Understanding the Relationship between Educational Attainment and Preventative Healthcare Utilization in Southeast Los Angeles
Ahmad Elhaija (1,3,*), Achyutha Kodavatikanti (2,3), Hemang Dhaulakhandi (2,3), Usman Alam (4)
-
David Geffen School of Medicine, University of California, Los Angeles, 10833 Le Conte Ave, Los Angeles, CA 90095, USA, aelhaija@ucla.edu
-
Georgetown University School of Medicine, 3900 Reservoir Rd NW, Washington, DC 20007
-
International Healthcare Organization, Los Angeles, CA, USA
-
Montefiore Medical Center, Albert Einstein College of Medicine, 1825 Eastchester Rd, Bronx, NY 10461
*Corresponding authors.
DOI: https://doi.org/10.58417/LUOP1190
Structured Abstract
Background: The educational attainment rates, defined as the percent of individuals with a bachelor’s degree or higher, in the Southeast Los Angeles cities of Maywood and Bell are 8.7% and 8.8% respectively, starkly contrasting California’s state average of 37.0% (1,2).
Aims: This study evaluates the relationship between educational attainment and preventative healthcare utilization in Southeast Los Angeles to inform future policies aimed at improving long-term health outcomes.
Methods: For this study, the International Healthcare Organization, a 501(c)-3 nonprofit focused on providing multicultural low-income, immigrant, and refugee populations with educational, medical, and mental health services, surveyed its patient population at its mobile community health clinic events (3).
Results: Data analysis reveals a positive correlation between educational attainment and usage of preventative health care.
Conclusions: This study highlights the potential to improve preventative healthcare utilization in Southeast Los Angeles through educational initiatives led and supported by community-based organizations and local and state policymakers.
Background
Despite reducing the risk of illnesses, diseases, and other health problems, preventative health care is heavily underutilized in the United States (4). A study in 2020 found that only 8% of Americans undergo routine preventative care screenings, such as blood pressure, diabetes, and cholesterol tests (5). Compared to other types of Americans, racial minorities such as Hispanic Americans are less likely to receive preventative health services due to socioeconomic disparities (6). The lack of preventative care usage among racial minorities can be partly attributed to their limited access to educational opportunities. An investigation conducted by Lee and Seon evaluated the relationship between educational attainment and health behaviors amongst young adult men of various ethnicities (7). The authors found that higher educational levels were positively associated with healthy food intake and preventative health visits such as routine eye exams and health check-ups. As a result of the above two positive associations, they concluded that education is a way through which health behaviors of the masses can be improved (7). A longitudinal analysis of Wisconsin high school graduates corroborates the trend of higher educated individuals being more likely to use preventative care services, concluding that college attendance was correlated with higher probability of preventative care use (8). In particular, college attendance was linked to an increase in the usage of flu shots, physical examinations, dental exams, and cholesterol tests. The research also indicates a causal relationship, rather than simply correlational, between increased college attendance and use of preventative care (8). Furthermore, an assessment of OECD countries from 1995 to 2015 found that well-educated adults are healthier than less-educated adults (9). Tertiary education teaches individuals the importance of preventative health practices, which is why we see that college attendees are healthier than non-college attendees as measured through indicators like infant mortality, life expectancy, child vaccination, and enrollment rates. Moreover, education has an overall impact of aiding individuals’ self-awareness of their own health status and increasing accessibility to healthcare (9). The relationship between educational attainment and preventative care use can be further contextualized by examining the COVID-19 pandemic. A recent investigation examined how educational status affected factors such as preventative behaviors and risk perception during the first year of the COVID-19 pandemic in Germany (10). The authors found that individuals with lower educational levels tend to underestimate health risks more compared to their more educated counterparts. This finding is particularly relevant because it explains why individuals with lower educational levels were significantly less likely to engage in preventative behaviors compared to individuals with higher educational levels. Overall, the study concludes that policies surrounding the COVID-19 pandemic must be explained in a way that accounts for varying engagement in preventative behaviors and risk perception due to educational disparities (10). A 2021 cross-sectional study across 3142 US counties assessed whether or not social factors played a role in COVID-19 vaccine uptake and hesitancy (11). A lack of high school education was a prevalent factor in communities with the lowest vaccination rates. The authors concluded that low education levels is a notable contributor to vaccine hesitancy. The reasoning is straightforward: the more knowledge people have about the vaccine and how it works, the less hesitant they become (11).
Overall, education improves the health status of individuals by producing long-term socio ecological benefits. On the individual level, it does so by enhancing cognitive skills, personality traits, and personal control, which are linked to health behaviors and therefore individual health. They also increase individuals’ economic resources, which improves socioeconomic status and thereby decreases probability of disease (12). A study conducted by Cutler and Lleras-Muney indicates that 30% of the relationship between education and health behaviors, also known as the education gradient, is explained by knowledge and various measures of cognitive ability. Using data from the National Health Interview Survey, various health behaviors’ mean rates were analyzed and compared across groups of different years of education (13). For example, an additional year of education correlates with a 3.0% lower probability of smoking, a 1.4% reduction in probability of being obese, a 1.8% reduction in probability of being a heavy drinker, and an increase in seat belt use by 3.3% from a baseline of 69%. All of these factors are extensively linked to health status (13). In this report from the field, the authors examine results from a survey conducted by the International Healthcare Organization (IHO) and review existing literature regarding the relationship between education levels and preventative care usage. Specifically, this study examines that within the population of Maywood and Bell, individuals with lower levels of education were associated with decreased use of preventative care services.
The International Healthcare Organization (IHO) is a 501 c(3) non-profit organization based in Los Angeles, California, composed of doctors, nurses, medical students, non-profit advisors, and healthcare administrators (3). IHO’s mission is to promote health equity and improve the overall health of underserved communities across the United States and around the globe. IHO began as an organization dedicated to direct service in the community through its sanctuary health clinics in the Southeast Los Angeles area. Over time, IHO grew its impact by expanding its provided services to communities across the United States and the globe. Through the implementation of unique healthcare safety-net systems, IHO enhanced patient care by providing immigrant, refugee, and homeless populations with comprehensive educational, medical, and mental health services.
Some of these innovative programs include the Telehealth Program, established in the COVID-19 pandemic to allow community members consistent healthcare access; the Prescription Medication Assistance Program, which offers IHO patients free prescription refills; and the Health Net Program, which provides free or reduced cost primary and specialty care services to residents of Los Angeles, focusing particularly on underserved populations. Additionally through IHO’s Complete Cognitive Care program, telehealth services are being provided to further increase access to psychiatric and behavioral care services.
Community Context
Maywood and Bell are neighboring cities in Southeast Los Angeles, covering a total of 3.81 square miles of area and with similar community profiles (1,2). Maywood has a population of 25,138, with approximately 97.1% of residents identifying as Hispanic and/or Latino (1,2). Bell has a population of 33,559, with approximately 93.5% of residents identifying as Hispanic and/or Latino (1,2). These demographics contrast with California’s overall demographic, where 39.4% of the population identifies as Hispanic and/or Latino (14).
Additionally, Maywood and Bell exhibited median household incomes ($57,615 and $56,685, respectively) lower than California’s average of $91,552 (1,2). Educational attainment rates are also lower in Maywood and Bell (8.7% and 8.8%, respectively) compared to California’s average of 37.0% (1,2). Moreover, the uninsured rates in Maywood and Bell (18.0% and 13.9%, respectively) is higher than California’s average of 6.5% (1,2).
Materials and Methods
IHO team members surveyed adult community members from Maywood or Bell who were in attendance of IHO mobile community health clinic events at the Maywood YMCA and the Bell Community Center. Respondents were given a survey to complete individually, anonymously, and by hand, with a pen. This paper was designated as exempt from IRB approval by the Institutional Review Board (IRB), since no identifying information was taken, the participants remained anonymous, no invasive interventions were done, the study was completely optional, and all participants expressed informed consent prior to participation. Questions pertained to sex, age, education, usage of preventative health care services, and the respondent’s perception of their health status and the effectiveness of physician visits in preventing illness. Respondents completed the survey by selecting one of the following options, depending on the question: yes/no; age range ; services usage frequency; 5-point Likert scale. All participants provided informed consent. Reliability and accuracy of the self-reported data was promoted through detailed instructions, clear and concise questions, anonymity of the participants’ data, survey versions in different languages, and on-site translation services. A total of 120 adults completed the survey, after which the IHO team analyzed the survey data and presented the findings in the form of percentages and mean answers to the pertinent survey questions. A Fisher’s exact test was used to determine nonrandom associations between college-educated and non-college-educated respondents and the seven preventative health categories. An alpha value of 0.05 was used as the benchmark for statistical significance. Subsequently, the IHO team used the results to explore how these problem areas can be addressed.
Results
Table 1: Socio-Demographics of Participants
Survey data from this study, as shown in Table 1, reveals differences in preventative health care use between college- and non-college-educated individuals in three broad categories: vaccinations, routine medical examinations, and women-specific cancer screenings.
Table 2: Sample data comparing college graduate numbers and use of preventative health care categories
Each respondent was only permitted to vote a maximum of once per preventative health care category.
*Sample includes only females of age ≥ 25
**Sample includes only females of age ≥ 45
Within the vaccinations category, although the differences in COVID-19 booster and the 2022 flu vaccination rates between college-educated and non-college-educated respondents were not significantly different, the data showed higher vaccination rates among college-educated individuals.
In the routine medical examinations category, the difference between college-educated and non-college-educated respondents in the amount that received at least one dental examination in 2022 was statistically significant, with 81.3% of college-educated respondents receiving at least one dental examination in 2022, in contrast to 56.8% of the non-college-educated respondents. While the difference in those who received at least one blood examination and at least one physical examination were not statistically significant, the data again reflected higher usage among college-educated participants.
Finally, in the women-specific cancer screenings categories, usage of Pap smear and mammograms was higher among college-educated women, although the differences did not reach the threshold of statistical significance.


Limitations
This study is subject to two main limitations. First, the convenience sample of adults at IHO mobile community health clinics is potentially not applicable to the total population in Maywood and Bell, for two reasons: 1) Respondents may choose to exaggerate educational attainment or vaccine usage for fear of judgment, despite the surveys’ anonymity, and 2) Presence at a mobile community health clinic could be partially self-selecting towards those who either generally engage in positive health practices or have a short-term healthcare need, regardless of their educational background. Future research can address this issue by conducting random sampling, such as at various other community events, public locations and neighborhoods, in order to obtain a more representative sample of the Maywood and Bell populations. The second limitation is the study’s statistical power, which was calculated to be 0.691 through a post hoc power analysis. While this indicates potential for a Type II error, the general trend revealed by the data remains accurate and consistent with the existing literature on the subject, providing a meaningful basis for further investigation. Future studies may improve reliability of these findings by significantly expanding the sample size.
Discussion
Current literature and the results of this study indicate that education is key to increasing preventative care usage. Community organizations in Southeast Los Angeles and California policymakers should conduct targeted outreach, emphasizing the long-term benefits of a college education. Moreover, increasing access to college preparatory and financial aid resources can mitigate the structural barriers to a higher education faced by marginalized communities. In the short term, university-affiliated clinics could use various forms of media such as educational pamphlets to help convey the importance of vaccinations, routine medical examinations, and cancer screenings, improving their utilization. In addition to educating patients, the International Healthcare Organization should continue providing free health screenings for the community to alleviate the financial burden associated with preventative care (15). This approach is supported by a cross-sectional study of women in Italy, which evaluated the effects of social disparities on the usage of female screenings like mammograms and Pap smear. The authors found that screenings held by community-based organizations like the International Healthcare Organization can increase cancer screening uptake among non-college educated women by improving accessibility, particularly for those facing socioeconomic barriers to navigating the healthcare system independently (16). Specifically, the study concluded that women with lower educational and occupational levels were more likely to partake in screenings organized by the community rather than attending self-scheduled screenings. The study also found that education and occupation were positively associated with screenings. In particular, women with higher educational levels utilized screenings to a greater extent than women who were less educated. Ultimately, Hahn and Truman find that education aids in the successful implementation of public health interventions (17), indicating that policies to increase various preventative care usage in Southeast Los Angeles may be more effective if educational disparities are mitigated.
While only dental exams demonstrated a statistically significant relationship with educational attainment, our study revealed a broader positive trend across all preventative care categories, highlighting the need for more comprehensive research to better understand the link between education and other preventative care services. Such insights could drive targeted advocacy and the implementation of educational interventions by university-affiliated clinics and community members, ultimately enhancing health engagement and delivery (18). In the long term, our findings call for the development of sustainable public health initiatives, such as partnerships connecting underserved communities to university medical resources through co-designed healthcare delivery models, that address the root causes of health disparities and improve preventative care accessibility across communities.
Works Cited
1. Bell city, California [Internet]. United States Census Bureau; 2020 [cited 2024 Feb 6]. Available from: https://data.census.gov/profile/Bell_city,_California?g=160XX00US0604870#education
2. Maywood city, California [Internet]. U.S. Census Bureau; 2020 [cited 2024 Feb 6]. Available from: https://data.census.gov/profile/Maywood_city,_California?g=160XX00US0646492#educ ation
3. International Healthcare Organization [Internet]. [cited 2024 Feb 6]. Available from: https://www.ihealthcareorganization.org/
4. Preventive care [Internet]. U.S. Department of Health and Human Services; [cited 2024 Feb 6]. Available from: https://health.gov/healthypeople/objectives-and-data/browse-objectives/preventive-care
5. Batarseh FA, Ghassib I, Chong D (Sondor), Su P-H. Preventive Healthcare policies in the US: Solutions for disease management using Big Data Analytics - Journal of Big Data [Internet]. Springer International Publishing; 2020 [cited 2024 Feb 6]. Available from: https://doi.org/10.1186/s40537-020-00315-8
6. Pew Research Center. 2. Hispanic Americans’ experiences with Health Care [Internet]. Pew Research Center; 2022 [cited 2024 Feb 6]. Available from: https://www.pewresearch.org/science/2022/06/14/hispanic-americans-experiences-with-health-care/
7. Lee J, Seon J. Educational attainment and health behaviors among young adult men: Racial/ethnic disparities [Internet]. U.S. National Library of Medicine; 2019 [cited 2024 Feb 6]. Available from: https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6920595/
8. Fletcher JM, Frisvold DE. Higher Education and Health Investments: Does more schooling affect preventive health care use? [Internet]. U.S. National Library of Medicine; 2009 [cited 2024 Feb 6]. Available from: https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3285406/
9. Raghupathi V, Raghupathi W. The influence of education on health: An empirical assessment of OECD countries for the period 1995–2015 - archives of public health [Internet]. BioMed Central; 2020 [cited 2024 Feb 6]. Available from: https://archpublichealth.biomedcentral.com/articles/10.1186/s13690-020-00402-5#citeas
10. Pförtner T-K, Dohle S, Hower KI. Trends in educational disparities in preventive behaviours, risk perception, perceived effectiveness and trust in the first year of the COVID-19 pandemic in Germany - BMC Public Health [Internet]. BioMed Central; 2022 [cited 2024 Feb 6]. Available from: https://bmcpublichealth.biomedcentral.com/articles/10.1186/s12889-022-13341-3#citeas
11. Khairat S, Zou B, Adler-Milstein J. Factors and reasons associated with low COVID-19 vaccine uptake among highly hesitant communities in the US [Internet]. U.S. National Library of Medicine; 2022 [cited 2024 Feb 6]. Available from: https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8730806/
12. Emily Zimmerman SHW. Understanding the relationship between education and health [Internet]. 2020 [cited 2024 Feb 6]. Available from: https://nam.edu/perspectives-2014-understanding-the-relationship-between-education-and-health/
13. Cutler DM, Lleras-Muney A [Internet]. ScienceDirect; 2010 [cited 2024 Feb 6]. Available from: https://doi.org/10.1016/j.jhealeco.2009.10.003
14. 2020 census profiles | California [Internet]. [cited 2024 Jul 30]. Available from:
https://naleo.org/wp-content/uploads/2021/12/2020-Census-Profiles-CA.pdf
15. Elhaija, A., Sjogren-Black, C., Bhullar, S. “Examining Medical Care of Unhoused Individuals in the Skid Row Community.” Journal of Healthcare Solutions, 2025.
16. Damiani G, Federico B, Basso D, Ronconi A, Bianchi CBNA, Anzellotti GM, et al. Socioeconomic disparities in the uptake of breast and cervical cancer screening in Italy: A Cross Sectional Study - BMC Public Health [Internet]. BioMed Central; 2012 [cited 2024 Feb 6]. Available from: https://bmcpublichealth.biomedcentral.com/articles/10.1186/1471-2458-12-99
17. Hahn RA, Truman BI. Education improves public health and promotes health equity [Internet]. U.S. National Library of Medicine; 2015 [cited 2024 Feb 6]. Available from: https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4691207/
18. Elhaija, A., Chu, N. and Siddiq, H. (2023) ‘Identifying the service needs of homeless individuals in the skid-row community’, Journal of Social Distress and Homelessness, 33(1), pp. 258–262. doi:10.1080/10530789.2023.2187273.