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