Predictors Of Health Service Use Research Articles

Sociodemographic, psychological, and clinical characteristics associated with health service (non-)use for mental disorders in adolescents and young adults from the general population

Most adolescents and young adults who experience psychological distress do not seek professional help. This study aims to enhance the understanding of sociodemographic, psychological, and clinical characteristics associated with the underuse of health services by adolescents and young adults with mental disorders. Data from a cross-sectional, epidemiological study with a population-based sample (N = 1180 participants, 14–21 years old) were used. Participants completed a fully standardized, computer-assisted diagnostic interview (DIA-X-5/D-CIDI) administered by trained clinical interviewers to assess lifetime mental disorders according to DSM-5 as well as lifetime health service use for mental health problems, and completed self-report questionnaires to assess various psychological variables (e.g., stigma). Predictors of health service use were examined using univariate and multiple logistic regression analyses, data were weighted for age and sex to improve representativeness Of n = 597 participants with any lifetime mental disorder, 32.4% [95% CI 28.4; 36.7] had ever used any health services because of a mental health, psychosomatic, or substance use problem. Even less had received psychotherapeutic or pharmacological treatment (Cognitive Behavioral Therapy: 12.1% [9.5; 15.2]; other psychotherapy: 10.7% [8.4; 13.7]; medication: 5.4% [3.7; 7.8]). High education was associated with less health service use (low/ middle/ other vs. high education: 53.8% vs. 26.9%; OR = 0.26, p < .001). In the multiple regression model, stigma toward mental disorders was the single psychological variable associated with a reduced likelihood of using health services (OR = 0.69 [0.52; 0.90], p < .01). These findings draw attention to the treatment gap for mental disorders during adolescence and highlight related factors to be addressed in public health contexts.

The determinants of healthcare utilisation in regional, rural and remote South Australia: A cross-sectional study.

Accessibility of health services outside metropolitan centres in Australia is sub-optimal. Recognising the barriers and enablers of healthcare access in rural, remote and regional settings is necessary to improving health service access in these disadvantaged populations. Accordingly, this study aimed to examine the determinants of healthcare use in rural, remote and regional South Australia. Cross-sectional survey data were collected from adults living outside metropolitan Adelaide in South Australia between April 2017 and March 2018. Using a multi-modal recruitment campaign, eligible adults were invited to complete the 44-item consumer utilisation, expectations and experiences of healthcare instrument. Independent predictors of health service utilisation (dependent variable) were determined using negative binomial regression. The questionnaire was completed by 3926 predominantly female (52.5%) adults aged ≥50 years (56.7%), residing in regional South Australia (84.5%). Fifteen independent variables were significantly associated with health service utilisation using univariate analyses. Using negative binomial regression analysis, two predisposing factors (sex, remoteness), three enabling factors (income, health literacy, employment), two need factors (health rating, multimorbidity) and two personal health practices (alcohol, diet) were independently and significantly associated with healthcare use. Female sex (OR=1.436, p< 0.001), good/excellent health rating (OR=0.589, p< 0.001) and high multimorbidity (OR=1.408, p< 0.001) were the strongest predictors of health service use. These findings will help inform the development of targeted health promotion and service engagement strategies for regional populations, which in addition to addressing workforce shortages, may help address inequity in health outcomes, particularly for groups engaging with regional healthcare services infrequently.

Predictors of health service use by family caregivers of persons with multimorbidity.

Informal caregivers of patients with multiple chronic conditions are socially good, promoting the sustainability of a large part of home care provision. However, this very demanding activity causes health problems that increase their own need for health services. This study analyses the use of health services by informal carers, comparing it with the use made by the general population with similar characteristics. Cross-sectional analytical study carried out in the Malaga-Valle Guadalhorce Primary Health Care District (Spain). Healthcare demand and perceived health were measured in the family caregivers, compared to the general population. Strobe Statement for observational studies has been used to strength the report of the results. Final sample consisted of 314 family caregivers together with a subsample of 2.290 non-caregivers taken from data of the National Health Survey. This subsample was paired by gender with our sample. Formal caregivers make fewer annual visits to the health services, with respect to the general population, regardless of the perceived level of health. The difference of the means between those who perceive their health as very poor was 0.11 (95% CI: 0.01 to 0.20) consultations with the family doctor, 0.21 (95% CI: 0.15 to 0.26) consultations with medical specialists and 1.70 (95% CI: 1.52 to 1.87) emergency room attention. Three independent factors were identified that predispose to the increased use of health services: background of greater education achievement (OR 8.13, 95% CI: 1.30 to 50.68), non-cohabitation with the care recipient (OR 3.57, 95% CI: 1.16 to 11.11) and a more positive physical quality of life component (OR 1.06; 95% CI: 1.03 to 1.09). Intrinsic components of the caregiver reveal their independent relationship with the provision of informal care and the use of health services. A broader vision is needed for the factors that influence the health of these caregivers to develop multipurpose interventions and improve the consistency and effectiveness of the health services offered to the caregiver.

Comparing Unsheltered and Sheltered Homeless: Demographics, Health Services Use and Predictors of Health Services Use.

Secondary data obtained through the 2015 point-in-time homelessness count and an administrative health care utilization database was used to identify differences in demographic characteristics, health service use, and predictors of health service use among people experiencing unsheltered and sheltered homelessness. Compared to sheltered participants, unsheltered participants had higher proportions of males and Caucasians, were younger, were more likely to use any type of health service and ED services, and used significantly more of any health service and ED and outpatient services. Results also confirm that health services utilization is a complex phenomenon predicted by a variety of predisposing, enabling, and need-related factors, including mental health problems. Together, these findings demonstrate important differences between people living unsheltered and those residing in shelters and they inform local health policy and program initiatives tailored towards these homeless populations.

Predictors of health service use among adolescents and adults with autism and aggression

BackgroundClinical guidelines recommend that psychosocial interventions be used before medication to manage aggressive behavior in individuals with autism. However, the extent to which a multidisciplinary approach is implemented and the factors that influence service use in this complex population are not well understood. MethodsIn this study, parents of 182 adolescents and adults with autism and a history of aggression were asked to report on their child’s health service use every two months for a year. Individuals that used services in this time period (N = 158) were classified into three groups: users of psychotropic medication alone (n = 28, 17.7%); psychosocial services alone (n = 33, 20.9%); or users of both (n = 97, 61.4%). ResultsAlthough the majority of the sample (82.3%) received guideline recommended treatment (i.e., psychosocial services or a combination of psychosocial services and psychotropic medication), 17.7% were using psychotropic medication alone. Several enabling variables, including visiting a family physician in the two-months prior to baseline, having higher parental education, and having parents who reported being able to effectively access services predicted using psychosocial services alone or in combination with medication. Predisposing and need variables (i.e., being younger and having no psychiatric disorders) also predicted using psychosocial services compared to medication alone. ConclusionsUnderstanding predictors of service use can help to identify and address barriers that may prevent adults with autism and aggression from accessing guideline recommended care.

University Students' Self-Rated Health and Use of Health Services: A Secondary Analysis.

University students belonging to various ethnic groups have specific health needs that influence their self-rated health and health service use. To examine which determinants of health serve as key predictors of self-rated health and health service use in a sample of ethnically diverse undergraduate students. Data were abstracted from the 2012 Maritime Undergraduate Student Sexual Health Services Survey (N = 10,512). Logistic regression was used to explore the predictors of self-rated health and use of university-based health services according to ethnicity. Social support (Caucasian: odds ratio (OR) = 1.018; 95% confidence interval (CI) [1.008, 1.028]; African: OR = 1.890; 95% CI [1.022, 1.160]; Other: OR = 1.096; 95% CI [1.023, 1.175]), and depression risk (Caucasian: OR = .899; 95% CI [.844, .914]; Indigenous: OR = .904; 95% CI [.844, .969]; Asian: OR = .894; 95% CI [.839, .953]; Multiracial: OR = .892; 95% CI [.812, .980]) were the most frequent predictors of self-rated health across the different ethnic groups; while year of study (Caucasian: OR = 1.855; 95% CI [1.764, 1.952]; African: OR = 2.979; 95% CI [2.068, 4.291]; Indigenous OR = 1.828; 95% CI [1.371, 2.436]; Asian: OR = 1.457; 95% CI [1.818, 1.797]; Middle Eastern: OR = 1.602; 95% CI [1.088, 2.359]; Other: OR = 1.485; 95% CI [1.093, 2.018]; Multiracial: OR = 2.064; 95% CI [1.533, 2.778]) was found to be the most significant predictor of health service use. Findings from this research shed light on the various factors that impact university students belonging to different ethnic groups, their health, and their access to healthcare that addresses their distinct health needs. Nurses can advocate for the development of health promotion and illness prevention strategies that target the needs of the diverse student population.

Factors associated with healthcare utilization among community-dwelling elderly in Shanghai, China.

ObjectiveThe objective of this study was to evaluate the factors associated with the health status of older Chinese people living in the community, in order to inform strategies to expand access to healthcare.MethodsTwo-phase stratified cluster sampling was applied; 2000 older people participated in this study. Face-to-face interviews were conducted in Shanghai between June and August, 2011. Descriptive analysis was used to examine the respondents’ characteristics. Based on Andersen’s healthcare utilization model, a chi-squared test and multiple logistic regression were performed to examine the influences of predisposing, enabling, need, and contextual factors on healthcare utilization.ResultsWe found that 44.5% of the older people in the sample had good self-reported health status, while 12.8% were poor, 14.5% had visited hospitals or clinics as outpatients in the previous two weeks, and 16.5% had been hospitalized in the previous year. Logistic regression analysis revealed that outpatient health services were more likely to be used by women and those whose income was from friends or social relief, who had poor to good self-reported health status, who were experiencing declining health, who engaged in volunteer activities, and who had chronic diseases. Meanwhile, hospitalization was more likely among those in the older age groups, those with pension income, living in outer suburbs, with poor self-reported health status, experiencing difficulty with activities of daily living and outdoor activities, or having a chronic disease.ConclusionsThe results showed the impact of economic status, health status, demographic and social characteristics, and other factors on the health service utilization of elderly people living in the community in Shanghai. Need variables were the strongest predictors of health service use, although contextual factors also contributed.

Socioeconomic Differences in and Predictors of Home-Based Palliative Care Health Service Use in Ontario, Canada.

The use of health services may vary across people with different socioeconomic statuses, and may be determined by many factors. The purposes of this study were (i) to examine the socioeconomic differences in the propensity and intensity of use for three main home-based health services, that is, home-based palliative care physician visits, nurse visits and personal support worker (PSW) hours; and (ii) to explore the determinants of the use of home-based palliative care services. A prospective cohort study was employed. A total of 181 caregivers were interviewed biweekly over the course of the palliative care trajectory, yielding a total of 994 interviews. The propensity and intensity of health service use were examined using logistic regression and negative binomial regression, respectively. The results demonstrated that both the propensity and intensity of home-based nurse and PSW visits fell with socioeconomic status. The use of home-based palliative care services was not concentrated in high socioeconomic status groups. The common predictors of health service use in the three service categories were patient age, the Palliative Performance Scale (PPS) score and place of death. These findings may assist health service planners in the appropriate allocation of resources and service packages to meet the complex needs of palliative care populations.

Patterns and predictors of health service use among people with mental disorders in São Paulo metropolitan area, Brazil.

Important transformations in psychiatric healthcare (HC) delivery have been implemented in Latin America during the beginning of 21st century. However, information on current service uses patterns is scant, obstructing the estimates and proper planning of service needs for general population. The current investigation aims to describe patterns and estimates predictors of 12-month HC use by individuals with mental disorders in São Paulo metropolitan area, Brazil. Data are from São Paulo Mental Health Survey, a cross-sectional multistage representative study. Participants were face-to-face interviewed in their household, using a structured diagnostic interview, the World Mental Health Survey Initiative version of the Composite International Diagnostic Interview. A total of 5037 respondents, non-institutionalised, aged 18 years and older were interviewed. The response rate was 81.3%. We determined the percentages of individuals with 12-month DSM-IV anxiety, mood and substance disorders that received treatment in the 12 months prior to assessment in main service sectors (specialty mental health, general medicine, human services (HS), and complementary and alternative medicine). The number of visits and percentage of individuals who received treatment at minimally adequacy also was estimated. Multilevel regression controlled contextual variables that influenced the use of service and treatment adequacy. Only 10.1% of respondents used some HC service in the 12 months prior to assessment for their psychiatric problems, including 3.9% of them being treated either by a psychiatrist, 3.5% by a non-psychiatrist mental health specialist, 3.3% by a general medical (GM) provider, 1.5% by a HS provider and 1.4% by a complementary and alternative medical provider. In general, those participants who received service in the mental health specialty sector reported more visits than those in the GM sector (median 3.9 v. 1.5 visits). The cases seen in specialty sector outnumber those visiting GM treatment in terms of minimally adequate treatment (54.6 v. 23.2%). The likelihood of receiving treatment was significantly greater among individuals diagnosed with any anxiety and mood disorder, presenting more severe disorders, and with possession of HC insurance. The great majority of individuals with an active mental disorder in São Paulo were either untreated or insufficiently treated. Awareness and training programmes to GM professionals are advocated to improve recognition, care take and referral to specialty care when needed. Proper integration among HC sectors is recommended.

PP51 Association between Overweight/Obesity and Health Care Utilisation Among Older Adults: Results from the Irish Longitudinal Study of Ageing

BackgroundGiven the ageing population and rising prevalence of obesity, the aim was to examine the association between body mass index (BMI) and health care utilisation in older Irish adults.MethodsBaseline cross-sectional...

The Effects of Race and Other Socioeconomic Factors on Health Service Use Among American Military Veterans

This study examined the extent to which racial disparities in service utilization exist in veterans (VA) and non-VA health care systems. An observational study design was used with a nationally representative sample of veterans. Logistic regression models were constructed using sociodemographic characteristics, health insurance and benefits, and health status as predictors of health service use in both VA and non-VA health care systems. A population weighted sample of 19,270 veterans from the 2001 National Survey of Veterans was used, which included 17,004 (88.24%) White, 1,864 (9.15%) African American, 414 (2.15%) Native American/Alaskan Native, and 87 (0.45%) Asian American/Pacific Islander veterans. Results showed that use of the VA health care system was not associated with race, but was associated with VA disability compensation, lack of private health insurance, and greater health care need. Contrarily, in non-VA healthcare systems, veterans who were racial minorities, less educated, and without private health insurance were less likely to use services. Together, these findings demonstrate the socioeconomic context in which health disparities exist and suggest the influence of health insurance on racial disparities in service utilization.

Predictors of Health Service Use Over the Palliative Care Trajectory

Health system restructuring coupled with the preference of patients to be cared for at home has altered the setting for the provision of palliative care. Accordingly, there has been emphasis on the provision of home-based palliative care by multidisciplinary teams of health care providers. Evidence suggests that these teams are better able to identify and deal with the needs of patients and their family members. Currently there is a lack of literature examining the predictors of palliative care service use for various professional service categories. The purpose of this study was to examine the predictors of the propensity and intensity of five main health service categories in the last three months of life for home-based palliative care patients. This was a prospective cohort study. The predictors of service use were assessed using a two-part model, which treats the decision to use a service (propensity) and the amount of service use (intensity) as two distinct processes. Propensity was modeled using a logistic regression and intensity was modeled using ordinary least squares regression. The results indicate that each service category emerged with a different set of predictor variables. Common predictors of health service use across service categories were patient age and functional status. The results suggest that a consistent set of predictors across service categories does not exist, and thus the determinants of access to each service category are unique. These findings will help case managers, health administrators, and policy decision makers better allocate human resources to palliative patients.

Access to oral health services for urban low‐income Latino children: social ecological influences

Using an ecological conceptual model, this study examined the social context, structural, and behavioral factors within an immigrant community that contribute to increased access and use of oral health services by Latino children. The predictors of health service use at the level of the individual, the family, the provider, and the health service system were studied for their effects on the initiation of care, continuity of care, and frequency of planned visits. In-depth face-to-face interviews were conducted with 320 Latino mothers regarding their use of oral health services for 4-8-year-old children [Mexican (n = 221), Puerto Rican (n = 69), and Central and South American (n = 30)]. Outcome measures of dental care utilization were early age at initiation of care, continuity of care, and frequency of planned dental visits. Regular planned dental visits were significantly related to the structural variables of household income and provider availability. The initiation of dental care was related to the mother's beliefs about the value of early preventive dental care. Mothers were more likely to continue care if they believed that the purpose was to keep the child's teeth healthy and had satisfactory communication with the dentist. Identifying the structural and behavioral factors that increase the likelihood of the use of oral health services can provide the basis for developing effective interventions specific to Latino children at the neighborhood level. The study findings can be also used for designing culturally appropriate oral health promotion programs and provider coordination of care.

Seasonal severity of depressive symptoms as a predictor of health service use in a community-based sample

Objective To determine whether severity of seasonal depressive symptoms is an independent predictor of depression-specific health service use. Methods Cross-sectional telephone survey evaluating mood-related symptom changes across seasons using a structured interview based on the World Mental Health Composite International Diagnostic Interview, in a community sample representative of the province of Ontario, Canada ( N = 1605). This study focuses on the 625 individuals (out of a total of 1605 interviewed) who screened positive for lifetime depressive symptoms. Severity of seasonal symptoms of depression (or “seasonality”) was measured using the Seasonal Depression Severity (SDS) score (range 0–36). The primary outcome was lifetime depression-specific use of health services from a physician (family physician or psychiatrist). Lifetime psychotropic medication use, use of health services from a non-physician therapist, and psychiatric hospitalization were secondary outcomes. Other important variables that are known to predict depression-specific health service use were considered in multivariable analysis. Results In our sample of individuals with depressive symptoms, those who had used physician health services had higher SDS scores than non-users (11.5 (SD 7.2) vs. 9.7 (SD 6.4), t(616) = 3.182, P = 0.001). In multivariable analysis, SDS score was independently associated with depression-specific health service use by a physician (OR = 1.04, 95% CI 1.01–1.07, p = 0.004). The relationship between seasonality and use of psychotropic medication use was similar (OR = 1.04, 95% CI 1.01–1.07, p = 0.007). Conclusions Seasonality was independently associated with depression-specific health service use for individuals with depressive symptoms. The results imply that greater seasonality may independently reflect increased severity and need for treatment of depression.

Prevalence and predictors of health service use among Iraqi asylum seekers in the Netherlands.

BackgroundA long asylum procedure is associated with higher prevalence rates of psychiatric disorders, lower quality of life, higher disability and more physical health problems. Additional knowledge about health seeking behavior is necessary to guide governments and health professionals in their policies.ObjectiveTo measure service use among one of the biggest asylum seekers population in the Netherlands and to assess its relationships with predisposing and need variables (including post-migration living problems).MethodTwo groups were randomly selected: Group 1 (n = 143), less than 6 months and Group 2 (n = 151), more than 2 years in the Netherlands. Respondents were interviewed with fully structured, culturally validated, translated questionnaires, which contained instruments to measure psychiatric disorders, quality of life, disability, physical health and post-migration living problems. Use of preventive and curative (physical and mental) health services was measured and the relationship with predisposing and need risk factors was estimated with univariate and multivariate logistic regression analyses.ResultsA long asylum procedure is not associated with higher service use, except for mental health service use and drug use. Use of mental health services is, however, low compared to the prevalence of psychiatric disorders. Low quality of perceived general health and functional disability are the most important predictors of services use. Psychopathology predicts use of a medical specialist (non-psychiatrist), but does not predict mental health service use.ConclusionA high percentage of asylum seekers with a psychiatric disorder is not getting adequate treatment. There is a mismatch between the type of health problem and the type of health service use. The various health services should work together in education, detection, referral and care in order to provide help to this group of patients.

Service Use for Mental Health Reasons: Cross-Provincial Differences in Rates, Determinants, and Equity of Access

In 2002, Canada undertook its first national survey on mental health and well-being, including detailed questioning on service use. Mental disorders may affect more than 1 person in 5, according to past regional and less comprehensive mental health surveys in Canada, and most do not seek help. Individual determinants play a role in health resource use for mental health (MH) reasons. This study aimed to provide prevalence rates of health care service use for MH reasons by province and according to service type and to examine determinants of MH service use in Canada and across provinces. We assessed the prevalence rate (95% confidence interval [CI]) of past-year health service use for MH reasons, and we assessed potential determinants cross-sectionally, using data collected from the Statistics Canada Canadian Community Health Survey: Mental Health and Well-Being (CCHS 1.2). We estimated models of resource use with logistic regression (using odds ratios and 95%CIs). The prevalence of health service use for MH reasons in Canada was 9.5% (95%CI, 9.1% to 10.0%). The highest rates, on average, were observed in Nova Scotia (11.3%; 95%CI, 9.6% to 13.0%) and British Columbia (11.3%; 95%CI, 10.1% to 12.6%). The lowest rates were observed in Newfoundland and Labrador (6.7%; 95%CI, 5.3% to 8.0%) and Prince Edward Island (7.5%; 95%CI, 5.8% to 9.3%). In Canada, the general medical system was the most used for MH reasons (5.4%; 95%CI, 5.1% to 5.8%) and the voluntary network sector was the least used (1.9%; 95%CI, 1.7% to 2.1%). No difference was observed in the rate of service use between specialty MH (3.5%; 95%CI, 3.2% to 3.8%) and other professional providers (4.0%; 95%CI, 3.7% to 4.3%). In multivariate analyses, after adjusting for age and sex, the presence of a mental disorder was a consistent predictor of health service use for MH across the provinces. There is up to a twofold difference in the type of service used for MH reasons across provinces. The primary care general medical system is the most widely used service for MH. Need remains the strongest predictor of use, especially when a mental disorder is present. Barriers to access, such as income, were not identified in all provinces. Different sociodemographic variables played a role in service seeking within each province. This suggests different attitudes toward common mental disorders and toward care seeking among the provinces.

Attachment Dimensions as Predictors of Medical Hospitalizations in Individuals with DSM IV Cluster B Personality Disorders

This study investigates predictors of health service utilization in individuals with cluster B personality disorders. We hypothesized an association of severity of psychopathology (that is, global psychosocial functioning and psychiatric comorbidity) and attachment style with the length of medical hospitalizations in this population. Forty-one female subjects were interviewed regarding their diagnoses, level of functioning and service utilization. Attachment style was assessed with a self-report questionnaire. Our findings indicate that degree of psychiatric comorbidity and level of psychosocial functioning do not predict length of hospital stays, whereas preoccupied attachment predicted 23.9% of the variance in the length of hospitalizations. We conclude that the quality of interpersonal relatedness appears to be a better predictor of health service use than severity of pathology in patients with cluster B personality disorders.

Predictors of Mental Health and Medical Service Use in Veterans Presenting With Combat-Related Posttraumatic Stress Disorder.

Predictors of health service use were assessed using archival data of 87 male combat veterans with combat posttraumatic stress disorder (PTSD) at an outpatient Veterans Affairs Medical Center PTSD clinic. Predictor variables included predisposing demographic, illness/need, and enabling resource variables. Criterion variables included indexes of health service use. Results revealed no significant predictors of PTSD-related or primary care health service consumption. Lower scores on measures of symptom overreporting and anxiety predicted specialty care service use. Race (Caucasian) and marital status (currently married) predicted prescription of psychiatric medications. Clinical implications are considered, with a focus on the impact of racial group status as well as symptom exaggeration on health service utilization in PTSD patients.

Determinants of children's health services utilization in the Philippines.

Respiratory illness and diarrhea are the two most important causes of death in children under the age of 5 in the Philippines. The government has accorded high priority to reducing the number of deaths caused by these illnesses as it attempts to reform its healthcare system. In order to re-design health systems, policy makers need to have a good understanding not only of overall health services utilization, but also of the use of public and private sectors. We used the 1998 Philippines National Demographic and Health Survey dataset to understand the service utilization patterns of children under 5 with diarrhea and/or respiratory illness. Using the Andersen Model as the conceptual framework, a nested logit regression approach was used to determine predictors of health services use, and of public vs. private use in this population. Our results indicate that maternal education and number of illnesses determine the decision to seek care. Once the decision has been made to seek care, the choice between a public or private provider is affected by the family's economic status and size of the household. Policy makers can use such information for future health planning and reform, in order to increase access to healthcare for this vulnerable population in the Philippines.

Education and the use of maternal health care in Thailand.

This study analyses the impact of female education of the use of maternal and child health services by women in Thailand during their pregnancy. Three types of health service use were examined-the use of tetanus toxide inoculations, prenatal care, and assistance by formal sources during delivery. While most previous research in the area had focused on the effects of schooling per se, the present study tries to assess the differential impact of various schooling categories on utilization outcomes. An additional issue examined was the interactive effects of education and residence on health care use in the schooling-utilization link. The results of the analysis indicate that the health consequences of maternal education cannot be taken for granted-maternal schooling does not have a uniform impact across all services; nor are these effects necessarily positive. While there is distinct positive effect of schooling in the use of prenatal care, the educational differentials in the use of delivery assistance start emerging only after secondary schooling. It is with respect to TT inoculations that the most surprising result was seen; while women with primary and secondary schooling maintain their advantage, women with higher education showed a lower likelihood of use compared to those with no schooling. Overall, secondary education emerges as the most consistent predictor of health service use showing higher likelihood of use of all three services. Schooling effects also very across residence, though this interaction was significant only in the case of inoculations. While educational differentials are maintained in rural areas, urban residence tends to narrow down these differentials considerably. The study concludes by making suggestions for policy.