| Literature DB >> 33947141 |
Taeeung Kim1, Minju Kim2, Chang-Yong Jang3, Nam-Gyeong Gim4.
Abstract
Head Start is a nationwide developmental program for low-income families. This study aimed to investigate the association between the Head Start program and children's BMI status, as well as their quality of life with respect to socioecological obesogenic factors. This cross-sectional study employed the Early Childhood Longitudinal Study-Kindergarten cohort (ECLS-K) in which the data were collected in 2007 and analyzed in 2019. Propensity-score matching analysis was performed to examine the association between the Head Start program and children's BMI status, as well as the quality of life, controlling for socioecological obesogenic factors. A total of 3753 children (representing 1,284,209 at the population level) were recruited in this study (mean age: 13.69 years; girls: 49.42%). In the final matched model, the program did not have a statistically significant effect on children's obesity. Fewer African American children participated in school-sponsored activities, perceived themselves as overweight, lived in a household with fewer family members, had less strict TV regulations, and were more likely to be overweight than their counterparts. Outcomes suggest that multiple dimensions of sociological obesogenic factors including individual, parental, familial, and community support factors affect the weight of children from low-income families and should be considered when establishing behavioral and policy interventions to thwart the childhood obesity epidemic.Entities:
Keywords: Head Start; children; quality of life; socioecological obesogenic factors
Year: 2021 PMID: 33947141 PMCID: PMC8125499 DOI: 10.3390/ijerph18094779
Source DB: PubMed Journal: Int J Environ Res Public Health ISSN: 1660-4601 Impact factor: 3.390
ECLS-K waves of data collection.
| Data Collection | Date of Collection | Sample |
|---|---|---|
| Fall—kindergarten | Fall 1998 | Full sample |
| Spring—kindergarten | Spring 1999 | Full sample |
| Fall—first grade | Fall 1999 | 30% subsample 1 |
| Spring—first grade | Spring 2000 | Full sample plus freshening |
| Spring—third grade | Spring 2002 | Full sample |
| Spring—fifth grade | Spring 2004 | Full sample |
| Spring—eighth grade | Spring 2007 | Full sample |
1 Fall data collection consisted of a 30% sample of schools containing approximately 27% of the base-year children.
Figure 1Modified socioecological systems theory (Adapted from Bronfenbrenner [29]).
Weighted descriptive statistics of study sample with overweight status.
| % ( | ||||||
|---|---|---|---|---|---|---|
| Variables | Overweight | Normal Weight | Overall | |||
| Dependent variables | Overweight | Binary variable (1 = overweight, 0 = normal) | 33.20% (1252) | 66.80% (2501) | 100% (3753) | |
| Treatment | Head Start | Binary variable (1 = yes, 0 = no) | 17.80% (191) | 13.75% (257) | 15.11% (448) | 0.05 |
| Covariates | 1. Individual | |||||
| Age | 13.67 (0.54) | 13.70 (0.51) | 13.69 (0.52) | 0.40 | ||
| Female | 50.57% (623) | 48.86% (1269) | 49.42% (1892) | 0.51 | ||
| Race/Ethnicity | <0.01 | |||||
| Non-Hispanic white | 52.49% (739) | 63.79% (1701) | 60.04% (2440) | |||
| Non-Hispanic Black | 18.80% (155) | 12.23% (194) | 14.41% (349) | |||
| Hispanic | 22.53% (250) | 16.87% (341) | 18.75% (591) | |||
| Other | 6.18% (108) | 7.03% (264) | 6.75% (372) | |||
| Sports activity | 52.54% (698) | 63.28% (1567) | 59.71% (2265) | <0.01 | ||
| Hours spent in school-sponsored activities | 4.69 (4.70) | 4.95 (4.69) | 4.86 (4.70) | 0.06 | ||
| Sedentary lifestyles | 17.05 (12.66) | 16.07 (13.72) | 16.40 (13.37) | 0.67 | ||
| Perceived weight | 3.71 (0.75) | 2.82 (0.63) | 3.12 (0.79) | <0.01 | ||
| Intention to change weight | <0.01 | |||||
| Lose weight | 69.73% (868) | 20.26% (510) | 36.68% (1378) | |||
| Gain weight | 2.11% (26) | 16.29% (407) | 11.59% (433) | |||
| Stay the same weight | 12.77% (171) | 32.38% (760) | 25.87% (931) | |||
| Not trying to do anything about their weight | 12.95% (158) | 29.41% (784) | 23.96% (942) | |||
| 2. Parenting | ||||||
| Parents’ education | <0.01 | |||||
| Lower than high school | 10.40% (122) | 5.98% (131) | 7.44% (253) | |||
| High school | 24.62% (291) | 17.34% (426) | 19.76% (717) | |||
| Greater than high school | 64.98% (839) | 76.69% (1944) | 72.80% (2783) | |||
| Parents’ employment | 5.94 (2.23) | 6.09 (2.14) | 6.04 (2.17) | 0.12 | ||
| Parents’ health | 3.60 (0.98) | 3.84 (0.96) | 3.76 (0.97) | <0.01 | ||
| Parents’ income | 8.27 (3.06) | 9.10 (3.07) | 8.83 (3.09) | <0.01 | ||
| Parent-child relationship | 4.92 (1.00) | 5.05 (1.01) | 5.00 (1.01) | <0.05 | ||
| Parental characteristics | 58.42% (762) | 59.81% (1665) | 59.35% (2427) | 0.59 | ||
| 3. Family | ||||||
| Family structure | 72.80% (933) | 76.23% (1978) | 75.09% (2911) | 0.13 | ||
| Family size with members less than 18 years old | 2.27 (1.10) | 2.31 (1.09) | 2.30 (1.09) | 0.29 | ||
| Family TV restriction | 84.16% (1055) | 85.99% (2108) | 85.38% (3163) | <0.05 | ||
| Food security | 0.77 (2.44) | 0.54 (1.88) | 0.62 (2.09) | <0.01 | ||
| SES quintile | 2.77 (1.35) | 3.27 (1.39) | 3.10 (1.39) | <0.01 | ||
| 4. School | ||||||
| School’s ratio of minorities (degrees) | 2.82 (1.53) | 2.64 (1.45) | 2.70 (1.48) | <0.01 | ||
| School reduced-price lunch program | 3.18 (.90) | 3.08 (.91) | 3.11 (.91) | <0.01 | ||
| School free lunch program | 35.71 (25.00) | 30.55 (24.18) | 32.27 (24.68) | <0.01 | ||
| 5. Environment | ||||||
| Urbanity | <0.01 | |||||
| Large city | 33.75% (387) | 29.33% (704) | 30.80% (1091) | |||
| Mid-size city | 36.78% (456) | 46.81% (1102) | 43.48% (1558) | |||
| Small town and rural | 29.48% (409) | 23.86% (695) | 25.72% (1104) | |||
n = 3753; weighted n = 1,284,209. Source: 2007 Early Childhood Longitudinal Study.
PS test comparison between matched and unmatched covariates.
| Variables | |||||||
|---|---|---|---|---|---|---|---|
| Dependent Variables | Overweight | Binary Variable | Unmatched ( | Mean | |||
| Treated | Control | t | |||||
| Covariates | 1. Individual | ||||||
| Age | U | 13.70 | 13.69 | 0.47 | 0.64 | ||
| M | 13.71 | 13.66 | 1.11 | 0.27 | |||
| Female | U | 0.53 | 0.51 | 0.90 | 0.37 | ||
| M | 0.54 | 0.53 | 0.30 | 0.076 | |||
| Race/Ethnicity | |||||||
| Non-Hispanic white | U | - | - | - | - | ||
| M | - | - | - | - | |||
| Non-Hispanic Black | U | 0.27 | 0.06 | 13.53 | <0.01 | ||
| M | 0.24 | 0.23 | 0.44 | 0.66 | |||
| Hispanic | U | 0.24 | 0.14 | 4.90 | <0.01 | ||
| M | 0.25 | 0.26 | −0.17 | 0.86 | |||
| Other | U | 0.12 | 0.08 | 2.39 | <0.05 | ||
| M | 0.12 | 0.11 | 0.36 | 0.72 | |||
| School-sponsored activities | U | 4.02 | 4.99 | −3.73 | <0.01 | ||
| M | 4.08 | 3.79 | 0.86 | 0.39 | |||
| Sports activity | U | 0.60 | 0.62 | −1.00 | 0.32 | ||
| M | 0.59 | 0.54 | 1.37 | 0.17 | |||
| Sedentary lifestyles | U | 20.27 | 15.88 | 6.48 | <0.01 | ||
| M | 19.70 | 20.11 | −0.34 | 0.73 | |||
| Perceived weight degrees | U | 3.17 | 3.11 | 1.42 | 0.16 | ||
| M | 3.19 | 3.11 | 0.21 | 0.23 | |||
| Intention to change weight | |||||||
| 1 = lose weight | U | - | - | - | - | ||
| M | - | - | - | - | |||
| 2 = gain weight | U | 0.14 | 0.11 | 1.50 | 0.13 | ||
| M | 0.13 | 0.14 | −0.44 | 0.66 | |||
| 3 = stay the same weight | U | 0.24 | 0.25 | −0.49 | 0.62 | ||
| M | 0.24 | 0.23 | 0.27 | 0.79 | |||
| 4 = not trying to do anything about | U | 0.21 | 0.26 | 2.27 | <0.05 | ||
| their weight | M | 0.21 | 0.26 | −1.51 | 0.13 | ||
| 2. Parenting capacity | |||||||
| Parents’ education | |||||||
| Lower than high school | U | - | - | - | - | ||
| M | - | - | - | - | |||
| High school | U | 0.36 | 0.17 | 8.89 | <0.01 | ||
| M | 0.35 | 0.34 | 0.16 | 0.87 | |||
| Greater than high school | U | 0.39 | 0.73 | −13.69 | <0.01 | ||
| M | 0.40 | 0.38 | 0.70 | 0.49 | |||
| Parents’ employment | U | 5.34 | 6.33 | −9.37 | <0.01 | ||
| M | 5.38 | 5.29 | 0.53 | 0.60 | |||
| Parents’ health | U | 3.38 | 3.82 | −8.39 | <0.01 | ||
| M | 3.38 | 3.40 | −0.22 | 0.83 | |||
| Parents’ income | U | 6.12 | 9.34 | −21.13 | <0.01 | ||
| M | 6.27 | 6.20 | 0.34 | 0.73 | |||
| Parent-child relationship | U | 4.73 | 5.13 | −7.83 | <0.01 | ||
| M | 4.74 | 4.62 | 1.61 | 0.11 | |||
| Parental characteristics | U | 0.41 | 0.69 | −10.62 | <0.01 | ||
| M | 0.42 | 0.44 | −0.30 | 0.76 | |||
| 3. Family Function | |||||||
| Family structure | U | 0.60 | 0.81 | −9.53 | <0.01 | ||
| M | 0.60 | 0.60 | 0.15 | 0.88 | |||
| Family size with members less than 18 | U | 2.50 | 2.25 | 4.38 | <0.01 | ||
| years old | M | 2.49 | 2.52 | −0.31 | 0.76 | ||
| Family TV restriction | U | 0.82 | 0.86 | −2.03 | <0.05 | ||
| M | 0.82 | 0.84 | −0.81 | 0.42 | |||
| Food security | U | 1.41 | 0.50 | 8.55 | <0.01 | ||
| M | 1.36 | 1.29 | 0.30 | 0.77 | |||
| SES | U | 2.00 | 3.31 | 18.09 | <0.01 | ||
| M | 2.05 | 2.01 | 0.41 | 0.69 | |||
| 4. School | |||||||
| School’s ratio of minorities | U | 3.26 | 2.56 | 9.13 | <0.01 | ||
| M | 3.21 | 3.10 | 0.87 | 0.39 | |||
| School reduced-price lunch program | U | 3.24 | 3.08 | 3.27 | <0.01 | ||
| M | 3.27 | 3.33 | −0.96 | 0.34 | |||
| School free lunch program | U | 45.65 | 29.09 | 14.10 | <0.01 | ||
| M | 45.48 | 44.45 | 0.54 | 0.59 | |||
| 5. Environment | |||||||
| Urbanity | |||||||
| Large city | U | - | - | - | - | ||
| M | - | - | - | - | |||
| Mid-size city | U | 0.25 | 0.44 | −7.25 | <0.01 | ||
| M | 0.26 | 0.24 | 0.61 | 0.54 | |||
| Small town and rural | U | 0.46 | 0.28 | 7.01 | <0.01 | ||
| M | 0.43 | 0.44 | −0.30 | 0.76 |
Source: 2007 Early Childhood Longitudinal Study.
Weighted logistic regression after PSM.
| Variables | ||||
|---|---|---|---|---|
| Dependent Variables | Overweight | Binary variable | OR | CI |
| Treatment | Head Start | Binary variable | 1.28 | 0.73–2.27 |
| Covariates | 1. Individual | |||
| Age | 0.91 | 0.55–1.49 | ||
| Female | 0.86 | 0.50–1.48 | ||
| Race/Ethnicity | ||||
| Non-Hispanic white | - | - | ||
| Non-Hispanic Black | 5.23 ** | 2.04–13.37 | ||
| Hispanic | 1.32 | 0.51–3.42 | ||
| Other | 1.28 | 0.29–5.61 | ||
| School-sponsored activities | 1.07 * | 1.01–1.15 | ||
| Sports activities | 0.32 ** | 0.17–0.61 | ||
| Sedentary lifestyles | 1.00 | 0.99–1.01 | ||
| Perceived weight degrees | 6.86 ** | 4.22–11.16 | ||
| Intention to change weight | ||||
| 1 = lose weight | - | - | ||
| 2 = gain weight | 0.04 ** | 0.01–0.15 | ||
| 3 = stay the same weight | 0.08 ** | 0.04–0.16 | ||
| 4 = not trying to do anything about their weight | 0.15 ** | 0.08–0.30 | ||
| 2. Parenting capacity | ||||
| Parents’ education | ||||
| Lower than high school | - | - | ||
| High School | 1.76 | 0.87–3.54 | ||
| Greater than high school | 1.19 | 0.56–2.50 | ||
| Parent’s employment | 0.99 | 0.81–1.21 | ||
| Parents’ health | 1.07 | 0.79–1.45 | ||
| Parents’ income | 1.05 | 0.91–1.22 | ||
| Parent-child relationship | 1.02 | 0.78–1.34 | ||
| Parental characteristics | 0.87 | 0.39–1.92 | ||
| 3. Family Function | ||||
| Family structure | 1.46 | 0.52–4.08 | ||
| Family size with members less than 18 years old | 0.78 * | 0.63–0.97 | ||
| Family TV restriction | 0.40 * | 0.20–0.80 | ||
| Food security | 0.97 | 0.85–1.10 | ||
| SES | 0.87 | 0.59–1.29 | ||
| 4. School | ||||
| School’s ratio of minorities | 1.15 | 0.84–1.56 | ||
| School free lunch program | 1.01 | 1.01–1.02 | ||
| School reduced-price lunch program | 1.13 | 0.82–1.57 | ||
| 5. Environment | ||||
| Urbanity | ||||
| Large city | - | - | ||
| Mid-size city | 1.76 | 0.82–3.78 | ||
| Small town and rural | 1.54 | 0.71–3.33 | ||
| Total |
| 702 | ||
| Weighted | 274,253 | |||
* p < 0.05; ** p < 0.01; Source: 2007 Early Childhood Longitudinal Study.