Effects of a workplace lead exposure prevention program applying Health Belief Model on preventive behaviors toward lead exposure among workers in ammunition plants
Keywords:
Lead poisoning, Health Belief Model, Preventive behaviors, Ammunition factory workers, Occupational health nursingAbstract
Ammunition factories are high-risk workplaces where employees are at risk of occupational lead exposure. This research aimed to examine the effects of a workplace lead exposure prevention program applying Health Belief Model on perceptions and preventive behaviors toward lead exposure among workers in ammunition plants.
This Quasi-experimental research employed a pretest-post-test with follow-up design over an 8-week period. The sample comprised workers from two ammunition factories in Ratchaburi Province. The two factories were randomly allocated by lottery to either the experimental or comparison condition. Eligible workers within each factory were then selected using simple random sampling, resulting in 39 participants per group. Of these, 64 participants completed the study and were included in the final analysis, with 32 participants in each group. The experimental group received a program developed based on the Health Belief Model. Data were collected using questionnaires and analyzed using Repeated Measures ANOVA, Post-hoc Bonferroni test, and Independent t-test.
The results revealed that after the intervention, the experimental group showed significant increases in perceived susceptibility, perceived severity, and lead-exposure preventive behaviors after the intervention compared with baseline (p < 0.05), whereas changes in perceived benefits and perceived barriers were not statistically significant change. Significant group-by-time interactions were observed for perceived severity and preventive behaviors, indicating greater changes over time in the experimental group. The experimental group also showed significantly higher mean scores in all perception components related to lead poisoning and preventive behaviors compared to the comparison group (p < 0.05) at both post-intervention and follow-up phases. These findings suggest that the Health Belief Model-based lead exposure prevention program was associated with a differential improvement over time in perceived severity and lead-exposure preventive behaviors. Recommendations from this research include implementing this program in facilities with similar risk profiles and utilizing the findings as empirical evidence in occupational health education for risk workers.
References
Department of Disease Control. Guidelines for surveillance, prevention and control of lead poisoning in working age groups. Bangkok: Aksorn Graphic and Design; 2020. (in Thai).
World Health Organization. Lead poisoning - Global [Internet]. Geneva: WHO; 2022 [cited 2024 Oct 30]. Available from: https://www.who.int/health-topics/lead-poisoning#tab=tab_1
Occupational Safety and Health Administration (OSHA). Lead [29 CFR 1910.1025] [Internet]. Washington, DC: United States Department of Labor; 1978 [cited 2024 Sep 20]. Available from: https://www.osha.gov/laws-regs/regulations/standardnumber/1910/1910.1025
Rosenstock IM. The health belief model and preventive health behavior. Health Educ Monogr. 1974;2:354-86.
Strecher VJ, Rosenstock IM. The Health Belief Model. In: Glanz K, Lewis FM, Rimer BK, editors. Health Behavior and Health Education: Theory, Research, and Practice. 2nd ed. San Francisco: Jossey-Bass; 1997. p.41-59.
International Agency for Research on Cancer. Inorganic and organic lead compounds. IARC Monographs on the Evaluation of Carcinogenic Risks to Humans, No. 87. Lyon: IARC; 2006.
Ruamtham N. Lead Poisoning and Occupational Health Management in a Small Scale Lead smelting Plant, Udonthani Province. Journal of Udonthani Hospital. 2022;48(2):113-22. (in Thai).
Chaiwatcharaporn K. Lead Poisoning Management in Seven Lead Factories in Samut Prakan Province: A Five Years Retrospective Cohort Study. Thai Journal of Toxicology. 2023;38(2):34-8. (in Thai).
Waeyeng D, Mahaboon J, Kaewsawat S. Effectiveness on Perceived threat To self-Protection Behavior From Lead Exposure among Fishing net Sinker Workers in Nakhon Si Thammarat Province. Journal of Health Science of Thailand. 2017;26(Suppl 3)
Metanawin H. Effect of Health Education Program with Participation of Resource Management on Knowledge, Attitude, and Preventive Behaviors, and Blood Lead Level among Lead Exposed Battery Workers. The Public Health Journal of Burapha University. 2016;11(2):238-51. (in Thai).
Lormphongs S, Morioka I, Miyai N, Yamamoto H, Chaikittiporn C, Thiramanus T, et al. Occupational health education and collaboration for reducing the risk of lead poisoning of workers in a battery manufacturing plant in Thailand. Ind Health. 2004;42(4):440-5. https://doi.org/10.2486/indhealth.42.440
Buzzetti AJ, Greene F, Needham D. Impact of a Lead-Safe training program on workers conducting renovation, painting, and maintenance activities. Public Health Rep. 2005;120(1):25-30. https://doi.org/10.1177/003335490512000106
Sharmer L. Knowledge and attitude outcomes related to different instructional techniques in Lead-Based Paint Abatement Training. Am J Health Educ. 2002;33(1):36-42. https://doi.org/10.1080/19325037.2002.10604718
Wongpraphan W, Singseewo A, Thanee T, Padungtod C. The effect of group participatory learning process on knowledge, attitude and practice for lead contamination prevention on electrical equipments and electronic devices repairmen and work environment in the area of Nakhonratchasima Province, Thailand. Social Sciences. 2010;5(3):202-7.
Maples T, Jacoby J, Johnson D, Ter Haar G, Buckingham F. Effectiveness of employee training and motivation programs in reducing exposure to inorganic lead and lead alkyls. AIHAJ. 1982;43(9):692-4. https://doi.org/10.1080/15298668291410431
Thanaphop C, Thanaphop S, Madadam U. The Results of Occupational Health Education Program for Reducing Lead Exposure among Boat-caulkers, Nakhon Si Thammarat Province. The Public Health Journal of Burapha University. 2015;38(4):453-62. (in Thai).
Kouhi RS, Panahi R, Ramezankhani A, Aminsobhani M, Khodakarim S, Amjadian M. The effect of education based on health belief model on hand hygiene behavior in the staff of Tehran dentistry centers: A quasi‐experimental intervention study. Health Sci Rep. 2023;6(7). https://doi.org/10.1002/hsr2.1260
Sarvelat ZG, Sharifirad G, Babakhani MH, Zamanian H, Mohebi S. Effect of educational intervention based on the Health Belief Model on the improvement of the health performance of female hairdressers in Qom, Iran. Arch Hyg Sci. 2020;9(2):109-20.
Tamayo-Ortiz M, Navia-Antezana JF. Reduced lead exposure following a sensitization program in rural family homes producing traditional Mexican ceramics. Ann Glob Health. 2018;91(1):12. https://doi.org/10.29024/aogh.12
Phoncharoen P, Khamwong P, Thongprachum A. Relationship between Health Belief Model and Health Promotion Behaviors for Musculoskeletal Disorders Prevention among Red Car Taxi Drivers in Chiang Mai Province. J Health Sci Thai [Internet]. 2022Aug.31 [cited 2025Apr.5];31(Supplement 2):292-303. Available from: https://thaidj.org/index.php/JHS/article/view/12590
Polit DF, Beck CT. Nursing research: Principles and methods. 7th ed. Philadelphia: Lippincott Williams & Wilkins; 2004.
Cronbach LJ. Essentials of psychological testing. New York: Harper & Row; 1970.
Peter H. The role of perceived susceptibility and severity in health behavior change: A Health Belief Model perspective. London: Routledge; 2020.
Sharafkhani N, Khorsandi M, Shamsi M, Ranjbaran M. The effect of an educational intervention program on the adoption of low back pain preventive behaviors in nurses: An application of the Health Belief Model. Glob Spine J. 2015;5(4):336-341. https://doi.org/10.1055/s- 0035-1549844
Mohammadnabizadeh S, Najafpoor AA, Ghavami V. Effect of health education on COVID-19 preventive behaviors in oil industry workers: An application of Health Belief Model. J Research Health. 2023;13(5):343-50. http://jrh.gmu.ac.ir/article-1-2189-en.html
Tuoma NQ, Qassim WJ. Efficacy of the Health Beliefs Model –Based Intervention in Enhancing Workers' Adherence to Wearing Personal Protective Equipment in Diyala State Company: A Randomized Control Trial. J Neonatal Surg. 2025;14(17s):687-97.
Mohammadnabizadeh S, Najafpoor AA, Vahedian-Shahroodi M, Ghavami V. Effects of educational intervention on promoting preventive behaviors of cardiovascular disease using the health belief model in oil regions workers. J Educ Community Health. 2022;9(4):221-7. https://doi.org/10.34172/jech.2022.1852
Jeihooni AK, Alinejad N, Bijani M, Malekhosseini M, Nasrabadi M, Harsini PA. Effect of educational intervention based on health belief model on nurses' compliance with standard precautions in preventing needle stick injuries. BMC Nurs. 2023;22(1):190. https://doi.org/10.1186/s12912-023-01347-0
Hosseinpour M, Akbar RE, Jahromi MF, Badiyepeymaiejahromi Z. The effect of interventional program underpinned by health belief model on awareness, attitude, and performance of nurses in preventing nosocomial infections: A randomized controlled trial study. Investig Educ Enferm. 2023;41(3). https://doi.org/10.17533/udea.iee.v41n3e10
Fuangfung J. Development of analytical thinking using video media on chemical bonds of Mathayom Suksa 4 students [master’s thesis]. Bangkok: Dhurakij Pundit University; 2016. (in Thai).
Khammani T. The teaching science: Knowledge for effective learning management process. Bangkok: Chulalongkorn University Press; 2004. (in Thai).
Downloads
Published
How to Cite
Issue
Section
License
Copyright (c) 2026 Thai Public Health Nurses Association

This work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.
บทความที่ตีพิมพ์และแผนภูมิรูปภาพถือเป็นลิขสิทธิ์ของวารสารพยาบาลสาธารณสุข (Thai Public Health Nurses Association)
