Effects of the Head Start Program on Socioecological Obesogenic Factors in American Children
Abstract
1. Introduction
2. Materials and Methods
2.1. Data Source
2.2. Conceptual Frameworks
2.3. Dependent Variable
2.4. Independent Variables
2.5. Satistical Analyses
3. Results
3.1. Imbalance Test of PSM for the Pair-Matching Procedure
3.2. Imbalance Test of PSM with a Comparison between Matched and Unmatched Covariates
4. Discussion
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Conflicts of Interest
References
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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 |
% (n), Mean (SD) | ||||||
---|---|---|---|---|---|---|
Variables | Overweight | Normal Weight | Overall | p-Value | ||
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 capacity | ||||||
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 Function | ||||||
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) |
Variables | |||||||
---|---|---|---|---|---|---|---|
Dependent Variables | Overweight | Binary Variable (1 = Overweight, 0 = Normal) | Unmatched (n = 2993) Matched (n = 351) | Mean | t-Test | ||
Treated | Control | t | p > |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 |
Variables | ||||
---|---|---|---|---|
Dependent Variables | Overweight | Binary variable (1 = overweight, 0 = normal) | 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 | n | 702 | ||
Weighted n | 274,253 |
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Kim, T.; Kim, M.; Jang, C.-Y.; Gim, N.-G. Effects of the Head Start Program on Socioecological Obesogenic Factors in American Children. Int. J. Environ. Res. Public Health 2021, 18, 4779. https://doi.org/10.3390/ijerph18094779
Kim T, Kim M, Jang C-Y, Gim N-G. Effects of the Head Start Program on Socioecological Obesogenic Factors in American Children. International Journal of Environmental Research and Public Health. 2021; 18(9):4779. https://doi.org/10.3390/ijerph18094779
Chicago/Turabian StyleKim, Taeeung, Minju Kim, Chang-Yong Jang, and Nam-Gyeong Gim. 2021. "Effects of the Head Start Program on Socioecological Obesogenic Factors in American Children" International Journal of Environmental Research and Public Health 18, no. 9: 4779. https://doi.org/10.3390/ijerph18094779
APA StyleKim, T., Kim, M., Jang, C.-Y., & Gim, N.-G. (2021). Effects of the Head Start Program on Socioecological Obesogenic Factors in American Children. International Journal of Environmental Research and Public Health, 18(9), 4779. https://doi.org/10.3390/ijerph18094779