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Influences of the Industry 4.0 Revolution on the Human Capital Development and Consumer Behavior: A Systematic Review

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Cited by:

  1. Dejsi Qorri & Enikő Pergéné Szabó & János Felföldi & Krisztián Kovács, 2024. "The Role of Human Resource Management in Agricultural Labor-Saving Technologies: An Integrative Review and Science Mapping," Agriculture, MDPI, vol. 14(7), pages 1-17, July.
  2. Sudesh Sheoran & Sanket Vij, 2023. "A Consumer-Centric Paradigm Shift in Business Environment with the Evolution of the Internet of Things: A Literature Review," Vision, , vol. 27(4), pages 431-442, August.
  3. Mydyti Hyrmet & Kadriu Arbana & Pejic Bach Mirjana, 2023. "Using Data Mining to Improve Decision-Making: Case Study of A Recommendation System Development," Organizacija, Sciendo, vol. 56(2), pages 138-154, May.
  4. Nadeem, Kashif & Wong, Sut I. & Za, Stefano & Venditti, Michelina, 2024. "Digital transformation and industry 4.0 employees: Empirical evidence from top digital nations," Technology in Society, Elsevier, vol. 76(C).
  5. Arfan Shahzad & Mohd Syarol Azuan bin Zakaria & Herbert Kotzab & Muhammad Abdul Majid Makki & Aamir Hussain & Julia Fischer, 2023. "Adoption of fourth industrial revolution 4.0 among Malaysian small and medium enterprises (SMEs)," Palgrave Communications, Palgrave Macmillan, vol. 10(1), pages 1-14, December.
  6. An Duong Thi Binh & Mohammadreza Akbari & Huong Le Thi Cam & Lam Nguyen Canh & Huy Truong Quang, 2024. "Forging Pathways to Circular Economy Excellence: Integrating Industry 4.0 with Quality Management," Sustainability, MDPI, vol. 16(7), pages 1-26, April.
  7. Liu, Yu & Khan, Ali Junaid & Iqbal, Jawad & Hameed, Waseem Ul & Ahmed, Tanveer, 2023. "Strategic management of natural resources through human, technological, and institutional resources: Sustainable curing the resource curse," Resources Policy, Elsevier, vol. 86(PA).
  8. Grybauskas, Andrius & Stefanini, Alessandro & Ghobakhloo, Morteza, 2022. "Social sustainability in the age of digitalization: A systematic literature Review on the social implications of industry 4.0," Technology in Society, Elsevier, vol. 70(C).
  9. Feng, Wei & Sun, Shujun & Yuan, Hang, 2023. "Research on the efficiency of factor allocation in the pilot free trade zones," Economic Analysis and Policy, Elsevier, vol. 79(C), pages 727-745.
  10. Muhammad Azmat Hayat & Mumtaz Anwar Chaudhry & Maryam Batool & Huma Ghulam & Abid Raza Khan & Cristi Spulbar & Muhammad Zahid Naeem & Ramona Birau & Maria Magdalena Criveanu, 2022. "Turning Crisis into a Sustainable Opportunity Regarding Demand for Training and New Skills in Labor Market: An Empirical Analysis of COVID-19 Pandemic and Skills Upgradation," Sustainability, MDPI, vol. 14(24), pages 1-14, December.
  11. Lovlyn Ekeowa Kelvin-Iloafu & Francis Ezieshi Monyei & Wilfred Isioma Ukpere & Happiness Ozioma Obi-Anike & Phina Njideka Onyekwelu, 2023. "The Impact of Human Capital Development on the Sustainability and Innovativeness of Deposit Money Banks’ Workforces," Sustainability, MDPI, vol. 15(14), pages 1-15, July.
  12. Tayyaba Rafique & Muhammad Mohsin & Muhammad Adeel Abid & Ali Noman Ashrif & Saliah Anwar, 2024. "Understanding the impact of human capital on radical and incremental innovation: the role of entrepreneurial passion and alertness," Future Business Journal, Springer, vol. 10(1), pages 1-13, December.
  13. Mingchao Li & Ruchun Deng & Bin Gong, 2025. "Research on the Impact of Live Marketing on Consumers’ Irrational Consumption Behavior Under the Background of the New Economic Era," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 16(1), pages 4918-4967, March.
  14. Muhammad Zafar Yaqub & Abdullah Alsabban, 2023. "Industry-4.0-Enabled Digital Transformation: Prospects, Instruments, Challenges, and Implications for Business Strategies," Sustainability, MDPI, vol. 15(11), pages 1-33, May.
  15. Batara Surya & Hernita Hernita & Agus Salim & Seri Suriani & Iwan Perwira & Yulia Yulia & Muhlis Ruslan & Kafrawi Yunus, 2022. "Travel-Business Stagnation and SME Business Turbulence in the Tourism Sector in the Era of the COVID-19 Pandemic," Sustainability, MDPI, vol. 14(4), pages 1-37, February.
  16. Liu, Shu & Wu, Yuting & Yin, Xiaobo & Wu, Bin, 2023. "Digital transformation and labour investment efficiency: Heterogeneity across the enterprise life cycle," Finance Research Letters, Elsevier, vol. 58(PC).
  17. Isah Shehu Nabara & Mohammad Yakubu & Abubakar Shehu Umar, 2023. "Impact Of Icts Usage On Smallholder Farmer’S Adaptation Strategies: A Structural Equation Modeling Study In Niger State," Acta Informatica Malaysia (AIM), Zibeline International Publishing, vol. 7(1), pages 33-37, February.
  18. Ekaterina Turkina & Boris Oreshkin, 2021. "The Impact of Co-Inventor Networks on Smart Cleantech Innovation: The Case of Montreal Agglomeration," Sustainability, MDPI, vol. 13(13), pages 1-17, June.
  19. Bhagwan, N. & Evans, M., 2023. "A review of industry 4.0 technologies used in the production of energy in China, Germany, and South Africa," Renewable and Sustainable Energy Reviews, Elsevier, vol. 173(C).
  20. Barišić, Anton Florijan & Rybacka Barišić, Joanna & Miloloža, Ivan, 2021. "Digital Transformation: Challenges for Human Resources Management," Proceedings of the ENTRENOVA - ENTerprise REsearch InNOVAtion Conference (2021), Hybrid Conference, Zagreb, Croatia, in: Proceedings of the ENTRENOVA - ENTerprise REsearch InNOVAtion Conference, Hybrid Conference, Zagreb, Croatia, 9-10 September 2021, pages 357-366, IRENET - Society for Advancing Innovation and Research in Economy, Zagreb.
  21. Néstor A. Clech, 2025. "Macroeconomic and institutional determinants of human capital wealth: gender disparities and implications," Economia Politica: Journal of Analytical and Institutional Economics, Springer;Fondazione Edison, vol. 42(1), pages 121-153, April.
  22. Xiao Ling & Zhangwei Luo & Yanchao Feng & Xun Liu & Yue Gao, 2023. "How does digital transformation relieve the employment pressure in China? Empirical evidence from the national smart city pilot policy," Palgrave Communications, Palgrave Macmillan, vol. 10(1), pages 1-17, December.
  23. Özköse, Hakan & Güney, Gül, 2023. "The effects of industry 4.0 on productivity: A scientific mapping study," Technology in Society, Elsevier, vol. 75(C).
  24. Erik Lund & Annika Pekkari & Jan Johansson & Joel Lööw, 2024. "Mining 4.0 and its effects on work environment, competence, organisation and society – a scoping review," Mineral Economics, Springer;Raw Materials Group (RMG);Luleå University of Technology, vol. 37(4), pages 827-840, December.
  25. Restuning Widiasih & Maria Komariah & Iqbal Pramukti & Raini Diah Susanti & Habsyah Saparidah Agustina & Hidayat Arifin & Yulia Kurniawati & Katherine Nelson, 2022. "VNursLab 3D Simulator: A Web-Based Nursing Skills Simulation of Knowledge of Nursing Skill, Satisfaction, and Self-Confidence among Nursing Students," Sustainability, MDPI, vol. 14(9), pages 1-11, April.
  26. Yang Yang & Jinmian Han, 2023. "Digital transformation, financing constraints, and corporate environmental, social, and governance performance," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 30(6), pages 3189-3202, November.
  27. Zhixu Liu, 2024. "RETRACTED ARTICLE: Unlocking Consumer Choices in the Digital Economy: Exploring Factors Influencing Online and Offline Purchases in the Emerging Pet Food Market," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 15(3), pages 10174-10199, September.
  28. Vendula Laciok & Katerina Sikorova & Bruno Fabiano & Ales Bernatik, 2021. "Trends and Opportunities of Tertiary Education in Safety Engineering Moving towards Safety 4.0," Sustainability, MDPI, vol. 13(2), pages 1-21, January.
  29. Chen, Yang & Cheng, Liang & Lee, Chien-Chiang, 2022. "How does the use of industrial robots affect the ecological footprint? International evidence," Ecological Economics, Elsevier, vol. 198(C).
  30. Patricia Andino-González & Alejandro Vega-Muñoz & Guido Salazar-Sepúlveda, 2024. "Analyzing Managerial Skills for Employability in Graduate Students in Economics, Administration and Accounting Sciences," Sustainability, MDPI, vol. 16(16), pages 1-16, August.
  31. Tino Vidović & Jakov Šimunović & Gojmir Radica & Željko Penga, 2023. "Systematic Overview of Newly Available Technologies in the Green Maritime Sector," Energies, MDPI, vol. 16(2), pages 1-26, January.
  32. Wali Imran Khalil & Muhammad Omar Malik & Ali Ahsan, 2024. "Sustainability Unleashed through Innovation: Knowledge-Driven Strategies Igniting Labor Productivity in Small- and Medium-Sized Engineering Enterprises," Sustainability, MDPI, vol. 16(1), pages 1-23, January.
  33. Iveta Eimontaite & David Cameron & Joe Rolph & Saeid Mokaram & Jonathan M. Aitken & Ian Gwilt & James Law, 2022. "Dynamic Graphical Instructions Result in Improved Attitudes and Decreased Task Completion Time in Human–Robot Co-Working: An Experimental Manufacturing Study," Sustainability, MDPI, vol. 14(6), pages 1-19, March.
  34. Muhammad, Tufail & Ni, Guohua & Chen, Zhenling & Mallek, Sabrine & Dudek, Marek & Mentel, Grzegorz, 2024. "Addressing resource curse: How mineral resources influence industrial structure dynamics of the BRI 57 oil-exporting countries," Resources Policy, Elsevier, vol. 99(C).
  35. Marta P. V. Gonçalves & Fernando A. F. Ferreira & Marina Dabić & João J. M. Ferreira, 2024. "“Navigating through the digital swamp”: assessing SME propensity for online marketplaces," Review of Managerial Science, Springer, vol. 18(9), pages 2583-2612, September.
  36. Ray Saadaoui Mallek & Mohamed Albaity & Mahfuzur Rahman, 2025. "Economic freedom, economic sustainability, and herding behavior: Does the ubiquity of information communication technology matter?," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 11(1), pages 1-29, December.
  37. Shefali Srivastava & Vernika Agarwal & Ashish Dwivedi & Anchal Patil & Surajit Bag & Cyril R. H. Foropon, 2025. "Contributing Factors for Building a Flexible Supply Chain in the Digital Age: Studying Their Impact on SDGs," Global Journal of Flexible Systems Management, Springer;Global Institute of Flexible Systems Management, vol. 26(1), pages 141-161, March.
  38. Yin Yuan, 2024. "The Influence of the Internet Celebrity Economy on Online Purchase Intention: A Moderated Mediation Analysis," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 15(4), pages 20630-20648, December.
  39. Chun-Yi Lin & Chen Li & Sadaf Mahmood & Feng Guo & Zuoyi Qian, 2024. "Integrating Culture and Tourism: A Resilient Scale for Digital Transformation Innovation," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 15(4), pages 16122-16155, December.
  40. Hamisi K. Sama, 2022. "Conceptualising Tax Avoidance on Industry 4.0 in Tanzania: The Imperatives of Value Chain Analysis," International Journal of Economics & Business Administration (IJEBA), International Journal of Economics & Business Administration (IJEBA), vol. 0(4), pages 123-134.
  41. Huang, Jing & Han, Wenjing & Zhang, Zhengfeng & Ning, Shanshan & Zhang, Xiaoling, 2024. "The decoupling relationship between land use efficiency and carbon emissions in China: An analysis using the Socio-Ecological Systems (SES) framework," Land Use Policy, Elsevier, vol. 138(C).
  42. Tan, Si Ying & Taeihagh, Araz & Tripathi, Abhas, 2021. "Tensions and antagonistic interactions of risks and ethics of using robotics and autonomous systems in long-term care," Technological Forecasting and Social Change, Elsevier, vol. 167(C).
  43. Mariusz J. Ligarski & Barbara Rożałowska & Krzysztof Kalinowski, 2021. "A Study of the Human Factor in Industry 4.0 Based on the Automotive Industry," Energies, MDPI, vol. 14(20), pages 1-20, October.
  44. Hui Tian & Jiaqi Qin & Chaoyin Cheng & Sohail Ahmad Javeed & Tiansi Chu, 2024. "Towards low‐carbon sustainable development under Industry 4.0: The influence of industrial intelligence on China's carbon mitigation," Sustainable Development, John Wiley & Sons, Ltd., vol. 32(1), pages 455-480, February.
  45. Joanna Bednarz & Carola Schuster & Martin Rost, 2023. "Impact of Industry 4.0 Technology on International Posting of Workers," SAGE Open, , vol. 13(1), pages 21582440231, March.
  46. , Suherna & Gunawan, Gugun, 2022. "Adaptation Level of Small Enterprises to the Covid-19 Pandemic in Lebak Regency, Banten Province, Indonesia," OSF Preprints 3v4ng, Center for Open Science.
  47. Hyo Geun Song & Hyeon Jo, 2023. "Understanding the Continuance Intention of Omnichannel: Combining TAM and TPB," Sustainability, MDPI, vol. 15(4), pages 1-20, February.
  48. Nikos Kanellos & Marina C. Terzi & Nikolaos T. Giannakopoulos & Panagiotis Karountzos & Damianos P. Sakas, 2024. "The Economic Dynamics of Desktop and Mobile Customer Analytics in Advancing Digital Branding Strategies: Insights from the Agri-Food Industry," Sustainability, MDPI, vol. 16(14), pages 1-28, July.
  49. Bhatia, Purvee & Diaz-Elsayed, Nancy, 2023. "Facilitating decision-making for the adoption of smart manufacturing technologies by SMEs via fuzzy TOPSIS," International Journal of Production Economics, Elsevier, vol. 257(C).
  50. Lea Wolf & Ronny Ehlen & Mona-Maria Bardmann & Caroline Ruiner & Julia Lanzl & Manfred Schoch & Henner Gimpel, 2024. "The role of internal CSR in guiding the digitalisation of work," International Journal of Corporate Social Responsibility, Springer, vol. 9(1), pages 1-17, December.
  51. Hernita Hernita & Batara Surya & Iwan Perwira & Herminawaty Abubakar & Muhammad Idris, 2021. "Economic Business Sustainability and Strengthening Human Resource Capacity Based on Increasing the Productivity of Small and Medium Enterprises (SMEs) in Makassar City, Indonesia," Sustainability, MDPI, vol. 13(6), pages 1-36, March.
  52. Thirupathi Samala & Vijaya Kumar Manupati & Maria Leonilde R. Varela & Goran Putnik, 2021. "Investigation of Degradation and Upgradation Models for Flexible Unit Systems: A Systematic Literature Review," Future Internet, MDPI, vol. 13(3), pages 1-18, February.
  53. Stefan PRAHOVEANU & Violeta SIMA & Ileana Georgiana GHEORGHE, 2023. "Digitalization in Romania in the Context of Economic Changes," Economics and Applied Informatics, "Dunarea de Jos" University of Galati, Faculty of Economics and Business Administration, issue 3, pages 102-113.
  54. Yixuan Peng & Sayed Fayaz Ahmad & Muhammad Irshad & Muna Al-Razgan & Yasser A. Ali & Emad Marous Awwad, 2023. "Impact of Digitalization on Process Optimization and Decision-Making towards Sustainability: The Moderating Role of Environmental Regulation," Sustainability, MDPI, vol. 15(20), pages 1-23, October.
  55. Mohd Zairul & Zeinab Zaremohzzabieh, 2023. "Thematic Trends in Industry 4.0 Revolution Potential towards Sustainability in the Construction Industry," Sustainability, MDPI, vol. 15(9), pages 1-21, May.
  56. Israel Edem Agbehadji & Bankole Osita Awuzie & Alfred Beati Ngowi, 2021. "COVID-19 Pandemic Waves: 4IR Technology Utilisation in Multi-Sector Economy," Sustainability, MDPI, vol. 13(18), pages 1-20, September.
  57. Mohammed Hael & Saddam A. Hazaea & Honglie Zhang & Hadi Mareeh, 2025. "Mapping the literature trends of consumer behavior and sustainability: insights from a bibliometric analysis approach," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 27(5), pages 9841-9871, May.
  58. Carmen Elena Stoenoiu & Lorentz Jäntschi, 2024. "Sustainable Development of the Economy—A Case Study of the Impacts of the Size of Enterprises and Factors Affecting Performance," Sustainability, MDPI, vol. 16(13), pages 1-38, June.
  59. Tzu-Chieh Lin & Kung Jeng Wang, 2021. "Project-based maturity assessment model for smart transformation in Taiwanese enterprises," PLOS ONE, Public Library of Science, vol. 16(7), pages 1-19, July.
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