Industry 4.0 Automation Adoption and HR Upskilling Strategies with Social Reskilling for Manufacturing Workforce

Authors

  • Belouadah Ahmed Seif Eddine University of Saida Dr Moulay Tahar, Algeria
  • Didit Darmawan Universitas Sunan Giri Surabaya

Keywords:

industrial automation, hr upskilling, social reskilling, structural unemployment, manufacturing, workforce adaptation, industry 4.0

Abstract

The penetration of Industry 4.0 automation and robotic technologies in the manufacturing sector triggers a redefinition of workforce competence requirements while simultaneously posing the threat of structural unemployment. This study aims to analyze the impact of automation adoption on the formulation of human resource upskilling strategies and to formulate a social reskilling framework for affected workers. An exploratory qualitative methodology based on applied grounded theory was employed to construct empirical insights through in-depth interviews, focus group discussions, and field observations in manufacturing facilities. The findings indicate that the success of upskilling strategies depends on integrating machine performance data into training curricula, utilizing digital simulation learning modules, and actively involving supervisors as mentors. Conversely, mitigating the threat of structural unemployment requires a community-based social reskilling framework involving government active social safety nets, corporate outplacement assistance, and the empowerment of independent digital literacy. This study concludes that the sustainability of Industry 4.0 transformation demands harmonization between technological modernization and human capital protection to achieve inclusive and equitable economic growth.

References

Acemoglu, D., & Restrepo, P. (2020). Robots and Jobs: Evidence from US Labor Markets. Journal of Political Economy, 128(6), 2188–2244.

Adetunla, A., Akinlabi, E. T., Jen, T., & Ajibade, S.-S. M. (2024). Analysing the Roles of Robotics in Manufacturing Organizations in the Era of Industry 4.0. In 2024 International Conference on Science, Engineering and Business for Driving Sustainable Development Goals (SEB4SDG), IEEE, 1–5.

Agrawal, A., Gans, J. S., & Goldfarb, A. (2019). Artificial Intelligence: The Ambiguous Labor Market Impact of Automating Prediction. Journal of Economic Perspectives, 33(2), 31–50.

Amsyari, M., Darmawan, D., & El-Yunusi, M. Y. M. (2026). EdTech-Based Educational Management Strategies in Remote Areas and Social Justice Transformation for Rural Communities. Bulletin of Science, Technology and Society, 5(2), 65–76. Retrieved from https://inti.ejournalmeta.com/index.php/inti/article/view/160

Arifin, S., & D. Darmawan. (2021). Technology Access and Digital Skills: Bridging the Gaps in Education and Employment Opportunities in the Age of Technology 4.0, Journal of Social Science Studies, 1(1), 163 – 168.

Arntz, M., Gregory, T., & Zierahn, U. (2017). Revisiting the Risk of Automation. Economics Letters, 159, 157–160.

Atarodi, S., Ottmann, J.-Y., & Mbaye, P. A. M. (2024). Maximizing Employability and Entrepreneurial Success: A Training Program for Highly Skilled Seniors Transitioning into Freelance Consulting. Frontiers in Education, 9, 1-7.

Autor, D., Mindell, D., & Reynolds, E. (2020). The Work of the Future: Building Better Jobs in an Age of Intelligent Machines. MIT Press, Cambridge.

Bansen, S., Buxmann, P., & Fischer, M. (2021). Qualifications and Skills in the Era of Industry 4.0: A Systematic Literature Review. Journal of Business Economics, 91(7), 1015–1051.

Barzani, L. A., Darmawan, D., & Zulkarnain, M. A. B. (2022). The Application of Sustainable Supply Chain Management Principles in the Manufacturing Industry to Improve Operational Performance and Corporate Social Responsibility. International Journal of Service Science, Management, Engineering, and Technology, 1(1), 38–45.

Behera, S. S., Kumar, S., & Mishra, R. K. (2024). Skilling the Workforce for Industry 4.0. Advances in Logistics, Operations, and Management Science Book Series, 41–61.

Berge, J. ten, & Lippényi, Z. (2025). Firm-Level Technology Implementation and Finding a New Job: The Moderating Role of Industry Unionization. Economic & Industrial Democracy, 47(1), 271-303.

Bonekamp, L., & Sure, M. (2015). Consequences of Industry 4.0 on Human Labour and Work Organisation. Journal of Business and Media Psychology, 6(1), 33-40.

Buxmann, P., & Fischer, M. (2021). Qualifications and Skills in the Era of Industry 4.0: A Systematic Literature Review. Journal of Business Economics, 91(7), 1015–1051.

Chopra, A., & Soni, P. (2024). Navigating the Digital Workforce Shifts. Advances in Marketing, Customer Relationship Management, and e-Services Book Series, 27–58.

Cimini, C., Boffelli, A., Lagorio, A., Kalchschmidt, M., & Pinto, R. (2020). How do Industry 4.0 Technologies Influence Labour Organisation? A Multiple Case Study of Manufacturing Companies. Journal of Manufacturing Technology Management, 31(7), 1475–1497.

Corbin, J., & Strauss, A. (2015). Basics of Qualitative Research: Techniques and Procedures for Developing Grounded Theory (4th ed.). SAGE Publications, Thousand Oaks.

costa, S. da, Darmawan, D., & Isaac, A. de J. (2022). Self-Identity Formation and Social Perception of Individuals through Interaction on Social Media in a Digital World. Journal of Social Science Studies, 2(2), 273-278.

Culaba, A. B., Bugtai, N. T., & Kaplan, A. J. H. (2023). Comprehensive Study of Industry 4.0 in Robotics for Policy Development. Recoletos Multidisciplinary Research Journal, 11(1), 55–69.

Darmawan, D. (2020). Health, Well-Being, and Productivity of Senior Employees in the Era of Artificial Intelligence. Journal of Science, Technology and Society (SICO), 1(2), 43–50.

Darmawan, D. (2023). Innovation Culture That Balances Technological Speed with the Depth of Humanistic Thought. International Journal of Service Science, Management, Engineering, and Technology, 4(1), 47–54.

Darmawan, D. (2023). Knowledge Management as a Source Of Competitive Advantage in Information Technology Companies. International Journal of Service Science, Management, Engineering, and Technology, 3(2), 44–50.

Darmawan, D. (2023). Measuring Employee Productivity in the Digital Era by Considering Human Creativity and Innovation. International Journal of Service Science, Management, Engineering, and Technology, 4(3), 47–53.

Darmawan, D. (2023). Social Inclusion for Older Workers in the Implementation of Digital Technology within Organizations. International Journal of Service Science, Management, Engineering, and Technology, 4(2), 44–51.

Darmawan, D. (2023). The Concept Of Remote Work: A Literature Review on its Impact on Work Dynamics, Psychological Well-Being, and Social Relationships Among Employees. International Journal of Service Science, Management, Engineering, and Technology, 3(3), 49–55.

Darmawan, D. (2024). Distribution of Six Major Factors Enhancing Organizational Effectiveness. Journal of Distribution Science, 22(4), 47–58.

Darmawan, D. (2024). Distribution of Six Major Factors Enhancing Organizational Effectiveness. Journal of Distribution Science, 22(4), 47-58.

Darmawan, D. (2024). Strategies for Enhancing Employee Knowledge fnd Engagement in Automated Routine Work. International Journal of Service Science, Management, Engineering, and Technology, 6(1), 65–71.

Darmawan, D. (2024). The Role of Technology in Promoting or Hindering Gender Equality in the Workplace. International Journal of Service Science, Management, Engineering, and Technology, 6(2), 67–73.

Darmawan, D. (2024). Workforce Diversity Management Strategies for Enhancing Innovation and Team Performance. International Journal of Service Science, Management, Engineering, and Technology, 5(2), 53–59. Retrieved from https://ejournalisse.com/index.php/isse/article/view/230

Darmawan, D. (2025). Job Redesign, Automation, and Digital Workforce Competencies in the Twenty-First Century. Bulletin of Science, Technology and Society, 4(3), 103–114.

Darmawan, D., & Gardi, B. (2024). Digital-Oriented Leadership and Organizational Transformation: Fostering Operational Efficiency, Team Collaboration, and Innovation in the Digital. International Journal of Service Science, Management, Engineering, and Technology, 5(1), 37–42.

Darmawan, D., & Mardikaningsih , R. (2023). The Role of Flexible Organizational Structures in Enhancing Corporate Adaptability to Environmental Dynamics. International Journal of Service Science, Management, Engineering, and Technology, 3(1), 44–49.

Darmawan, D., & Mardikaningsih, R. (2022). The Role of Positive Psychological Factors in Enhancing Employee Engagement and Commitment to Work Tasks. International Journal of Service Science, Management, Engineering, and Technology, 1(2), 37–45.

Darmawan, D., Gardi, B., & Da Silva, E. B. (2023). Exploration of Changes in Management and Employee Work Relations in Multinational Companies in the Era of Literacy-Based Digitalization. Journal of Science, Technology and Society (SICO), 4(2), 43–54.

Darmawan, D., Mardikaningsih, R., Sinambela, E. A., Arifin, S., Putra, A. R., Hariani, M., Irfan, M., Al Hakim, Y. R., & Issalillah, F. (2020). The Quality of Human Resources, Job Performance and Employee Loyalty. International Journal of Psychosocial Rehabilitation, 24(3), 2580–2592.

Darmawan, D., Mendonca, C. N., & Isaac, A. de J. (2022). Managing Corporate Reputation in the Digital Age: Challenges and Solutions for Maintaining a Positive Image on Social Media. Journal of Social Science Studies, 2(1), 283-288.

Das, D. (2024). Navigating the Future: The Dual Impact of Automation on Industry Efficiency and Employment. International Journal of Advanced Research in Science, Communication and Technology, 4(5), 111–117.

Eddine, B. A. S., Darmawan, D., Mardikaningsih, R., & Sinambela, E. A. (2023). The Effect of Knowledge Management and Quality of Work Life on Employee Commitment. Journal of Human Sciences, 10(1), 87–100.

Eurofound. (2018). Automation in the Workplace: Implications for the Labour Market and Working Conditions. Publications Office of the European Union, Luxembourg.

Frey, C. B., & Osborne, M. A. (2017). The Future of Employment: How Susceptible are Jobs to Computerisation?. Technological Forecasting and Social Change, 114, 254–280.

Gao, X., Luo, C., & Shou, J. (2023). Effect of Industrial Robot Use on China’s Labor Market: Evidence from Manufacturing Industry Segmentation. Intelligent and Converged Networks, 4(2), 106–115.

Graham, M., Hjorth, I., & Lehdonvirta, V. (2017). Digital Labour and Development: Impacts of Global Digital Labour Platforms and the Gig Economy on Worker Livelihoods. Transfer: European Review of Labour and Research, 23(2), 135–162.

Hall, S. S., & Elshennawy, A. (2024). Evolution of Technological Leadership with the Introduction of Industry 4.0. Deleted Journal, 17(2), 10–18.

Hearn, G., Williams, P., Rodrigues, J. H. P., & Laundon, M. (2023). Education and Training for Industry 4.0: A Case Study of a Manufacturing Ecosystem. Journal of Education and Training, 65(8-9), 1070-1084.

Issalillah, F., & Hardyansah, R. (2022). The Impact of the Digital Divide and Misinformation on Partici-pation and Trust in Local Communities. Journal of Social Science Studies, 2(2), 7-12.

Issalillah, F., & Khayru, R. K. (2025). Mental Health as an Organizational Construct: A Strategic Reorientation of Human Resource Management for Work Environment Design. International Journal of Service Science, Management, Engineering, and Technology, 8(3), 1–9.

Issalillah, F., & Khayru, R. K. (2026). Generative AI-Based Telemedicine Management: An Analysis of Ethical Acceptability, Medical Governance, and Patient Social Trust. Bulletin of Science, Technology and Society, 5(1), 51–64. Retrieved from https://inti.ejournalmeta.com/index.php/inti/article/view/150

Kathirvel, A., Gobinath, V. M., Sathya, V., Kathirvel, N., & Anthony, R. C. (2024). The Role of Robotics in Smart Manufacturing. Advances in Marketing, Customer Relationship Management, and e-Services Book Series, 315–356.

Khayru, R. K. (2022). Transforming Healthcare: The Power of Artificial Intelligence. Bulletin of Science, Technology and Society, 1(3), 15-19.

Korber, M. (2019). Reskilling in the Age of Automation: Challenges and Opportunities for Social Policy. European Journal of Social Security, 21(4), 312–329.

Lodgaard, E., & Dransfeld, S. (2020). Organizational Aspects for Successful Integration of Human-Machine Interaction in the Industry 4.0 Era. Procedia CIRP, 88, 218–222.

Manyika, J., Lund, S., Chui, M., Bughin, J., Woetzel, J., Batra, P., Ko, R., & Sanghvi, S. (2017). Jobs Lost, Jobs Gained: Workforce Transitions in a Time of Automation. McKinsey Global Institute, 1-148.

Mardikaningsih, R. (2025). The Deconstruction of Work and HRM Reconfiguration: Flexibility and Employer Branding in the Digital Era. International Journal of Service Science, Management, Engineering, and Technology, 8(2), 10-17.

Mardikaningsih, R., & Darmawan, D. (2022). The Role of Self-Efficacy in Predicting Employee Adaptability to Technological Change in the Workplace,. International Journal of Service Science, Management, Engineering, and Technology, 2(3), 43–55.

Mardikaningsih, R., & Wardoyo, D. T. W. (2024). The Role of Technology in Human Resource Development for Sustainability: A Literature Review on Digital Innovation. Bulletin of Science, Technology and Society, 3(3), 20–26.

Mardikaningsih, R., & Wardoyo, D. T. W. (2026). Organizational Change Management Strategies in Addressing Employee Social Resistance During Green IT Transition. Bulletin of Science, Technology and Society, 5(2), 1–12. Retrieved from https://inti.ejournalmeta.com/index.php/inti/article/view/145

Mardikaningsih, R., Halizah, S. N., Darmawan, D., Masithoh, N., & Nuraini, R. (2022). Examining the Role of Authentic Leadership in Shaping Positive Work Climate and Organizational Citizenship Behavior. International Journal of Service Science, Management, Engineering, and Technology, 2(1), 52–59.

Mardikaningsih, R., Halizah, S. N., Nuraini, R., & Darmawan, D. (2022). The Role of Ethical Leadership in Shaping a Positive and Sustainable Organizational Culture. International Journal of Service Science, Management, Engineering, and Technology, 2(2), 48–55.

Mardikaningsih, R., Hariani, M., & Nuraini, R. (2026). The Effectiveness of Digital Waste Management Application Gamification in Fostering Environmental Awareness and Operational System Sustainability. Bulletin of Science, Technology and Society, 5(1), 79–92. Retrieved from https://inti.ejournalmeta.com/index.php/inti/article/view/152

Mardikaningsih, R., Hariani, M., Darmawan, D., Halizah, S. N., & Nuraini, R. (2024). The Impact of Digital Monitoring on Employee Work Autonomy and Professional Responsibility. International Journal of Service Science, Management, Engineering, and Technology, 5(3), 60–67. Retrieved from https://ejournalisse.com/index.php/isse/article/view/231

Mardikaningsih, R., Wardoyo, D. T. W., & Hariani, M. (2024). Digital-Based HR Development Policy as a Driver of Sustainable Collaborative Product and Service Innovation. Journal of Science, Technology and Society (SICO), 5(1), 43–54.

Maulani, A., Hardyansah, R., Darmawan, D., Mendonca, C. N., & de Jesus Isaac, A. (2023). Juridical Analysis of the Validity of Electronic Contracts Made by Artificial Intelligence in Indonesian Law. Journal of Social Science Studies, 3(1), 139-144.

Miguel, C. M., Hoedt, S., Leyman, P., Aghezzaf, E., & Cottyn, J. (2023). Framework for Formulating Competence-Aware Scheduling Models in Mixed-Model Assembly. In: Galizia, F.G., Bortolini, M. (eds) Production Processes and Product Evolution in the Age of Disruption, CARV 2023. Lecture Notes in Mechanical Engineering. Springer, Cham, 552–561.

Mood, M. M., Ghamary, M., & Youshanlouei, H. R. (2025). The Role of Governments, Employers, and Platforms to Cope with the Skill Gaps in Industry 4.0. Ecological and Human Dimensions of AI-Based Supply Chain, 111–162.

Neefe, L., Peiffer, S., & Buxmann, P. (2020). Regional Labor Market Transitions in the Era of Industry 4.0. Regional Studies, 54(8), 1089–1102.

Nuvolari, A., Righi, R., & Urbinati, A. (2021). Automation, Worker Displacement, and the Role of Social Reskilling. Technological Forecasting and Social Change, 168, 120760.

Panagiotopoulou, V. C., Bikas, H., Paraskevopoulou, A., Stamatopoulos, F., & Stavropoulos, P. (2025). A Roadmap for Reskilling and Upskilling of the Workforce Towards Aligning with Twin Transition in the Manufacturing Sector. In: Louw, L., Hummel, V., de Kock, I., von Leipzig, K. (eds) Advancing Learning Factories: Enabling Future-Ready Skills. cfl 2025. Lecture Notes in Networks and Systems, Springer, Cham, 1545, 177–185.

Pfeiffer, S. (2017). The Vision of Industry 4.0 in the Making: A Luxury the African Continent Cannot Afford? Development Southern Africa, 34(4), 442–452.

Putra, A. R., & Arifin, S. (2021). Supply Chain Management Optimization in the Manufacturing Industry through Digital Transformation: The Role of Big Data, Artificial Intelligence, and the Internet of Things. Journal of Social Science Studies, 1(2), 161-166.

Putra, A. R., Arifin, S., & Darmawan , D. (2024). Gamification-Based Learning that Preserves Cooperation and Empathy Among Employees. International Journal of Service Science, Management, Engineering, and Technology, 5(1), 43–50. Retrieved from https://ejournalisse.com/index.php/isse/article/view/229

Rainnie, A., Dean, M. A., & Smith, M. (2019). Labour, Industry 4.0 and the Future of Work. Labour & Industry: A Journal of the Social and Economic Relations of Work, 29(2), 131–140.

Saunders, M., Lewis, P., & Thornhill, A. (2019). Research Methods for Business Students (8th ed.). Pearson Education, New York.

Schwab, K. (2016). The Fourth Industrial Revolution. World Economic Forum, Geneva.

Sereda, O. G., & Kravchenko, V. V. (2024). Outplacement as a Key to an Effective HR Policy When Dismissing Employees. Analìtično-Porìvnâlʹne Pravoznavstvo, 2(2024), 323-327.

Silverman, D. (2020). Interpreting Qualitative Data (6th ed.). SAGE Publications, London.

Soulthoni, H. P. N., Upe, A., Mugambiwa, S. S., & Johar, S. S. (2025). Digital Platform Transformation and Socio-economic Resilience Among Indonesia’s Motorcycle Ride-hailing Drivers. Indonesian Journal of Innovation and Applied Sciences, 5(3), 231-241.

Tortorella, G. L., Giglio, R., & van Dun, D. H. (2020). Industry 4.0 Adoption and Soft TQM Capabilities: Their Impact on a Firm's Performance. International Journal of Production Research, 58(6), 1837–1850.

Triono, B., Darmawan, D., Djaelani, M., Safitri, F. S. A., & Masithoh, N. (2025). How Digitalization Reshapes Labor and Task Architecture in the Manufacturing Sector. International Journal of Service Science, Management, Engineering, and Technology, 7(2), 11–16.

Vandaele, K. (2018). Will Trade Unions Survive in the Platform Economy? Emerging Patterns of Platform Workers’ Collective Voice and Representation. Working Paper, European Trade Union Institute (ETUI), 1-33.

Vineet, K. (2025). Workforce Transformation and Skill Development in Industry 4.0. Chemical Industries in Industry 4.0 Era, 116-130.

Warin, A. K., & D. Darmawan. (2024). Fostering Adaptive Employees: The Importance of Continuous Feedback in HR Development, Bulletin of Science, Technology and Society, 3(3), 27-34.

World Economic Forum. (2020). The Future of Jobs Report 2020. World Economic Forum, 1-162.

Yasser, E. H., & Abdelmajid, E. O. (2025). AI Governance for Workforce Development: A Conceptual Framework for Reskilling and Upskilling. In 2025 International Conference on New Trends in Computational Intelligence (NTCI), IEEE, 631–636.

Zhang, P., Liang, H.-L., Chen, X., & Qin, Y. (2025). The Impact of Robot Adoption on the Demand for General Skills. Competition to Coexixtence, 70–89.

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Published

2026-08-25

How to Cite

Eddine, B. A. S., & Darmawan, D. (2026). Industry 4.0 Automation Adoption and HR Upskilling Strategies with Social Reskilling for Manufacturing Workforce. Bulletin of Science, Technology and Society, 5(2), 89–100. Retrieved from https://inti.ejournalmeta.com/index.php/inti/article/view/162

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