Exploring Occupational Health and Safety Standards Compliance in the South African Mining Industry, Limpopo Province, Using Principal Component Analysis
Abstract
:1. Introduction
2. Methodology
2.1. Study Context
2.2. Population and Data Collection
2.3. Data Analysis
2.4. Validity and Reliability
3. Results
Descriptive Statistics
4. Discussion
4.1. Measurement Model Results for Occupational Health and Safety Standards Compliance
4.1.1. Factor 1: Occupational Health Practice Related to Regulations
4.1.2. Factor 2: Measures to Reduce the Risk of Injuries/Accidents
4.1.3. Factor 3: Role of a Safety Culture and Resources
4.1.4. Factor 4: Impact of the Environment and Production
4.1.5. Factor 5: Attitude and Behaviour
4.1.6. Factor 6: The Role of Mine Management
4.1.7. Factor 7: Use and Quality of Equipment
4.2. Correlated Components
4.2.1. Factor 1 (Occupational Health Practice Related to Regulations) Is Correlated with Factor 2 (Measures to Reduce Risk of Injuries/Accidents)
4.2.2. Factor 2 (Measures to Reduce the Risk of Injuries/Accidents) Is Correlated with Factor 4 (Impact of the Environment and Production)
5. Limitations of the Study
6. Conclusions and Recommendations
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Appendix A. Research Questionnaire
Appendix A.1. Demographic Information
| |
| |
20–28 | |
29–38 | |
39–48 | |
49–58 | |
59–65 | |
| |
Female | |
Male | |
| |
African | 1 |
Indian | 2 |
Coloured | 3 |
| |
South African | |
Other | |
| |
College | |
Technikon | |
University | |
High school | |
Primary | |
Never went to school | |
| |
Management position e. g. mine engineer, safety manager | 1 |
Shift boss | 2 |
Team leader | 3 |
Stopper | 4 |
Driller | 5 |
Mechanical | 6 |
Miner | 7 |
Shift boss | 8 |
Loco driver | 9 |
Winch operator | 10 |
Other (specify) | 11 |
| |
Single | 1 |
Married | 2 |
Living with partner | 3 |
Separated | 4 |
Divorced | 5 |
Widow/widower | 6 |
| |
Under 1 year | 1 |
1–5 years | 2 |
6–10 years | 3 |
11–15 years | 4 |
16–20 years | 5 |
Over 20 years | 6 |
| |
Christianity | 1 |
Traditional | 2 |
Muslim | 3 |
Other | 4 |
| |
Full-time | |
Part-time | |
Temporary/casual |
Appendix A.2. Occupational Health and Safety Standards Compliance Regulations
Strongly Disagree | Disagree | Agree | Strongly Agree | |
| 1 | 2 | 3 | 4 |
| 1 | 2 | 3 | 4 |
| 1 | 2 | 3 | 4 |
| 1 | 2 | 3 | 4 |
| 1 | 2 | 3 | 4 |
| 1 | 2 | 3 | 4 |
| 1 | 2 | 3 | 4 |
| 1 | 2 | 3 | 4 |
| 1 | 2 | 3 | 4 |
| 1 | 2 | 3 | 4 |
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| 1 | 2 | 3 | 4 |
| 1 | 2 | 3 | 4 |
| 1 | 2 | 3 | 4 |
| 1 | 2 | 3 | 4 |
| 1 | 2 | 3 | 4 |
References
- Jacinto, C.; Soares, C.G.; Fiahlo, T.; Antao, P.; Silva, S.A. An overview of occupational accidents notification systems within the enlarged EU. Work 2011, 39, 369–378. [Google Scholar] [CrossRef]
- Salguero-Caparrós, F.; Pardo-Ferreira, M.C.; Martínez-Rojas, M.; Rubio-Romero, J.C. Management of legal compliance in occupational health and safety. A literature review. Saf. Sci. 2020, 121, 111–118. [Google Scholar] [CrossRef]
- Kleyn, G.; du Plessis, J.J.L. Sub-Standard Practices: Effects on Safety Performance in South African Gold Mines. 2016. Available online: www.scielo.org.za/pdf/jsaimm/v116n4/05.pdf (accessed on 20 April 2018).
- Tibane, M.; Niemand, L. Investigation into Challenges Faced by Employees in Implementing a Safety Strategy in a South African Platinum Mine. Int. J. Res. Bus. Stud. Manag. 2017, 4, I2. [Google Scholar] [CrossRef]
- Mogale, L.; Pilusa, M.; Mogotlane, S. Worker knowledge of occupational legislation and related health and safety benefits. Curationis 2018, 41, 1869. [Google Scholar]
- Kheni, N.A.; Braimah, C. Institutional and Regulatory frameworks for health and safety administration: The study of the construction industry of Ghana. Int. Refereed J. Eng. Sci. 2014, 3, 24–34. [Google Scholar]
- Mustapha, Z.; Aigbavboa, C.; Thwala, D.T. Conceptualized integrated health and safety compliance model for the Ghanaian construction industry. Int. J. Adv. Technol. Eng. Stud. 2015, 4, 33–48. [Google Scholar]
- Shibambu, O.P. Implementation and Enforcement of Safety Standards in the Mining Industry SA: Challenges and Prospects. Masters’s Thesis, University of Limpopo, Mankweng, South Africa, 2017. [Google Scholar]
- Hatting, S.P.; Acutt, J. Occupational Health: Management and Practice for Health Practitioners, 5th ed.; Juta & Company Ltd.: Cape Town, South Africa, 2016. [Google Scholar]
- ILO (International Labour Organisation). ILO Calls for Urgent Global Action to Fight Occupational Diseases; ILO: Geneva, Switzerland, 2013. [Google Scholar]
- Chamber of Mines. Safety Minerals Council South Africa. 2016. Available online: https://www.mineralscouncil.org.za/news/media-releases/2016/send/24-2016/187-chamber-of-mines-extends-support-to-those-affected-in-the-lily-mine-accident (accessed on 5 September 2018).
- Casey, J.P. Safety and Security: A Timeline of the AMCU Strike at Sibanye-Still Water. Mining Technology. 2019. Available online: https://www.mining-technology.com/features/amcu-strike-update (accessed on 15 November 2021).
- Kane-Berman, Mining in SA: Then, Now, and into the Future—IRR. Politics Web. 2017. Available online: https://www.politicsweb.co.za/documents/mining-in-sa-then-now-and-into-the-future--irr (accessed on 18 May 2020).
- Qian, Q.; Lin, P. Safety risk management of underground engineering in China: Progress, challenges and strategies. J. Rock Mech. Geotech. Eng. 2016, 8, 423–442. [Google Scholar] [CrossRef]
- Cherry, K. How Does the Cross-Sectional Research Method Work? 2019. Available online: https://www.verywellmind.com/what-is-a-cross-sectional-study-2794978 (accessed on 20 February 2022).
- Polit, D.F.; Beck, C.T. Nursing Research: Generating and Assessing Evidence for Nursing Practice, 9th ed.; Williams & Wilkins: Philadelphia, PA, USA, 2018. [Google Scholar]
- Williums, B.; Onsman, A.; Brown, T. Exploratory factor Analysis. A five step guide for novices. Australas. J. Para-Med. 2010, 8, 1–3. [Google Scholar] [CrossRef]
- Haradhan, N. Two Criteria for Good Measurements in Research: Validity and Reliability. Ann. Spiru Haret Univ. 2017, 17, 58–82. [Google Scholar]
- Garg, P.; Lillystone, D.; Dossetor, D.; Kefford, C.; Chong, S. An exploratory survey for understanding perceptions, knowledge and educational needs of general practitioners regarding autistic disorders in New South Wales (NSW), Australia. J. Clin. Diagn. Res. 2014, 8, PC01-9. [Google Scholar] [CrossRef] [PubMed]
- Peterson, R.A. A meta-analysis of Cronbach’s coefficient alpha. J. Consum. Res. 1994, 21, 381–391. [Google Scholar] [CrossRef]
- Botha, D.; Cronje, J.F. Occupational health and safety considerations for women employed in core mining position. SA J. Hum. Resour. Manag. 2015, 13, 1–12. [Google Scholar] [CrossRef]
- Zungu, L.I. Occupational health and safety challenges reported by women in selected South African gold and platinum mines. Occup. Health S. Afr. 2012, 18, 5. [Google Scholar]
- Haas, E.J.; Eiter, B.; Hoebbel, C.; Ryan, M.E. The Impact of Job, Site, and Industry Experience on Worker Health and Safety. Safety 2019, 5, 16. [Google Scholar] [CrossRef]
- Gressgård, L.J. Knowledge Management and Safety Compliance in a High-Risk Distributed Organizational System. Saf. Health Work 2014, 5, 53–59. [Google Scholar] [CrossRef] [PubMed]
- Beech, W. Health and Safety in the Workplace: How Important Is it? Go-Legal Industry News and Insight. 2019. Available online: https://www.golegal.co.za/health-safety-workplace/ (accessed on 12 April 2020).
- Widajati, N.; Ernawati, M.; Martiana, T. Effect of the role of safety officer on compliance to occupational safety and health (OSH) among outsourcing workers in company x, Surabaya. Folia Med. Indones. 2017, 53, 131–138. [Google Scholar] [CrossRef]
- Qasim, M.; Bashir, A.; Anees, M.M.; Ghani, M.U.; Khalid, M.; Hanan, F.; Malik, J. Occupational Health, Safety and Risk Analysis in large scale industry of Lahore. Bull. Energy Econ. 2014, 2, 113–118. [Google Scholar]
- Cooper, D. Redressing the Balance between Safety and Productivity. Safety and Health Practitioner Newsletter. 2014. Available online: https://www.shponline.co.uk/safety-management/redressing-balance-safety-productivity/ (accessed on 15 November 2021).
- Changing Minds, Changing Mines, Final Report. Culture Transformation Framework for the South African Mining Sector. 2010. Available online: https://www.mhsc.org.za/sites/default/files/public/research_documents/Changing%20Minds%2C%20Changing%20mines%20researchs%20for%20%20Culture%20Transformation%20Framework%20Report.pdf (accessed on 18 September 2021).
- Lim, M.S.; Murray, J.; Dowdeswell, R.J.; Glynn, J.R.; Sonnenberg, P. Unnatural deaths in South African platinum miners, 1992–2008. PLoS ONE 2011, 6, e22807. [Google Scholar] [CrossRef] [PubMed]
- Li, Y.; Xu, W.; Luo, X.; Gao, J.; Yin, W. Impact of Safety Attitude on the Safety Behavior of Coal Miners in China. Sustainability 2019, 11, 6382. [Google Scholar] [CrossRef]
- Nordlof, H.; Wiitavaara, B.; Winblad, U.; Wijk, K.; Westerling, R. Safety culture and reasons for risk taking at large steel manufacturing company: Investigating the worker perspective. Saf. Sci. 2015, 73, 126–135. [Google Scholar] [CrossRef]
- Amezcua, L.G. Exploration of the Relationship between Language, Culture, Safety and Training in the Construction Workforce in Mexico. 2014. Available online: http://digitalrepository.unm.edu/oils_etds/ (accessed on 28 March 2022).
- Zungu, L.I. Guidelines for the South African Small-Scale Mining to Comply with the Mine Health and Safety Act. Mine Health and Safety Council. 2016. Available online: https://www.claybrick.org/sites/default/files/downloads/Guidelines_SSMs_MHSC_061_14-15_Draft_Final_Report_Jan2016.pdf (accessed on 25 November 2021).
- Shaw, A.; Blewett, V.; Schutte, S. International frameworks, national problems: Mining OHS regulation in South Africa and Australia. In Proceedings of the 34th International Conference of Safety in Mines Research Institutes, New Delhi, India, 7–10 December 2011. [Google Scholar]
- Burton, J. WHO Healthy Workplace Framework and Model: Background and Supporting Literature and Practice; WHO Headquarters: Geneva, Switzerland, 2010. [Google Scholar]
- Michell, K.E. A Practical Approach to Occupational Health Nursing, South African Society of Occupational Health Nursing Practitioners, Johannesburg. 2011. Available online: https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6111569 (accessed on 2 February 2022).
Variable | Characteristics | Frequency | Percentage |
---|---|---|---|
Sex | Male | 246 | 89 |
Female | 31 | 11 | |
Age | 20–28 | 70 | 25 |
29–38 | 74 | 27 | |
39–48 | 79 | 29 | |
49–58 | 42 | 15 | |
59–65 | 12 | 4 | |
Marital Status | Single | 152 | 54 |
Married | 120 | 44 | |
Divorced | 5 | 2 | |
Ethnicity | Black | 270 | 97 |
White/coloured | 7 | 3 | |
Highest level of education | College | 114 | 41 |
Technikon | 14 | 4 | |
University | 13 | 5 | |
High school | 116 | 42 | |
Primary | 20 | 7 | |
Years of experience | Under 1 year | 32 | 12 |
1–5 years | 77 | 28 | |
6–10 years | 80 | 29 | |
11–15 years | 42 | 15 | |
16–20 years | 16 | 6 | |
Over 20 years | 30 | 11 | |
Employment status | Full-time | 231 | 84 |
Part-time | 21 | 8 | |
Temporary | 25 | 9 |
Practice | Loading | |
---|---|---|
Factor 1: Occupational health practice related to regulations | 0.934 | 0.032 |
Safety regulations and standards play an important role in avoiding accidents at the mines | 0.954 | 0.855 |
The occupational health clinic plays a role in promoting the health and safety of employees | 0.945 | 0.861 |
I receive full training on health and safety regulations in this mine | 0.933 | 0.753 |
I know the regulations designed to protect the health and safety of employees in this mine | 0.900 | 0.770 |
Policies for improving health and safety are published at the mine administration | 0.673 | 0.826 |
I understand the language used to publish policies, standards, and instructions at my workstation | 0.619 | 0.841 |
Factor 2: Measures to reduce the risk of injuries/accidents | 0.862 | 0.10 |
The existing health and safety standards cover all the risks in this mine | 0.956 | 0.778 |
My employer has developed specific health and safety standards that relate to the work that I do daily | 0.843 | 0.807 |
Accidents are caused by non-compliance with the health and safety standards | 0.706 | 0.809 |
There are adequate policies for investigating and preventing further accidents | 0.695 | 0.891 |
There is a need for the mine to develop measures to create a high standard of safety culture | 0.670 | 0.661 |
Health and safety are taken seriously and respected in this mine | 0.617 | 0.888 |
Factor 3: Role of safety culture and resources | 0.827 | 0.09 |
Health and safety teams play an important role in ensuring safety in mine accidents and the mines in general | 0.997 | 0.832 |
The unions and different organisations in the mine influence the behaviour of employees towards compliance with the standards | 0.997 | 0.832 |
The culture created in this mine is to value the profits of the company above the safety of the miners | 0.679 | 0.961 |
Lack of resources and proper equipment causes non-compliance | 0.620 | 0.829 |
People-oriented safety culture is practiced and considered at this mine | 0.494 | 0.854 |
Factor 4: Impact of the Environment and production | 0.779 | 0.013 |
The physical environment is poorly designed | 0.932 | 0.838 |
The production pressure contributes to the non-compliance with health and safety standards | 0.770 | 0.863 |
Accidents are caused by a temporary unsafe environment created as a result of the work process | 0.723 | 0.829 |
The environment is safe and free from risks such as heat, noise, slippery floors, and poor ventilation | 0.702 | 0.733 |
Factor 5: Attitude and behavior | 0.796 | 0.002 |
The young employees are more likely to engage in sub-standard practices | 0.878 | 0.863 |
There is an association of employees’ cultural beliefs or religious background with adherence to the health and safety standards | 0.787 | 0.830 |
The attitude and behaviour associated with unsafe acts or compliance is related to the mineworker’s experience | 0.732 | 0.796 |
Factor 6: The role of mine management | 0.386 | |
Violation/Non-compliance with health and safety regulations causes accidents | 0.764 | 1.125 |
The mine management makes honest and reasonable efforts to promote a healthy working environment | −0.742 | 0.610 |
Factor 7: Use and quality of equipment | 0.227 | 0.161 |
The equipment provided is of a good quality | 0.620 | 0.763 |
There are procedures available for the regular inspection of equipment | 0.618 | 0.782 |
Tokens of appreciation for lack of injuries/accidents can improve compliance | −0.502 | 0.752 |
Overall Alpha | 0.911 | |
Kaiser–Meyer–Olkin Measure | 0.615 | |
Bartlett’s Test | 682.67 | p-value < 0.001 |
Construct | Average Variance Extracted |
---|---|
Factor 1: Occupational health practice related to regulations | 0.572 |
Factor 2: Measures to reduce the risk of injuries/accidents | 0.572 |
Factor 3: The role of safety culture and resources | 0.615 |
Factor 4: The impact of the environment and production | 0.619 |
Factor 5: Attitude and behavior | 0.642 |
Factor 7: Use and quality of equipment | 0.339 |
Component | Factor 1 | Factor 2 | Factor 3 | Factor 4 | Factor 5 | Factor 6 | Factor 7 |
---|---|---|---|---|---|---|---|
Factor 1 | 1.000 | 0.566 | 0.354 | 0.410 | 0.160 | 0.244 | 0.090 |
Factor 2 | 0.566 | 1.000 | 0.410 | 0.526 | 0.074 | 0.251 | 0.108 |
Factor 3 | 0.354 | 0.410 | 1.000 | 0.405 | 0.182 | 0.120 | 0.194 |
Factor 4 | 0.410 | 0.526 | 0.405 | 1.000 | 0.184 | 0.055 | 0.125 |
Factor 5 | 0.160 | 0.074 | 0.182 | 0.184 | 1.000 | −0.262 | −0.069 |
Factor 6 | 0.244 | 0.251 | 0.120 | 0.055 | −0.262 | 1.000 | 0.028 |
Factor 7 | 0.090 | 0.108 | 0.194 | 0.125 | −0.069 | 0.028 | 1.000 |
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Muthelo, L.; Mothiba, T.M.; Malema, N.R.; Mbombi, M.O.; Mphekgwana, P.M. Exploring Occupational Health and Safety Standards Compliance in the South African Mining Industry, Limpopo Province, Using Principal Component Analysis. Int. J. Environ. Res. Public Health 2022, 19, 10241. https://doi.org/10.3390/ijerph191610241
Muthelo L, Mothiba TM, Malema NR, Mbombi MO, Mphekgwana PM. Exploring Occupational Health and Safety Standards Compliance in the South African Mining Industry, Limpopo Province, Using Principal Component Analysis. International Journal of Environmental Research and Public Health. 2022; 19(16):10241. https://doi.org/10.3390/ijerph191610241
Chicago/Turabian StyleMuthelo, Livhuwani, Tebogo Maria Mothiba, Nancy Rambelani Malema, Masenyani Oupa Mbombi, and Peter Modupi Mphekgwana. 2022. "Exploring Occupational Health and Safety Standards Compliance in the South African Mining Industry, Limpopo Province, Using Principal Component Analysis" International Journal of Environmental Research and Public Health 19, no. 16: 10241. https://doi.org/10.3390/ijerph191610241
APA StyleMuthelo, L., Mothiba, T. M., Malema, N. R., Mbombi, M. O., & Mphekgwana, P. M. (2022). Exploring Occupational Health and Safety Standards Compliance in the South African Mining Industry, Limpopo Province, Using Principal Component Analysis. International Journal of Environmental Research and Public Health, 19(16), 10241. https://doi.org/10.3390/ijerph191610241