Technology as a Double-Edged Sword: A Socio-Technical Grounded Theory of 4IR Adoption for Sustainability Compliance in Namibia’s Mining Industry
Authors
PhD Candidate, Africa Research University (ARU), Lusaka (Zambia)
Africa Research University (ARU), Lusaka (Zambia)
Article Information
DOI: 10.47772/IJRISS.2026.10200469
Subject Category: Development Studies
Volume/Issue: 10/2 | Page No: 6399-6410
Publication Timeline
Submitted: 2026-01-26
Accepted: 2026-02-20
Published: 2026-03-17
Abstract
Context and Gap: The mining industry in Namibia has struggled with sustainability compliance. Although sustainability has been proposed as a solution to the current problem, there remains a research gap regarding the practical application of Fourth Industrial Revolution (4IR) technologies and the barriers to their implementation, particularly in Namibia. Purpose: This paper sought to determine how the main 4IR technologies, in particular the Internet of Things (IoT), Artificial Intelligence (AI), and blockchain, could be applied to these long-standing sustainability issues in Namibia’s mining industry. Methods: A pragmatic, socio-technical grounded theory approach was used in the study with a sequential explanatory design. The first step was a survey of 179 stakeholders in the industry, followed by 14 face-to-face interviews. Critical Quantitative Results: The survey indicated high stakeholder confidence in the use of these technologies to achieve regulatory compliance, with AI viewed as most helpful (31%), followed by blockchain (26%) and IoT (25%). However, the survey also identified serious obstacles: lack of technical expertise (28%), prohibitive implementation costs (26%), management resistance (24%), and uncertainties regarding the regulatory guidelines (19%). Qualitative Theme and Contribution: The interviews identified a socio-technical tension, the phenomenon of the Technology as a Double-Edged Sword, in which interviewees expressed a sincere interest in the process of technological change but faced real fears of employment displacement and increased digital gaps. The principal contribution of the study is the introduction of a new socio-technical framework that offers evidence-based guidance to policymakers and leaders in industries to control digital transformation in an equitable manner in the extractive industries.
Keywords
Sustainable Mining, Fourth Industrial Revolution (4IR)
Downloads
References
1. Baxter, G., & Sommerville, I. (2024). Sociotechnical Systems: From Design Methods to Systems Engineering. Interacting with Computers, 36(1), 4–17. [Google Scholar] [Crossref]
2. Bradbury, H., Glenzer, K., Ku, B., Columbia, D., Kjellström, S., Aragón, A. O., ... & Gray, P. (2023). What is good action research: Quality chooses points with refreshed urgency. Action Research, 21(1), 3–21. [Google Scholar] [Crossref]
3. Brinkmann, S., & Kvale, S. (2023). Conducting Interviews (3rd ed.). Sage Publications. [Google Scholar] [Crossref]
4. British Sociological Association. (2023). Statement of Ethical Practice for Research (5th ed) . . . British Sociological Association. [Google Scholar] [Crossref]
5. Bryman, A. (2021). Social Research Methods (6th ed.). Oxford: Oxford University Press. [Google Scholar] [Crossref]
6. Caesar, J. (2025). Mixed Methods Research: A Practical Guide. Sage Publications. [Google Scholar] [Crossref]
7. Chamber of Mines of Namibia. (2023). Annual Report: Driving Sustainable Mining in Namibia. Windhoek, Namibia: Chamber of Mines of Namibia. [Google Scholar] [Crossref]
8. Charmaz, K. (2021). Constructing Grounded Theory: A Practical Guide Through Qualitative Analysis (3rd ed.). Sage Publications. [Google Scholar] [Crossref]
9. Chen, L., Wang, Y., & Li, J. (2024). Blockchain for Sustainable Supply Chains: A Review of Applications and Challenges. Journal of Cleaner Production 401: 136697. Vol. 1, pp 1-10 [Google Scholar] [Crossref]
10. Corbin, J., & Strauss, A. (2022). Basics of Qualitative Research: Techniques and Procedures for Developing Grounded Theory (5th ed.). Sage Publications. [Google Scholar] [Crossref]
11. Creamer, E. G. & Reeping, D. (2024). Mixed Methods Research in Education: Integrating Quantitative and Qualitative Approaches. Routledge. [Google Scholar] [Crossref]
12. Creswell, J. W., & Plano Clark, V. L. (2024). Designing and Conducting Mixed Methods Research (4th ed.) Sage Publications. [Google Scholar] [Crossref]
13. Dearing, J. W., & Cox, J. G. (2024). Diffusion of Innovations Theory, Principles, and Practice. Health Affairs, 43(2), 189–196. [Google Scholar] [Crossref]
14. Dillman, D. A., Smyth, J. D., & Christian, L. M. (2023). Internet, Phone, Mail, and Mixed-Mode Surveys: The Tailored Design Method (5th ed). John Wiley & Sons. [Google Scholar] [Crossref]
15. Ernst & Young. (2022). Digital Transformation in Mining: Lessons from Chile and Australia. Ernst Young Global Limited. [Google Scholar] [Crossref]
16. Flick, U. (2022). An Introduction to Qualitative Research (7th ed.). Sage Publications. [Google Scholar] [Crossref]
17. Gao, Y., & Shao, Y. (2023). Role of Artificial Intelligence in Promoting Sustainable Development in the Mining Industry. Resource Policy, 85, 103987. [Google Scholar] [Crossref]
18. Geels, F. W., & Schot, J. (2023). The Dynamics of Transitions: A Socio-Technical Perspective on Sustainability Transformations. Research Policy, 52(9), 104834. [Google Scholar] [Crossref]
19. Guest, G., Namey, E., & Chen, M. (2023). A Simple Method to Assess and Report Thematic Saturation in Qualitative Research. PLOS ONE, 18(5), e0285849. [Google Scholar] [Crossref]
20. Hickel, J., & Kallis, G. (2024). Is Green Growth Possible? New Political Economy, 29(4), 469–486. [Google Scholar] [Crossref]
21. IBM Corp. (2023). IBM SPSS Statistics for Windows, Version 29.0. IBM Corp. [Google Scholar] [Crossref]
22. International Council on Mining and Metals. (2024). Innovation for Sustainable Mining: A 4IR perspective. ICMM. [Google Scholar] [Crossref]
23. International Telecommunication Union. (2023). Universal Service Funds: Financing Broadband Access in Developing Countries. ITU. [Google Scholar] [Crossref]
24. Ivankova, N. V., & Wingo, N. (2024). Applying Mixed Methods in Action Research: Methodological Potentials and Advantages. American Behavioural Scientist 68(1), 86–103. [Google Scholar] [Crossref]
25. Johnson, R. B., & Onwuegbuzie, A. J. (2023). Routledge Handbook of Mixed Methods Research. Routledge. [Google Scholar] [Crossref]
26. Jones, A., Smith, B., Williams, C. (2021). Blockchain Technology in Mineral Supply Chains: Opportunities and Challenges. Minerals Engineering, 170, 106987. [Google Scholar] [Crossref]
27. Kinyondo, A. and Tomassi, F. (2024). Digital Transformation in African Mining: Opportunities, Challenges, and Policy Implications. The Extractive Industries and Society, 17, 101234. [Google Scholar] [Crossref]
28. Lincoln, Y. S., & Guba, E. G. (1985). Naturalistic Inquiry. Sage Publications. [Google Scholar] [Crossref]
29. Lincoln, Y. S., & Guba, E. G. (2024). But Is It Rigorous? Trustworthiness and Authenticity in Naturalistic Evaluation. New Directions for Evaluation, 2024(181), 15–25. [Google Scholar] [Crossref]
30. Mining Weekly. (2023). AI-Powered Safety Systems Reduce Fatalities in South African Mines. Mining Weekly. [Google Scholar] [Crossref]
31. Morgan, D. L. (2023). Pragmatism as a Philosophical Foundation for Mixed Methods Research. In R. B. Johnson & A. J. Onwuegbuzie (Eds.) The Routledge Handbook of Mixed Methods Research (pp.) 15–28). Routledge. [Google Scholar] [Crossref]
32. Ndjamba, P. (2022). The Digital Divide in Namibia: Implications for Economic Development and Social Equity. University of Namibia Press. [Google Scholar] [Crossref]
33. Nowell, L. S., Norris, J. M., White, D. E., & Moules, N. J. (2022). Thematic Analysis: Striving to Meet the Trustworthiness Criteria. International Journal of Qualitative Methods, 21, 1–13. [Google Scholar] [Crossref]
34. Patton, M. Q. (2023). Qualitative Research & Evaluation Methods: Integrating Theory and Practice (5th ed.). Sage Publications. [Google Scholar] [Crossref]
35. Podsakoff, P. M., MacKenzie, S. B., & Podsakoff, N. P. (2024). Sources of method bias in social science research and recommendations on how to control it. Annual Review of Psychology, 75, 1–28. [Google Scholar] [Crossref]
36. Responsible Mining Foundation. (2024). Responsible Mining Index Report. RMF. [Google Scholar] [Crossref]
37. Saunders, B., Kitzinger, J., Kitzinger, C. (2023). Anonymising Interview Data: Challenges and Compromise in Practice. Qualitative Research, 23(3), 616–632. [Google Scholar] [Crossref]
38. Schneider Electric. (2021). IoT Sensors in Tailing Dams: A Case Study from Chile. Schneider Electric. [Google Scholar] [Crossref]
39. Schwab, K. & Zahidi, S. (2024). The future of jobs is reported to be 2024. World Economic Forum. [Google Scholar] [Crossref]
40. Shannon-Baker, P. (2023). Making Paradigms Meaningful in Mixed Methods Research. Journal of Mixed Methods Research, 17(4), 319–334. [Google Scholar] [Crossref]
41. Smith, A. & Stirling, A. (2021). Politics of Socio-Technical Transitions. Environmental Innovation and Societal Transitions, 38, 100589. [Google Scholar] [Crossref]
42. Strauss, A. & Corbin, J. (1998). Basics of Qualitative Research: Techniques and Procedures for Developing Grounded Theory (2nd ed.). Sage Publications. [Google Scholar] [Crossref]
43. Thornberg, R., & Charmaz, K. (2024). Grounded Theory and Theoretical Coding. In U. Flick (Ed.) The SAGE Handbook of Qualitative Research Design (pp. 780–795). Sage Publications. [Google Scholar] [Crossref]
44. Tomassi, F. & Kinyondo, A. (2024). Just Transition in African Mining: Navigating Automation, Employment, and Social Equity. Resource Policy, 90, 101789. [Google Scholar] [Crossref]
45. United Nations Conference on Trade and Development. (2022). Digital Economy Report 2021: From Exclusion to Inclusion. UNCTAD. [Google Scholar] [Crossref]
46. United Nations Development Program. (2022). Mponela Digital Skills Program: Upskilling Botswana's Diamond Industry Workforce. UNDP. [Google Scholar] [Crossref]
47. Venkatesh, V. and Thong, J. Y., & Xu, X. (2024). Unified Theory of Acceptance and Use of Technology: A Synthesis and the Road Ahead. Journal of the Association for Information Systems, 25(1), 105–145. [Google Scholar] [Crossref]
48. World Bank. (2020). The Future of Mining: Technology, Innovation, and Sustainability. World Bank Publications. [Google Scholar] [Crossref]
49. World Economic Forum. (2023). Mining and Metals in a Low-Carbon Economy: The New Normal. World Economic Forum. [Google Scholar] [Crossref]
Metrics
Views & Downloads
Similar Articles
- An Exploration of Stakeholders Perceived Mitigation Measures for Addressing Sanitation Challenges in George Compound in Lusaka Zambia
- Public Participation in Sustainable Development Programs: Examining Public Participation Methods and Levels at Pustaka Negeri Sarawak
- Responding to Climate Change through Livelihood Diversification: Implications of Household Economic Well-Being in Coastal Greater Accra
- Teacher Character Development Through Virtue and Eudaimonia: Insights from Nominal Group Technique (NGT)
- Transformation of Muslim Friendly Hospitality: An Overview of Shariah Compliant Tourism Development in Malaysia