| Literature DB >> 31619138 |
Barbara S Mensch1, Monica J Grant2, Erica Soler-Hampejsek3, Christine A Kelly4, Satvika Chalasani5, Paul C Hewett1.
Abstract
While multiple studies have documented shifting educational gradients in HIV prevalence, less attention has been given to the effect of school participation and academic skills on infection during adolescence. Using the Malawi Schooling and Adolescent Study, a longitudinal survey that followed 2,649 young people aged 14-17 at baseline from 2007 to 2013, we estimate the effect of three education variables: school enrolment, grade attainment, and academic skills-numeracy and Chichewa literacy-on herpes simplex virus type 2 (HSV-2) and HIV incidence using interval-censored survival analysis. We find that grade attainment is significantly associated with lower rates of both HSV-2 and HIV among girls, and is negatively associated with HSV-2 but not HIV among boys. School enrolment and academic skills are not significantly associated with sexually transmitted infections (STIs) for boys or girls in our final models. Efforts to encourage school progression in high-prevalence settings in sub-Saharan Africa could well reduce, or at least postpone, acquisition of STIs.Entities:
Keywords: HIV; HSV-2; Malawi; adolescents; education; grade attainment; literacy; numeracy; school enrolment; sexually transmitted infections
Mesh:
Year: 2019 PMID: 31619138 PMCID: PMC7162723 DOI: 10.1080/00324728.2019.1656282
Source DB: PubMed Journal: Popul Stud (Camb) ISSN: 0032-4728
Descriptive statistics, Malawi schooling and adolescent survey 2007–13
| Boys | Girls | Total | |
|---|---|---|---|
| Number | 1,312 | 1,337 | 2,649 |
| Infected at first testing | 9.68 | 16.98 | 13.36 |
| Seroconversion | 6.63 | 10.25 | 8.46 |
| Not infected at last testing | 72.56 | 64.47 | 68.48 |
| Never tested/indeterminate | 11.13 | 8.30 | 9.70 |
| Infected at first testing | 0.46 | 3.29 | 1.89 |
| Seroconversion | 0.69 | 2.39 | 1.55 |
| Not infected at last testing | 89.86 | 88.03 | 88.94 |
| Never tested/indeterminate | 8.99 | 6.28 | 7.63 |
| Enrolled in school, age 14 (percentage) | 83.62 | 84.67 | 84.16 |
| Highest grade attained, age 14 (mean, (SD)) | 5.13 (1.57) | 5.53 (1.65) | 5.33 (1.62) |
| Enrolled in school, age 16 (percentage) | 68.73 | 53.92 | 61.14 |
| Highest grade attained, age 16 (mean (SD)) | 6.17 (1.91) | 6.41 (1.96) | 6.29 (1.94) |
| Academic skills, age 14 (limited to respondents aged 14 in 2007 ( | |||
| Numeracy (mean, (SD)), max = 12 | 7.74 (3.62) | 7.79 (3.86) | 7.76 (3.74) |
| Literate in Chichewa (percentage) | 70.89 | 81.49 | 76.33 |
| Academic skills, age 16 | |||
| Numeracy (mean (SD)), max = 12 | 8.18 (3.44) | 8.04 (3.56) | 8.11 (3.50) |
| Literate in Chichewa (percentage) | 79.39 | 82.81 | 81.11 |
| Mother’s education (percentage) | |||
| Never attended/don’t know | 49.40 | 45.84 | 47.58 |
| Less than primary | 40.14 | 41.19 | 40.68 |
| Completed primary | 10.46 | 12.97 | 11.75 |
| Father’s education (percentage) | |||
| Never attended/don’t know | 32.45 | 33.03 | 32.75 |
| Less than primary | 41.89 | 37.60 | 39.69 |
| Completed primary | 25.67 | 29.36 | 27.56 |
| Mother dead, age 14 (percentage) | 14.68 | 14.44 | 14.55 |
| Father dead, age 14 (percentage) | 25.69 | 25.27 | 25.47 |
| Mother dead, age 16 (percentage) | 15.71 | 16.56 | 16.14 |
| Father dead, age 16 (percentage) | 27.73 | 27.98 | 27.85 |
| Ethnicity (percentage) | |||
| Chewa | 20.33 | 19.98 | 20.15 |
| Lomwe | 22.56 | 23.16 | 22.87 |
| Yao | 41.68 | 41.27 | 41.47 |
| Other | 15.43 | 15.59 | 15.51 |
| HSV-2 prevalence in school catchment area, 2010 (mean, (SD)) | 13.28 (7.16) | 13.09 (7.11) | 13.18 (7.13) |
| HIV prevalence in school catchment area, 2010 (mean (SD)) | 1.71 (2.40) | 1.81 (2.44) | 1.76 (2.42) |
The distributions of the independent variables are calculated for respondents with at least one HSV-2 test result.
Note: SD refers to the standard deviation.
Source: MSAS.
Figure 1(a) HSV-2 survival curve, by sex and school enrolment status at age 14. (b) HSV-2 survival curve, by sex and grade attainment at age 14
Note: Based on respondents with at least one valid test result.
Source: Authors’ analysis from MSAS data.
Figure 2(a) HIV survival curve, by sex and school enrolment status at age 14. (b) HIV survival curve, by sex and grade attainment at age 14
Note: Based on respondents with at least one valid test result.
Source: As for Figure 1.
Interval-censored regression results for young people in Malawi, 2007–13: HSV-2 (assuming HSV-2 negative at age 14)
| Boys | Girls | |||||
|---|---|---|---|---|---|---|
| Coefficient | SE | Coefficient | SE | |||
| In school (enrolled) | 0.313 | 0.170 | −0.004 | 0.122 | ||
| Highest grade attained | −0.090 | 0.033 | −0.073 | 0.027 | ||
| Mother’s education (ref. Never attended/don’t know) | ||||||
| Less than primary | −0.006 | 0.157 | −0.036 | 0.120 | ||
| Completed primary | 0.297 | 0.242 | 0.000 | 0.188 | ||
| Father’s education (ref. Never attended/don’t know) | ||||||
| Less than primary | −0.095 | 0.166 | −0.090 | 0.130 | ||
| Completed primary | 0.029 | 0.197 | 0.091 | 0.149 | ||
| Ethnic group (ref. Yao) | ||||||
| Chewa | 0.035 | 0.180 | −0.195 | 0.142 | ||
| Lomwe | −0.145 | 0.066 | −0.138 | 0.051 | ||
| Other groups | −0.246 | 0.209 | −0.318 | 0.162 | ||
| HSV-2 prevalence in school catchment area, 2010 | 0.015 | 0.010 | 0.035 | 0.007 | ||
| Mother dead | −0.142 | 0.195 | 0.068 | 0.145 | ||
| Father dead | 0.234 | 0.151 | 0.163 | 0.118 | ||
| Intercept | −24.086 | 1.683 | −21.560 | 1.226 | ||
| Scale parameter | 7.474 | 0.560 | 6.770 | 0.401 | ||
| Log likelihood | −741.89 | −1,063.95 | ||||
| Chi2 | 24.10 | 48.67 | ||||
| Number | 1,166 | 1,226 | ||||
| Observations | 4,778 | 5,094 | ||||
p < 0.10;
p < 0.05;
p < 0.01;
p < 0.001.
Notes: HSV-2 is a time-varying covariate measured beginning at age 14. SE refers to the standard error. Ref. is the reference category.
Source: Authors’ analysis from MSAS data.
Interval-censored regression results for young people in Malawi, 2007–13, HIV (assuming HIV negative at either age 14 or age 16)
| Boys | Girls | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Assume HIV negative at | Assume HIV negative at | Assume HIV negative at | Assume HIV negative at | |||||||||
| Coefficient | SE | Coefficient | SE | Coefficient | SE | Coefficient | SE | |||||
| In school (enrolled) | 0.025 | 0.658 | −0.099 | 0.689 | −0.036 | 0.274 | −0.512 | 0.313 | ||||
| Highest grade attained | −0.046 | 0.127 | −0.063 | 0.138 | −0.151 | 0.060 | −0.112 | 0.060 | ||||
| Mother’s education (ref. Never attended/don’t know) | ||||||||||||
| Less than primary | 0.322 | 0.589 | 0.387 | 0.585 | 0.206 | 0.263 | 0.202 | 0.262 | ||||
| Completed primary | −0.117 | 0.898 | 0.005 | 0.892 | −0.319 | 0.424 | −0.285 | 0.423 | ||||
| Father’s education (ref. Never attended/don’t know) | ||||||||||||
| Less than primary | −0.246 | 0.695 | −0.279 | 0.692 | −0.137 | 0.307 | −0.163 | 0.308 | ||||
| Completed primary | 0.467 | 0.674 | 0.439 | 0.671 | 0.611 | 0.310 | 0.633 | 0.309 | ||||
| Ethnic group (ref. Yao) | ||||||||||||
| Chewa | 0.485 | 0.733 | 0.540 | 0.734 | −0.205 | 0.315 | −0.215 | 0.314 | ||||
| Lomwe | 0.125 | 0.245 | 0.133 | 0.246 | −0.152 | 0.109 | −0.149 | 0.109 | ||||
| Other groups | 0.475 | 0.770 | 0.494 | 0.772 | −0.464 | 0.357 | −0.506 | 0.358 | ||||
| HIV prevalence in school catchment area, 2010 | 0.095 | 0.094 | 0.101 | 0.093 | 0.232 | 0.039 | 0.230 | 0.039 | ||||
| Mother dead | 1.124 | 0.538 | 1.050 | 0.545 | 0.346 | 0.284 | 0.445 | 0.282 | ||||
| Father dead | 1.180 | 0.574 | 1.044 | 0.580 | 0.277 | 0.254 | 0.180 | 0.260 | ||||
| Intercept | −28.102 | 6.863 | −29.530 | 6.374 | −23.027 | 2.792 | −23.805 | 2.503 | ||||
| Scale parameter | 7.371 | 2.285 | 7.911 | 2.122 | 6.702 | 0.915 | 6.937 | 0.823 | ||||
| Log likelihood | −87.70 | −89.44 | −333.91 | −344.88 | ||||||||
| Chi2 | 16.24 | 15.26 | 49.77 | 54.66 | ||||||||
| Number | 1,194 | 1,194 | 1,253 | 1,253 | ||||||||
| Observations | 5,232 | 5,232 | 5,625 | 5,625 | ||||||||
p < 0.10;
p < 0.05;
p < 0.001.
Notes: Time-varying covariates are measured beginning at either age 14 or age 16. SE refers to the standard error. Ref. is the reference category.
Source: As for Table 2.
Interval-censored regression results for young people in Malawi, 2007–13: HSV-2 and HIV (models including academic skills)
| HSV-2 (limited to those aged 14 at baseline) | HIV (assume HIV negative at age 16) | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Boys | Girls | Boys | Girls | ||||||
| Coefficient | SE | Coefficient | SE | Coefficient | SE | Coefficient | SE | ||
| In school (enrolled) | 0.361 | 0.475 | −0.319 | 0.282 | −0.094 | 0.693 | −0.521 | 0.312 | |
| Highest grade attained | 0.095 | 0.02 | −0.135 | 0.089 | −0.041 | 0.169 | −0.147 | 0.085 | |
| Numerate | −0.067 | 0.065 | 0.046 | 0.055 | −0.022 | 0.095 | 0.049 | 0.051 | |
| Literate in Chichewa | −0.042 | 0.547 | 0.503 | 0.437 | –[ | – | −0.234 | 0.381 | |
| Scale parameter | 7.819 | 7.996 | 7.816 | 7.036 | |||||
| Log likelihood | −141.62 | −234.77 | −89.41 | −344.39 | |||||
| Chi2 | 13.66 | 25.83 | 15.31 | 55.63 | |||||
| Number | 275 | 287 | 1,194 | 1,253 | |||||
| Observations | 1,157 | 1,227 | 5,232 | 5,625 | |||||
p < 0.10;
p < 0.05;
p < 0.001.
This model does not converge when Chichewa literacy is included; therefore, we exclude this variable from this model.
Notes: Other variables included but not shown are maternal and paternal education, ethnic group, HSV-2 or HIV prevalence in school catchment area in 2010, mother dead, and father dead. SE refers to the standard error.
Source: As for Table 2.