| Literature DB >> 35821024 |
Néboa Zozaya1,2, Juan Oliva-Moreno3, Laura Vallejo-Torres4.
Abstract
BACKGROUND: The growing number of employed women has been associated with an increase in the prevalence of overweight and obesity in children. We sought to determine whether childhood overweight/obesity in Spain is associated with labour participation of mothers and fathers, and whether the identity of the main caregiver has an influence on child's weight and unhealthy behaviour.Entities:
Keywords: Childhood; Maternal employment; Multi-level; Obesity; Parental employment; Unhealthy habits
Mesh:
Year: 2022 PMID: 35821024 PMCID: PMC9277834 DOI: 10.1186/s12889-022-13735-3
Source DB: PubMed Journal: BMC Public Health ISSN: 1471-2458 Impact factor: 4.135
Variables included in the main and auxiliary analysis
| Area | Variables | Coding of the variables |
|---|---|---|
| Obesity | 1 if the child is affected by obesity, 0 otherwise | |
| Obesity / overweight | 1 if the child is affected by obesity or overweight, 0 otherwise | |
| BMI | Continuous variable between 12 and 35 kg/m2 | |
| Low fruit consumption | 1 if the child usually doesn’t eat fruit every day of the week, 0 otherwise | |
| Consumtion of sweets | 1 if the child usually eats sweets or chocolate every day, 0 otherwise | |
| Screens viewing | 1 if the child usually watches TV, uses the computer/tablet or plays with the console for 4 h or more per day, 0 otherwise | |
| Sedentarism | 1 if the child didn’t feel physically active at least twice per week in the last 7 days, 0 otherwise | |
Both parents have a job (dual-earner households) Only the father has a job Only the mother has a job Reference category: Neither of the parents has a job | ||
| Sex | 1 if boy, 0 if girl | |
| Age | Continuous variable between 9 and 21 years old | |
| Parents’ educational level | Both parents have university education (completed or not) Both parents have a primary level of education or no studies Reference category: the remaining situations (both parents have secondary studies or each of them has a different educational level) | |
| Family material wealth (FAS score) | 1 if the child belongs to a family with medium or low wealth (less than 6 points at the FAS scale), 0 otherwise | |
| Parents’ origin | 1 if both parents were born in Spain, 0 otherwise | |
| Siblings | Number of siblings | |
| 18 dummies for each Spanish region (17 Autonomous Communities and 1 for Ceuta and Melilla, the two Spanish Autonomous Cities) | ||
| School attended by the child | Dummies for each school: 133 for 2010 and 399 for 2014 | |
At the supplementary file we show how questions were phrased at the survey
Prevalence of the sample characteristics and presence of obesity or overweight among the children (biparental families, 2010–2014)
| Prevalence | % with obesity | Pearson Chi2 test | % with overweight | Pearson Chi2 test | ||
|---|---|---|---|---|---|---|
| Sex | Boys | 49.87 | 4.29 | 18.38 | ||
| Girls | 50.13 | 2.08 | 11.53 | |||
| Age groups | Under 13 years | 29.96 | 4.68 | 18.65 | ||
| Between 13 and 15 years | 46.78 | 2.67 | 14.04 | |||
| 16 years and older | 23.78 | 2.34 | 12.22 | |||
| Economic level | Low family affluence | 2.20 | 4.06 | 15.23 | ||
| Medium family affluence | 39.60 | 3.98 | 16.10 | |||
| High family affluence | 58.21 | 2.65 | 14.16 | |||
| Parental working status | Both parents have a job | 63.62 | 2.94 | 14.77 | ||
| Only the father has a job | 26.53 | 3.21 | 15.03 | |||
| Only the mother has a job | 5.94 | 4.15 | 15.35 | |||
| Neither of the parents has a job | 3.91 | 4.97 | 15.37 | |||
| Parental educational level | Both of university level | 18.66 | 2.10 | 12.77 | ||
| Both of secondary level or each parent of a different level | 59.86 | 2.86 | 14.74 | |||
| Both of primary level or less | 21.48 | 4.12 | 16.22 | |||
| Parents’ origin | Both parents born in Spain | 84.73 | 3.04 | 14.59 | ||
| One parent born in Spain | 5.33 | 3.17 | 17.33 | |||
| Neither of the parents born in Spain | 9.94 | 4.08 | 16.71 | |||
| Siblings | Only child | 15.22 | 3.12 | 16.32 | ||
| One brother/sister | 60.28 | 2.93 | 14.93 | |||
| Two brothers/sisters | 16.44 | 3.56 | 14.48 | |||
| Three or more brothers/sisters | 8.06 | 4.47 | 13.27 | |||
Prevalence of families’ socioeconomic level, by parents’ work status (biparental families, 2010–2014)
| % Both parents have a job | % Only the father has a job | % Only the mother has a job | % Neither of the parents has a job | ||
|---|---|---|---|---|---|
| High wealth (FAS 3) ( | 69.47 | 24.81 | 3.90 | 1.82 | 100% |
| Medium or low wealth (FAS 1 or FAS_2) ( | 55.63 | 30.10 | 7.86 | 6.42 | 100% |
| Pearson Chi2 test | |||||
| Both parents with university education ( | 78.25 | 17.50 | 3.32 | 0.93 | 100% |
| Both parents with secondary level education or each parent with a different level ( | 63.10 | 27.46 | 6.13 | 3.32 | 100% |
| Both parents with primary education or less ( | 50.22 | 32.72 | 8.39 | 8.66 | 100% |
| Pearson Chi2 test | |||||
Multilevel regression models on children’s weight status
| Obesity | Obesity / overweight | BMI (linear) | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Model 1 | Model 2 | Model 3 | Model 4 | Model 1 | Model 2 | Model 3 | Model 4 | Model 1 | Model 2 | Model 3 | Model 4 | |
| Only the father has a job | 1.029 | 1.005 | 0.977 | 0.962 | 1.022 | 1.009 | 0.991 | 0.983 | 0.013 | -0.001 | -0.027 | -0.036 |
| (0.086) | (0.084) | (0.082) | (0.081) | (0.039) | (0.038) | (0.038) | (0.037) | (0.042) | (0.042) | (0.042) | (0.042) | |
| Only the mother has a job | 1.320** | 1.259 | 1.231 | 1.188 | 1.093 | 1.065 | 1.051 | 1.031 | 0.218*** | 0.189** | 0.168** | 0.148 |
| (0.186) | (0.178) | (0.174) | (0.168) | (0.075) | (0.073) | (0.072) | (0.071) | (0.078) | (0.078) | (0.078) | (0.078) | |
| None of the parents have a job | 1.560*** | 1.438** | 1.363 | 1.285 | 1.184** | 1.134 | 1.096 | 1.063 | 0.258*** | 0.211** | 0.164 | 0.131 |
| (0.249) | (0.230) | (0.220) | (0.208) | (0.100) | (0.096) | (0.093) | (0.091) | (0.098) | (0.098) | (0.098) | (0.099) | |
| Medium–low family affluence | 1.497*** | 1.418*** | 1.246*** | 1.205*** | 0.245*** (0.046) | 0.201*** (0.046) | ||||||
| (0.130) | (0.124) | (0.050) | (0.049) | |||||||||
| Parents’ high educational level | 0.657*** | 0.677*** | 0.785*** | 0.798*** | -0.325*** | -0.308*** | ||||||
| (0.076) | (0.079) | (0.038) | (0.039) | (0.051) | (0.051) | |||||||
| Parents’ low educational level | 1.373*** | 1.334*** | 1.202*** | 1.183*** | 0.215*** | 0.197*** | ||||||
| (0.122) | (0.119) | (0.051) | (0.050) | (0.049) | (0.049) | |||||||
| Spanish parents | 0.837 | 0.847 | 0.839 | 0.847 | 0.820*** | 0.826*** | 0.819*** | 0.824*** | -0.247*** | -0.239*** | -0.247*** | -0.240*** |
| (0.081) | (0.082) | (0.082) | (0.082) | (0.038) | (0.038) | (0.038) | (0.038) | (0.054) | (0.053) | (0.053) | (0.053) | |
| MOR (school) | 1.53 | 1.51 | 1.50 | 1.48 | 1.31 | 1.30 | 1.29 | 1.29 | 0.020 | 0.019 | 0.018 | 0.018 |
| Wald Chi2 test | 265 | 288.7 | 303.3 | 320.4 | 642.1 | 672.5 | 700.3 | 721.4 | 3285 | 3339 | 3428 | 3463 |
Odds ratios for obesity and obesity + overweight, and coefficients for BMI
Robust seeform in parentheses. *** p < 0.01, ** p < 0.05
All models were also adjusted for gender, age, number of siblings, region and year. Models 2 and 4 were also adjusted for the missing variables of the family’s socioeconomic level. Models 3 and 4 were also adjusted for the missing variables of the parent’s educational level. Only biparental families considered. N = 27,598. 532 schools
Reference categories: both parents have a job; high family affluence; parents’ medium educational level; non-Spanish parents
Multilevel regression models on children’s obesity/BMI, by sex and age group
| Boys under 13 | Girls under 13 | Boys 13–15 years old | Girls 13–15 years old | Boys ≥ 16 years old | Girls ≥ 16 years old | |||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Obesity | BMI | Obesity | BMI | Obesity | BMI | Obesity | BMI | Obesity | BMI | Obesity | BMI | |
| Only the father has a job | 1.159 | 0.101 | 1.123 | 0.158 | 1.051 | -0.124 | 0.731 | 0.070 | 0.667 | -0.189 | 0.693 | -0.217 |
| (0.180) | (0.112) | (0.272) | (0.108) | (0.169) | (0.093) | (0.169) | (0.084) | (0.177) | (0.121) | (0.234) | (0.126) | |
| Only the mother has a job | 1.270 | 0.105 | 3.504*** | 0.870*** | 1.067 | -0.260 | 0.828 | 0.425*** | 1.049 | 0.116 | 0.429 | 0.061 |
| (0.386) | (0.233) | (1.144) | (0.210) | (0.297) | (0.170) | (0.338) | (0.159) | (0.438) | (0.216) | (0.268) | (0.206) | |
| None of the parents have a job | 1.638 | 0.424 | 0.743 | 0.019 | 1.972** | 0.308 | 0.311 | -0.048 | 1.617 | 0.024 | 1.182 | 0.342 |
| (0.559) | (0.302) | (0.476) | (0.290) | (0.564) | (0.225) | (0.195) | (0.194) | (0.670) | (0.256) | (0.549) | (0.245) | |
| Medium–low family affluence | 1.442** | 0.299** | 1.298 | 0.212 | 1.258 | 0.254** | 1.545 | 0.243*** | 1.551 | 0.140 | 1.502 | 0.045 |
| (0.240) | (0.122) | (0.351) | (0.116) | (0.209) | (0.102) | (0.358) | (0.090) | (0.399) | (0.130) | (0.514) | (0.134) | |
| Parents’ high educational level | 0.712 | -0.234 | 1.108 | -0.240 | 0.544*** | -0.455*** | 0.607 | -0.371*** | 0.641 | -0.356** | 0.576 | -0.474*** |
| (0.150) | (0.127) | (0.327) | (0.125) | (0.126) | (0.109) | (0.212) | (0.105) | (0.238) | (0.151) | (0.320) | (0.163) | |
| Parents’ low educational level | 1.474** | 0.559*** | 1.552 | 0.349** | 1.193 | 0.197 | 1.379 | 0.220** | 1.064 | 0.047 | 1.631 | 0.233 |
| (0.287) | (0.149) | (0.443) | (0.144) | (0.199) | (0.106) | (0.307) | (0.094) | (0.273) | (0.134) | (0.477) | (0.129) | |
Odds ratios for obesity and coefficients for BMI. Robust seeform in parentheses. *** p < 0.01, ** p < 0.05
All models were adjusted for region, parents’ origin, number of siblings, year, family affluence, parents’ educational level, the missing variables of the family’s socioeconomic level and the missing variables of the parents’ educational level. Only biparental families were considered
Reference categories: both parents have a job; high family affluence; parents’ medium educational level
Multilevel regression models on unhealthy lifestyles (Odds ratios)
| Low fruits consumption | Sweets consumption | Screens viewing | Sedentarism | |
|---|---|---|---|---|
| Only the father has a job | 1.038 | 1.052 | 1.029 | 1.143*** |
| (0.030) | (0.042) | (0.050) | (0.040) | |
| Only the mother has a job | 1.121** | 1.165** | 1.197** | 1.247*** |
| (0.061) | (0.083) | (0.104) | (0.078) | |
| None of the parents have a job | 1.037 | 1.147 | 1.191 | 1.352*** |
| (0.071) | (0.098) | (0.125) | (0.101) | |
| Medium–low family affluence | 1.190*** | 0.986 | 0.985 | 1.161*** |
| (0.038) | (0.043) | (0.044) | (0.044) | |
| Parents’ high educational level | 0.631*** | 0.916 | 0.672*** | 0.872*** |
| (0.021) | (0.047) | (0.046) | (0.040) | |
| Parents’ low educational level | 1.202*** | 1.130*** | 1.179*** | 1.230*** |
| (0.041) | (0.050) | (0.063) | (0.047) | |
| Spanish parents | 1.047 | 0.842*** | 0.781*** | 0.834*** |
| (0.038) | (0.041) | (0.046) | (0.035) | |
| Observations | 30,427 | 30,240 | 18,727 | 29,840 |
| Number of groups | 532 | 532 | 526 | 532 |
| Wald Chi2 test | 677 | 253 | 215 | 1191 |
| MOR (school) | 1.26 | 1.33 | 1.40 | 1.20 |
seEform in parentheses. *** p < 0.01, ** p < 0.05
All models were adjusted for region, parents’ origin, number of siblings, year, family affluence, parents’ educational level, the missing variables of the family’s socioeconomic level and the missing variables of the parents’ educational level. Only biparental families were considered
Reference categories: both parents have a job; high family affluence; parents’ medium educational level