Human Factors of Cybersecurity,” Journal of Posthumanism, vol. 5, no. 4, Apr. 2025, doi: 10.63332/joph.v5i4.1242.
[12] T. N. Tran, “Systematic Review of Cybersecurity in Banking: Evolution from Pre-Industry 4.0 to Post-Industry 4.0 in Artificial Intelligence, Blockchain, Policies and Practice.”
[13] Haroon Abbu and Paul Mugge, “Digital-Transformation-CFP-FINAL,” 2021.
[14] F. Rahman and A. Chandan, “Strategic Innovations in Industry 5 . 0 : Overcoming the Challenges of Industry,” Proceedings in Interdisciplinary Insights and Innovations, 2025, doi: 10.56294/piii2025518.
[15] R. PANDEY, “A systematic review of industry 4.0 technologies in the production and manufacturing sector,” Mar. 2025, pp. 197–203. doi: 10.21741/9781644903438-20.
[16] T. Yasseri, “Computational Sociology of Humans and Machines; Conflict and Collaboration,” 2025.
[17] T. Lin and J. Liangrokapart, “Barriers for the Implementation of Industry 4.0 in Storage Drive Manufacturing Industry,” IET Collaborative Intelligent Manufacturing, vol. 7, no. 1, Jan. 2025, doi: 10.1049/cim2.70026.
[18] N. Ahmed and N. Shakoor, “Advancing agriculture through IoT, Big Data, and AI: A review of smart technologies enabling sustainability,” Mar. 01, 2025, Elsevier B.V. doi: 10.1016/j.atech.2025.100848.
[19] V. Murthy, R. kumari, M. Goyal, D. Dubey, and D. Ramesh, “Edge-AI in IoT: Leveraging Cloud Computing and Big Data for Intelligent Decision-Making,” 2024. [Online]. Available: https://www.jisem-journal.com/
[20] Nurudeen Yemi Hussain, Blessing Austin-Gabriel, Adebimpe Bolatito Ige, Peter Adeyemo Adepoju, and Adeoye Idowu Afolabi, “GenerativeAIadvancesfordata-driveninsightsinIoTcloudtechnologiesandbig”.
[21] C. P. Galucio, G. L. da Silva, R. M. de Matos, O. P. de Lima, S. B. Santiago, and F. O. M. Farias, “Maturity and Readiness in Industry 4.0: A Case Study in a Thermoplastic Company in the Industrial Pole of Manaus,” Revista de Gestão Social e Ambiental, vol. 19, no. 3, p. e011603, Mar. 2025, doi: 10.24857/rgsa.v19n3-045.
[22] A. Guma et al., “Integration of Artificial Intelligence, Blockchain, and Quantum Cryptography for Securing the Industrial Internet of Things (IIoT): Recent Advancements and Future Trends,” Applied Data Science and Analysis, vol. 2025, pp. 19–82, 2025, doi: 10.58496/ADSA/2025/004.
[23] A. Guma et al., “Securing the Internet of Wetland Things (IoWT) Using Machine and Deep Learning Methods: A Survey Securing the Internet of Wetland Things (IoWT) Using Machine and Deep Learning Methods: A Survey A R T I C L E I N F O,” Article in Mesopotamian Journal of Computer Science, 2025, doi: 10.58496/MJCSC/2025/002.
[24] X. Lei, N. H. Zakaria, and Q. H. Hamamurad, “Factors influencing high-tech startup business model innovation in China: A systematic literature review,” Journal of Infrastructure, Policy and Development, vol. 8, no. 9, p. 7147, Sep. 2024, doi: 10.24294/jipd.v8i9.7147.
[25] A. M. Priyatno and T. Widiyaningtyas, “A SYSTEMATIC LITERATURE REVIEW: RECURSIVE FEATURE ELIMINATION ALGORITHMS,” JITK (Jurnal Ilmu Pengetahuan dan Teknologi Komputer), vol. 9, no. 2, pp. 196–207, Feb. 2024, doi: 10.33480/jitk.v9i2.5015.
[26] R. Chbeir and S. Sassi, “Committees General Chairs Workshops, Special Tracks and Tutorials Chairs Keynotes and Industry Panel Chairs,” 2025. [Online]. Available: https://www.researchgate.net/publication/390159898
[27] E. Jelínková and P. T. Prochazkova, “Challenges of Industry 4.0 and Shop Floor Management,” 2023. [Online]. Available: https://www.researchgate.net/publication/366973466
[28] M. Hernandez-de-Menendez, R. Morales-Menendez, C. A. Escobar, and M. McGovern, “Competencies for Industry 4.0,” International Journal on Interactive Design and Manufacturing, vol. 14, no. 4, pp. 1511–1524, Dec. 2020, doi: 10.1007/s12008-020-00716-2.
[29] Y. Yongxu and P. Dinghong, “Transformation of Higher Vocational Classroom Teaching from the Perspective of ‘Industry 4.0,’” International Journal of Education and Literacy Studies, vol. 13, no. 2, pp. 508–512, Apr. 2025, doi: 10.7575/aiac.ijels.v.13n.2p.508.
[30] A. Zahariev, G. Zaharieva, H. Bei, and L. Shaulska, “Industry 4.0: the transformation of management systems and influence tools,” International Journal of Global Energy Issues, vol. 47, no. 1/2, pp. 70–87, 2025, doi: 10.1504/IJGEI.2025.10067977.
[31] A. Zahariev, G. Zaharieva, H. Bei, and L. Shaulska, “Industry 4.0: the transformation of management systems and influence tools,” International Journal of Global Energy Issues, vol. 47, no. 1/2, pp. 70–87, 2025, doi: 10.1504/IJGEI.2025.10067977.
[32] E. Blessing, “‘Enhancing Industrial Automation through the Integration of Deep Learning and Robotics’ Authors,” 2024. [Online]. Available: https://www.researchgate.net/publication/378522207
[33] E. Edward and Lord Shiva, “Data Virtualization Best Practices for Advanced Analytics in Big Data Lord Shiva. (2023). Data Virtualization Best Practices for Advanced Analytics in Big Data. Data Virtualization Best Practices for Advanced Analytics in Big Data,” 2023, doi: 10.5281/zenodo.8415810.
[34] R. Afolabi, R. Abbas, R. Vayyala, D. F. Oyebode, V. A. Ogunsanya, and A. Adesokan, “Harnessing Big Data Analytics for Advanced Detection of Deepfakes and Cybersecurity Threats Across Industries,” International Journal of Scientific and Management Research, vol. 08, no. 02, pp. 84–101, 2025, doi: 10.37502/IJSMR.2025.8208.
[35] A. John, “Advanced Threat Detection using Big Data Analytics and Machine Learning: A Comprehensive Analysis,” 2025. [Online]. Available: https://www.researchgate.net/publication/388194949
[36] A. Dwi Yuliana, N. Majid, A. B. Auvaq, E. S. Pertiwi, and J. Febe Immanuela, “Application of Artificial Intelligence (AI) and Machine Learning (ML) in Health Applications for HIV/AIDS Prevention: A Systematic Review,” Indonesian Journal of Medicine, vol. 10, no. 01, pp. 41–50, 2025, doi: 10.26911/theijmed.2025.10.01.04.
[37] C. V Gilbert William S, C. Gilbert, and M. Abiola Gilbert, “Artificial Intelligence (AI) and Machine Learning (ML) for Predictive Cyber Threat Intelligence (CTI),” 2025. [Online]. Available: www.ijrpr.com
[38] Teasha Chakraborty and Rahit Paul, “THERAPY AND MANAGEMENT FOR DEPRESSION AND ANXIETY USING ARTIFICIAL INTELLIGENCE (AI) AND MACHINE LEARNING (ML),” 2024, doi: 10.20959/wjpps20248-27870.
[39] S. R. M. Zeebaree, “Building Scalable Enterprise Systems: The Intersection of Web Technology, Cloud Computing, and AI Marketing Article in Polaris Global Journal of Scholarly Research and Trends,” 2025, doi: 10.58429/pgjsrt.v4n1a214.
[40] R. Srinivas Ramesh, “Scalable Systems and Software Architectures for High-Performance Computing on cloud platforms,” 2024.
[41] V. Ogunsanya, A. Adesokan, and I. Eleweke, “Cybersecurity Incidents on Digital Infrastructure and Industrial Networks,” 2025. [Online]. Available: https://www.researchgate.net/publication/390527211
[42] T. V. Rudakova, Ye. B. Shapovalov, T. K. Kuznetsova, and S. S. Zharinov, “OPEN SCIENTIFIC DATA: ANALYTICS OF EUROPEAN AND NATIONAL STANDARDS FOR QUALITY, INTEROPERABILITY AND SAFETY,” Scientific Notes of Junior Academy of Sciences of Ukraine, no. 3(28), pp. 70–80, 2023, doi: 10.51707/2618-0529-2023-28-08.
[43] T. Hartmann, “Interoperability between BIM and GIS through open data standards: An overview of current literature,” 2021. [Online]. Available: https://www.researchgate.net/publication/356285071
[44] F. Almeida, J. Oliveira, and J. Cruz, “Open Standards and Open Source: Enabling Interoperability,” International Journal of Software Engineering & Applications, vol. 2, no. 1, pp. 1–11, Jan. 2010, doi: 10.5121/ijsea.2011.2101.
[45] E. U. Kalsum, R. Regawa, B. Djatisara, and S. A. Novitasari, “Analysis of Reskilling, Upskilling, and Continuous Learning Culture on Adaptability of Hospitality Employees in West Java,” 2025.
[46] T. Hartmann, “Interoperability between BIM and GIS through open data standards: An overview of current literature,” 2021. [Online]. Available: https://www.researchgate.net/publication/356285071
[47] T. Adewale, “Upskilling and Reskilling Software Developers for Cloud Computing: Bridging the Talent Gap,” 2025. [Online]. Available: https://www.researchgate.net/publication/390492469
[48] D. Saumendra, “Agile Change Management: Adapting Agile Methodologies for Organizational Resilience,” Article in Journal of Humanities and Social Sciences Research, 2024, doi: 10.37534/bp.jhssr.2024.v6.nS.
[49] A. A. Mohamad, “The Impact of Workforce Agile Behavior on Organizational Innovation Performance for Manufacturing Enterprises,” 2024, pp. 396–404. doi: 10.1007/978-3-031-56121-4_37.
[50] D. Saumendra, “Agile Change Management: Adapting Agile Methodologies for Organizational Resilience,” Article in Journal of Humanities and Social Sciences Research, 2024, doi: 10.37534/bp.jhssr.2024.v6.nS.
[51] I. ANAS, “A Quad-Helix Collaboration in Anticipating the Future-Oriented Skills for Business English Professionals,” Research and Innovation in Applied Linguistics, vol. 3, no. 1, pp. 1–15, Feb. 2025, doi: 10.31963/rial.v3i1.5272.
[52] M. Bratić et al., “New Era of Tourism: Innovative Transformation Through Industry 4.0 and Sustainability,” Sustainability, vol. 17, no. 9, p. 3841, Apr. 2025, doi: 10.3390/su17093841.
[53] D. Saumendra, “Agile Change Management: Adapting Agile Methodologies for Organizational Resilience,” Article in Journal of Humanities and Social Sciences Research, 2024, doi: 10.37534/bp.jhssr.2024.v6.nS.
[54] Y. Wang, “Analysis of the Method for Financial Investments for Small and Medium-sized Companies,” 2025, doi: 10.54254/2754-1169/150/2024.19310.
[55] A. Sani, S. Tinggi, I. Ekonomi, and H. Medan, “The Information Technology and Human Resources Investment on The Return on Investment Through Intellectual Capital in The Banking Company in Indonesia (IDX),” 2017. [Online]. Available: https://www.researchgate.net/publication/330982896
[56] L. Duan, A. Carlino, and K. Caldeira, “Near-term benefits from investment in climate adaptation complement long-term economic returns from emissions reduction,” Commun Earth Environ, vol. 6, no. 1, Dec. 2025, doi: 10.1038/s43247-024-01976-6.
[57] I. V. Herceg, V. Kuč, V. M. Mijušković, and T. Herceg, “Challenges and driving forces for industry 4.0 implementation,” Sustainability (Switzerland), vol. 12, no. 10, May 2020, doi: 10.3390/su12104208.
[58] S. KVAK, V. KVAK, and I. PROKOPOVYCH-PAVLIUK, “Regulatory and legal framework for the development of small and medium-sized businesses in Ukraine,” Economics. Finances. Law, vol. 12/2024, no., pp. 29–33, Dec. 2024, doi: 10.37634/efp.2024.12.6.
[59] M. Stojkovic and J. Butt, “Industry 4.0 Implementation Framework for the Composite Manufacturing Industry,” Journal of Composites Science, vol. 6, no. 9, Sep. 2022, doi: 10.3390/jcs6090258.
[60] W. König, “William Siemens: An Engineer and Industrialist in Germany and England,” in Knowledge and Space, vol. 18, Springer Nature, 2023, pp. 207–219. doi: 10.1007/978-3-031-24910-5_10.
[61] S. Salim and A. Habsi, “Ethical Considerations in Obtaining Informed Consent in Research Participation,” International Journal of Educational Contemporary Explorations, vol. 1, no. 1, pp. 22–32, 2024, doi: 10.69481/DIVL1152.
[62] O. T. A. and A. I. O., “Optimal Scaling Appraisal of Maturity Status of Nigerian Polytechnic Education in Industry 4.0,” British Journal of Computer, Networking and Information Technology, vol. 7, no. 1, pp. 72–83, Mar. 2024, doi: 10.52589/bjcnit-fnyf6phg.
[63] P. Tulyakul and S. Meepring, “Ethical Issues of Informed Consent: Students as Participants in Faculty Research,” Glob J Health Sci, vol. 12, no. 3, p. 86, Feb. 2020, doi: 10.5539/gjhs.v12n3p86.
[64] R. N. Arshad et al., “Food loss and waste reduction by using Industry 4.0 technologies: examples of promising strategies,” Jan. 01, 2025, Oxford University Press. doi: 10.1093/ijfood/vvaf034.
[65] H. : Bitkom, B. Informationswirtschaft, D. Fraunhofer, W. Dorst, Dr.-I. S. Schlund, and A. Scheibe, “Studie Industrie 4.0 – Volkswirtschaftliches Potenzial für Deutschland.” [Online]. Available: www.bitkom.org
[66] Klaus Schwab and Saadia Zahidi, “The Future of Jobs Report 2020 O C T O B E R 2 0 2 0,” 2020.
[67] W.-M. Roth, M. I. M. Goulart, and K. Plakitsi, “Learning, Development, and Cultural-Historical Activity Theory,” 2013, pp. 1–14. doi: 10.1007/978-94-007-5186-6_1.
[68] D. Olufemi, D. Bobie-Ansah, A. Olutosin Ejiade, F. Ogochukwu Ikwuogu, and P. E. Olufemi, “Securing Software-Defined Networks (SDN) Against Emerging Cyber Threats in 5G and Future Networks-A Comprehensive Review,” Article in International Journal of Engineering Research, 2025, doi: 10.17577/IJERTV14IS020102.
[69] E. R. Da Silva, A. C. Shinohara, C. P. Nielsen, E. P. De Lima, and J. Angelis, “Operating digital manufacturing in industry 4.0: The role of advanced manufacturing technologies,” in Procedia CIRP, Elsevier B.V., 2020, pp. 174–179. doi: 10.1016/j.procir.2020.04.063.
[70] Y.-J. Lee, “Activity Theory and Science Learning,” in Encyclopedia of Science Education, Springer Netherlands, 2014, pp. 1–7. doi: 10.1007/978-94-007-6165-0_84-2.
[71] M. Porter, J. E. Heppelmann, and H. B. Review, “Artículo: How Smart Connected Productos Are Transforming Competition,” 2014.
[72] J. Lee, B. Bagheri, and H.-A. Kao, “A Cyber-Physical Systems architecture for Industry 4.0-based manufacturing systems,” Manuf Lett, vol. 3, pp. 18–23, Jan. 2015, doi: 10.1016/j.mfglet.2014.12.001.
[73] N. Kshetri, “Blockchain’s roles in strengthening cybersecurity and protecting privacy,” Telecomm Policy, vol. 41, no. 10, pp. 1027–1038, Nov. 2017, doi: 10.1016/j.telpol.2017.09.003.
[74] A. Guma et al., “Integration of Artificial Intelligence, Blockchain, and Quantum Cryptography for Securing the Industrial Internet of Things (IIoT): Recent Advancements and Future Trends,” Applied Data Science and Analysis, vol. 2025, pp. 19–82, 2025, doi: 10.58496/ADSA/2025/004.
Descargas
Publicado
Cómo citar
Número
Sección
Categorías
Licencia
Derechos de autor 2025 Manuel Baro, José Manuel Villegas Izaguirre, Manuel Piña Monarrez, Cinthia Judith Valdiviezo

Esta obra está bajo una licencia internacional Creative Commons Atribución 4.0.
Los autores/as que publiquen en esta revista aceptan las siguientes condiciones:
- Los autores/as conservan los derechos de autor y ceden a la revista el derecho de la primera publicación, con el trabajo registrado con la licencia de atribución de Creative Commons 4.0, que permite a terceros utilizar lo publicado siempre que mencionen la autoría del trabajo y a la primera publicación en esta revista.
- Los autores/as pueden realizar otros acuerdos contractuales independientes y adicionales para la distribución no exclusiva de la versión del artículo publicado en esta revista (p. ej., incluirlo en un repositorio institucional o publicarlo en un libro) siempre que indiquen claramente que el trabajo se publicó por primera vez en esta revista.
- Se permite y recomienda a los autores/as a compartir su trabajo en línea (por ejemplo: en repositorios institucionales o páginas web personales) antes y durante el proceso de envío del manuscrito, ya que puede conducir a intercambios productivos, a una mayor y más rápida citación del trabajo publicado (vea The Effect of Open Access).


