Evaluating the Impact of Demographic Covariates on Healthcare Access and NCD Risk: Evidence from a Cross-Sectional Survey in Five Arab Countries
DOI:
https://doi.org/10.6000/1929-6029.2026.15.22Keywords:
Demographic Covariates, Healthcare Access, Non-communicable Diseases (NCDs), Urban vs. Rural Residence, Socioeconomic Status (SES), Public Health OutcomesAbstract
This study evaluated how demographic factors and socio-economic factor influence on the healthcare access and non-communicable disease (NCD) risk in the five different Arab countries. It has also investigating how Gender moderates this relationship. It has used quantitative cross-sectional design where data was collected from 400 respondents in Egypt, Saudi Arabia, Jordan, Morocco and the United Arab Emirates. The data was analysed using binary logistic regression and chi-square tests. The results indicated considerable variation across countries in terms of access to health care and NCD risk. In the access to health care services category, the highest frequency was observed in the UAE and Morocco, whereas the lowest frequency was recorded in Egypt and Saudi Arabia. With regard to NCD risk, the highest and lowest frequencies were observed in Egypt and Saudi Arabia and the UAE and Morocco, respectively. The logistic regression indicated that factors such as age, residence, education, employment status, income level, housing arrangements, and assets ownership had significant impacts on access to healthcare services and NCD risk. Factors like age positively influenced access to health services and NCD risk while education, high-income levels, and assets ownership negatively impacted NCD risk. Even though the effect of gender was directly influenced by the two health variables, moderation analysis revealed that gender did not influence the relationship between them. The study has highlighted importance of socioeconomic determinants in shaping health outcomes across Arab countries and suggests that policies aimed to improve education, economic conditions and healthcare accessibility are effective in reducing NCD risk and promoting equal healthcare access than gender specific intervention alone. Hence, this study neglects the theoretical norm of gender differences and rather indicates that other SES factors can be evaluated for having a moderating role in this regards.
References
Hudson S. The role of social determinants in shaping public health policies. Global Perspectives in Health, Medicine, and Nursing 2024; 3(1): 23-33.
Othman EH, Alosta MR, Nofal B, Masadeh A, Darawad MW, Sabra MAA. Alshareef, A. Shift work and health behaviors: Cross-sectional analysis of sleep quality, physical activity, and dietary patterns. Acta Biomedica 2025; 96(2).
Salgado M, Madureira J, Mendes AS, Torres A, Teixeira JP, Oliveira MD. Environmental determinants of population health in urban settings. A systematic review. BMC Public Health 2020; 20(1): 853. DOI: https://doi.org/10.1186/s12889-020-08905-0
Gilbert N, Brik AB. Family life and the demographic transition in MENA countries: implications for social policy. Journal of International and Comparative Social Policy 2022; 38(1): 15-35. DOI: https://doi.org/10.1017/ics.2021.17
Salam AA. Health impact of demographic changes in the Gulf states. Handbook of Healthcare in the Arab World 2021; 677-698. DOI: https://doi.org/10.1007/978-3-030-36811-1_28
Meo SA, Shaikh N, Meo AS. The influence of social, demographic and economic factors on fertility trends in Gulf Cooperation Council countries: A longitudinal time trend analysis-1980-2021. Saudi Medical Journal 2024; 45(9): 935. DOI: https://doi.org/10.15537/smj.2024.45.9.20240437
Sherif S, Hendi NN, Alanany R. Multi-omics for disease subtyping and classification. In Multi-Omics Technology in Human Health and Diseases. Academic Press 2025; pp. 79-134. DOI: https://doi.org/10.1016/B978-0-443-13595-8.00005-2
Momani A, Al-Marzouqi Z, Abu-Shhadeh A, Ajlouni K, ALBashtawy M, Almomani MH, Jarrah S, AlQahtani SA, Ababneh A. Physical activity among adults with type 2 diabetes mellitus in Jordan: a qualitative study. Therapeutic Advances in Endocrinology and Metabolism 2025; 16: p. 20420188251315658. DOI: https://doi.org/10.1177/20420188251315658
Talib WH, Al Junaidi HS, Alshaeri HK, Alasmari MM, Hadi RW, Alsayed AR. Law D. Immunomodulatory and anticancer effects of moringa polyherbal infusions: potentials for preventive and therapeutic use. Frontiers in Immunology 2025; 16: p.1597602. DOI: https://doi.org/10.3389/fimmu.2025.1597602
Saoud F, AlHenaidi M, AlOtaibi H, AlEnezi A, Mohammed M, AlOtaibi F, et al. Prevalence of and factors associated with multimorbidity among adults in Kuwait. BMC Public Health 2024; 24(1): 768. DOI: https://doi.org/10.1186/s12889-024-18298-z
Al-Billeh T, Al-Hammouri A. Al-Khalaileh L. Methods of teaching electronic administration legislation by using artificial intelligence techniques. International Journal of Electronic Security and Digital Forensics 2025; 17(3): pp.351-362. DOI: https://doi.org/10.1504/IJESDF.2025.145867
Alkhateeb J, Ismail M, Massadeh F, Almansour H, May. Legal Characterization of Digital Copyrights in Non-fungible Tokens (NFTs) Form. In International Conference on Technology and Innovation Management. Cham: Springer Nature Switzerland 2024; pp. 171-181. DOI: https://doi.org/10.1007/978-3-031-90558-2_22
Alomari MA, Khabour OF, Alzoubi KH, Aburub A. The impact of COVID-19 confinement on reading behavior. Clinical Practice and Epidemiology in Mental Health: CP & EMH, 19 2023; p. e174501792304260. DOI: https://doi.org/10.2174/17450179-v19-e230505-2022-42
Goldani M. A Numerical Assessment for Predicting Human Development Index (HDI) Trends in the GCC Countries. arXiv preprint arXiv: 2411.01177 2024.
Saad RK, Nsour AA, Madsen JS, Ireifij A, Almohtaseb A, Alfakhoury S, et al. Outcomes and lessons from the integrated NCD–humanitarian response in Jordan (2020–2025). Archives of Public Health 2025. DOI: https://doi.org/10.1186/s13690-025-01814-x
Andretti B, Atanasova P, Verdun Z, Wellappuli NT, Pradeepa R, Vasudevan S, et al. Income-based inequalities in risk factors of NCDs and inequities of preventive care services amongst 202,682 adults: a cross-sectional study of South Asia Biobank. BMC Medicine 2025; 23(1): 504. DOI: https://doi.org/10.1186/s12916-025-04308-3
Krishnan N, Green H, Lee J, Flood D, Singh K, Sekher TV, et al. Prevalence of non-communicable disease risk factors and chronic conditions among middle-aged and older adults in extreme poverty: a nationally representative cross-sectional study in India. The Lancet Global Health 2025; 13(11): e1955-e1963. DOI: https://doi.org/10.1016/S2214-109X(25)00351-1
Sarveswaran G, Kulothungan V, Mathur P. Clustering of noncommunicable disease risk factors among adults (18–69 years) in rural population, South-India. Diabetes & Metabolic Syndrome: Clinical Research & Reviews 2020; 14(5): 1005-1014. DOI: https://doi.org/10.1016/j.dsx.2020.05.042
Bista R, Parajuli R, Giri K, Karki R, Song C. Impacts of COVID-19 pandemic on the livelihoods of rural households in the community forestry landscape in the Middle Hills of Nepal. Trees, Forests and People 2022; 9: 100312. DOI: https://doi.org/10.1016/j.tfp.2022.100312
Pengpid S, Peltzer K. Prevalence and correlates of multiple behavioural risk factors of non-communicable diseases among university students from 24 countries. Journal of Public Health 2021; 43(4): 857-866. DOI: https://doi.org/10.1093/pubmed/fdaa138
Vital Global Care. Challenges of Access to Healthcare in Egypt - A Deep Dive 2026. https://vitalglobalcare.com/ access-to-healthcare-in-egypt/
Nur. The Differences in Health Care Across the Middle East 2025.
Poortinga W. The prevalence and clustering of four major lifestyle risk factors in an English adult population. Preventive Medicine 2007; 44(2): 124-128. DOI: https://doi.org/10.1016/j.ypmed.2006.10.006
Mosleh H, Albashayreh A, Yousef M. Optimizing task scheduling in cloud computing with deep learning: A diabetes detection case study. In 2025 International Conference on New Trends in Computing Sciences (ICTCS) 2025; (pp. 361-367). IEEE. DOI: https://doi.org/10.1109/ICTCS65341.2025.10989303
Qusef A, Murad S, Alsalhi NR, Al Gharaibeh F. Leveraging artificial intelligence to identify students with learning challenges. International Journal of Learning, Teaching and Educational Research 2025; 24(5): pp. 623-643. DOI: https://doi.org/10.26803/ijlter.24.5.32
Alkayed M, Almasalha F, Hijjawi M, Qutqut MH. Factors analysis affecting academic achievement of undergraduate student: A study on faculty of information technology students at applied science private university. In 2023 International Conference on Business Analytics for Technology and Security (ICBATS). IEEE 2023; pp. 1-12. DOI: https://doi.org/10.1109/ICBATS57792.2023.10111100
Hanandeh A, ALFreijat SY, Qutieshat RJ, Alsha’ar HY, Kilani QA, Saleem Khasawneh MA. Implementing AI Accuracy, Learning Rate, Inference Time on enhancing Big Data Analysis and Strategic Plan. Data and Metadata 2025; 4: 637. DOI: https://doi.org/10.56294/dm2025637
Beyari H, Hashem T. The role of artificial intelligence in personalizing social media marketing strategies for enhanced customer experience. Behavioral Sciences 2025; 15(5): 700. DOI: https://doi.org/10.3390/bs15050700
Osman AA, Nair R, Ahmad S, Al-Adhaileh MH, Kashyap R, Abdeljaber HA, Morsi SA, Shehab RT. Exploring Deep Learning Approaches for Multimodal Breast Cancer Dataset Classification and Detection. Data and Metadata 2025; 4: 1136.
Downloads
Published
How to Cite
Issue
Section
License

This work is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License.
Policy for Journals/Articles with Open Access
Authors who publish with this journal agree to the following terms:
- Authors retain copyright and grant the journal right of first publication with the work simultaneously licensed under a Creative Commons Attribution License that allows others to share the work with an acknowledgement of the work's authorship and initial publication in this journal.
- Authors are permitted and encouraged to post links to their work online (e.g., in institutional repositories or on their website) prior to and during the submission process, as it can lead to productive exchanges, as well as earlier and greater citation of published work
Policy for Journals / Manuscript with Paid Access
Authors who publish with this journal agree to the following terms:
- Publisher retain copyright .
- Authors are permitted and encouraged to post links to their work online (e.g., in institutional repositories or on their website) prior to and during the submission process, as it can lead to productive exchanges, as well as earlier and greater citation of published work .