| Literature DB >> 31963837 |
Néboa Zozaya1,2, Laura Vallejo1.
Abstract
BACKGROUND: Previous studies have analyzed the impact of economic crises on adult's health and lifestyles, but evidence among children and adolescents is limited. The objective of this study was to analyze the impact of the economic crisis on self-perceived health and some risk behaviors in the Spanish adolescent population.Entities:
Keywords: HBSC; adolescents; children; economic crisis; health; lifestyles; multilevel analysis; recession; risk behaviors; teenagers
Year: 2020 PMID: 31963837 PMCID: PMC7013908 DOI: 10.3390/ijerph17020643
Source DB: PubMed Journal: Int J Environ Res Public Health ISSN: 1660-4601 Impact factor: 3.390
Variables included in the analyses.
| Area | Variables | Coding of the Variables |
|---|---|---|
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| Self-rated health | 1 if excellent or good, 0 otherwise. |
| Vital satisfaction scale | Continuous variable between 0 and 10, 10 being the best possible life | |
| Health complaints: 8 physical and psychological symptoms (headache, abdominal pain, backache, feeling dizzy, feeling low, irritable or nervous, and difficulties in getting to sleep) | 1 if rarely or never affected by any of them, 0 otherwise | |
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| Smoking | 1 if frequently or occasionally smoking during the last year, 0 otherwise |
| Alcohol consumption | 1 if drinking any alcoholic beverage at least every week (beer, wine, spirits, alcopops, or any other drink that contains alcohol), 0 otherwise | |
| Absence of breakfast | 1 if not eating breakfast every weekday, 0 otherwise | |
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| Gender | 1 if boy, 0 if girl |
| Age groups | Three dummies: 9–12 years, 13–16 years, 17 years and older | |
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| Family structure | 1 if biparental, 0 otherwise |
| Parents’ work status | 1 if both parents are working, 0 otherwise | |
| Family material wealth (FAS score) | Three dummies: high score, medium score, low score | |
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| Family understanding | 1 if the child feels that at least one of the parents understand him/her, 0 otherwise |
| Family help | 1 if the child feels that at least one of the parents help him/her, 0 otherwise | |
| Family knowledge | 1 if the child feels that at least one of the parents knows a lot about his/her expenditures, friends, leisure time, and night outings, 0 otherwise | |
| Family love | 1 if the child feels that at least one of his/her parents is loving, 0 otherwise | |
| Physical fights | 1 if the child was involved in at least one physical fight with peers during the last year, 0 if otherwise | |
| Bullying | 1 if the child has bullied a peer at least once during the last year, 0 if otherwise | |
| Bullying victim | 1 if the child was bullied by peers at least once during the last year, 0 if otherwise | |
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| School | Dummies for each school: 272 for 2002, 377 for 2006, 133 for 2010, and 399 for 2014 |
| Region | 18 dummies for each Spanish region (17 Autonomous Communities and 1 for Ceuta and Melilla, the two Spanish Autonomous Cities) | |
Descriptive analysis of the independent variables.
| Category | Description | Year 2002 | Year 2006 | Year 2010 | Year 2014 | Total |
|---|---|---|---|---|---|---|
| Sample | Number of children | 13,552 | 21,811 | 11,230 | 31,058 | 77,651 |
| Number of schools | 272 | 377 | 133 | 399 | 1,181 | |
| Gender | % Boys | 49.59 | 48.13 | 49.39 | 49.65 | 49.18 |
| % Girls | 50.41 | 51.87 | 50.61 | 50.35 | 50.82 | |
| Age groups | % Under 13 years | 29.85 | 31.47 | 27.95 | 29.98 | 30.08 |
| % Aged 13–16 years | 53.16 | 50.35 | 58.95 | 59.93 | 55.92 | |
| % 17 years and older | 17.00 | 18.18 | 13.10 | 10.09 | 14.00 | |
| Economic level | % Low family affluence | 9.65 | 5.27 | 2.99 | 3.23 | 5.27 |
| % Medium family affluence | 52.83 | 45.02 | 34.33 | 45.60 | 44.97 | |
| % High family affluence | 37.52 | 49.71 | 62.67 | 51.17 | 49.76 | |
| Parental work status | % Both parents working | 62.61 | 68.88 | 66.75 | 62.81 | 65.08 |
| % Only one parent working | 35.19 | 29.24 | 30.53 | 32.64 | 31.81 | |
| % No parent working | 2.20 | 1.87 | 2.72 | 4.55 | 3.11 | |
| Family structure | % Two-parent | 85.92 | 82.76 | 79.14 | 80.23 | 81.80 |
| % Single-parent | 9.59 | 10.97 | 11.46 | 13.04 | 11.61 | |
| % Other family structure | 4.49 | 6.27 | 9.40 | 6.73 | 6.59 | |
| Family support | % Parental understanding | 44.98 | 69.96 | 69.90 | 70.66 | 65.72 |
| % Parental help | 61.61 | 87.02 | 86.10 | 86.98 | 82.29 | |
| % Parental knowledge | 21.36 | 47.44 | 46.05 | 55.44 | 43.30 | |
| % Parental love | 62.04 | 87.60 | 86.13 | 86.92 | 82.53 | |
| Peer behaviors | % With physical fighting | 36.45 | 31.52 | 33.17 | 28.87 | 22.57 |
| % Bullying others | 31.25 | 20.11 | 20.15 | 17.58 | 21.33 | |
| % Bullying victims | 24.13 | 12.50 | 13.33 | 15.09 | 15.78 | |
| Crisis proxy | Regional unemployment rate annual change (%) | 9.12 | −7.48 | 12.07 | −7.43 | −1.73 |
Descriptive analysis of the dependent variables.
| Category | Description | Year 2002 (%) | Year 2006 (%) | Year 2010 (%) | Year 2014 (%) | Total (%) |
|---|---|---|---|---|---|---|
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| Health symptoms | Rarely/never had health symptoms | 51.78 | 62.31 | 61.41 | 61.86 | 60.12 |
| Otherwise | 48.22 | 37.69 | 38.59 | 38.14 | 39.88 | |
| Self-reported health | Excellent/good | 88.37 | 91.23 | 91.93 | 91.85 | 91.06 |
| Fair/poor | 11.63 | 8.77 | 8.07 | 8.15 | 8.94 | |
| Vital satisfaction Scale (mean scores) | 6.57 | 6.87 | 6.87 | 7.70 | 7.13 | |
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| Smoking | Yes | 24.92 | 16.10 | 17.00 | 10.00 | 15.38 |
| No | 75.08 | 83.90 | 83.00 | 90.00 | 84.62 | |
| Frequent alcohol consumption | Yes | 17.57 | 18.29 | 16.09 | 7.11 | 13.42 |
| No | 82.43 | 81.71 | 83.91 | 92.89 | 86.58 | |
| Breakfast during weekdays | 5 days | 69.24 | 73.36 | 61.85 | 74.61 | 71.44 |
| Less than 5 days | 30.76 | 26.64 | 38.15 | 25.39 | 28.56 | |
Results from the multilevel logistic regressions on health complaints, self-rated health, and life satisfaction (odds ratios/coefficients).
| Variable | 8 Health Complaints (Logistic) | Self-Rated Health (Logistic) | Life Satisfaction Scale (Linear) | ||||||
|---|---|---|---|---|---|---|---|---|---|
| Model 1 | Model 2 | Model 3 | Model 1 | Model 2 | Model 3 | Model 1 | Model 2 | Model 3 | |
| Boy | 2.196 *** | 2.192 *** | 2.645 *** | 1.630 *** | 1.609 *** | 1.812 *** | 0.146 *** | 0.136 *** | 0.194 *** |
| (0.041) | (0.041) | (0.054) | (0.051) | (0.051) | (0.060) | (0.015) | (0.015) | (0.015) | |
| Aged 13–16 | 0.590 ** | 0.594 *** | 0.627 *** | 0.457 *** | 0.465 *** | 0.487 *** | −0.776 *** | −0.752 *** | −0.671 *** |
| (0.015) | (0.015) | (0.017) | (0.021) | (0.021) | (0.024) | (0.022) | (0.022) | (0.022) | |
| Aged 17 and older | 0.451 *** | 0.457 *** | 0.451 *** | 0.334 *** | 0.345 *** | 0.345 *** | −1.081 *** | −1.040 *** | −0.979 *** |
| (0.015) | (0.015) | (0.136) | (0.018) | (0.019) | (0.020) | (0.031) | (0.031) | (0.029) | |
| FAS_medium | 1.327 *** | 1.220 *** | 1.504 *** | 1.330 *** | 0.400 *** | 0.282 *** | |||
| (0.060) | (0.056) | (0.091) | (0.082) | (0.036) | (0.035) | ||||
| FAS_high | 1.471 *** | 1.292 *** | 1.997 *** | 1.640 *** | 0.665 *** | 0.481 *** | |||
| (0.067) | (0.060) | (0.125) | (0.105) | (0.037) | (0.035) | ||||
| Both parents working | 1.032 | 1.040 * | 1.037 | 1.040 | 0.045 *** | 0.045 *** | |||
| (0.020) | (0.021) | (0.034) | (0.034) | (0.016) | (0.015) | ||||
| Two-parent family structure | 1.370 *** | 1.278 *** | 1.444 *** | 1.325 *** | 0.430 *** | 0.337 *** | |||
| (0.037) | (0.036) | (0.060) | (0.056) | (0.022) | (0.021) | ||||
| Parental understanding | 1.269 *** | 1.219 *** | 0.389 *** | ||||||
| (0.028) | (0.043) | (0.017) | |||||||
| Parental help | 1.218 *** | 1.530 *** | 0.432 *** | ||||||
| (0.035) | (0.062) | (0.022) | |||||||
| Parental knowledge | 1.479 *** | 1.588 *** | 0.360 *** | ||||||
| (0.033) | (0.063) | (0.017) | |||||||
| Parental love | 1.242 *** | 1.307 *** | 0.390 *** | ||||||
| (0.035) | (0.053) | (0.021) | |||||||
| Fighting with peers | 0.642 *** | 0.710 *** | −0.192 *** | ||||||
| (0.015) | (0.026) | (0.017) | |||||||
| Bullying | 0.752 *** | 0.818 *** | −0.120 *** | ||||||
| (0.019) | (0.031) | (0.019) | |||||||
| Bullying victim | 0.520 *** | 0.668 *** | −0.526 *** | ||||||
| (0.015) | (0.028) | (0.021) | |||||||
| Unemployment rate change | 0.470 *** | 0.482 *** | 1.062 | 0.548 *** | 0.578 *** | 1.338 | −1.834 *** | −1.769 *** | −0.242 * |
| (0.059) | (0.059) | (0.132) | (0.098) | (0.100) | (0.241) | (0.155) | (0.153) | (0.127) | |
| Constant | 1.621 *** | 0.874 ** | 0.639 *** | 17.296 *** | 7.291 *** | 4.752 *** | 7.608 *** | 6.683 *** | 5.803 *** |
| (0.056) | (0.052) | (0.042) | (0.913) | (0.618) | (0.452) | (0.044) | (0.058) | (0.055) | |
| Observations | 53,543 | 53,543 | 53,543 | 56,238 | 56,238 | 56,238 | 55,789 | 55,789 | 55,789 |
| Wald chi-squared test | 2371 | 2583 | 4833 | 676 | 928 | 2009 | 1754 | 2742 | 8997 |
| Likelihood ratio test | 383.6 | 345.6 | 178.2 | 146 | 115 | 81 | 2213 | 2165 | 1115 |
| MOR/ICC (region) | 1.11 | 1.11 | 1.08 | 1.13 | 1.14 | 1.13 | 0.008 | 0.007 | 0.004 |
| MOR/ICC (school) | 1.32 | 1.30 | 1.25 | 1.38 | 1.34 | 1.28 | 0.077 | 0.076 | 0.045 |
Standard errors in parentheses. *** p < 0.01, ** p < 0.05, * p < 0.1. The models include dummies for the missing values of relationship/conflict indicators. Number of groups: 18 regions; 1,181 schools. Odds ratios and median odds ratios (MOR) for the logistic regression models and coefficients and intraclass correlation coefficients (ICC) for the linear models.
Results from the multilevel logistic regressions on lifestyle habits (odds ratios).
| Variable | Smoking | Alcohol Consumption | Absence of Breakfast | ||||||
|---|---|---|---|---|---|---|---|---|---|
| Model 1 | Model 2 | Model 3 | Model 1 | Model 2 | Model 3 | Model 1 | Model 2 | Model 3 | |
| Boy | 0.751 *** | 0.751 *** | 0.579 *** | 1.517 *** | 1.514 *** | 1.256 *** | 0.627 *** | 0.628 *** | 0.591 *** |
| (0.019) | (0.019) | (0.016) | (0.043) | (0.042) | (0.037) | (0.012) | (0.013) | (0.012) | |
| Aged 13–16 | 9.585 *** | 9.610 *** | 8.822 *** | 12.048 *** | 12.107 *** | 10.739 *** | 2.132 *** | 2.122 *** | 1.958 *** |
| (0.608) | (0.610) | (0.575) | (1.002) | (1.008) | (0.917) | (0.058) | (0.058) | (0.058) | |
| Aged 17 and older | 21.318 *** | 21.387 *** | 21.982 *** | 35.715 *** | 36.017 *** | 35.044 *** | 2.704 *** | 2.681 *** | 2.490 *** |
| (1.467) | (1.475) | (1.566) | (3.139) | (3.169) | (3.177) | (0.096) | (0.095) | (0.095) | |
| FAS_medium | 0.894 ** | 0.943 | 1.054 | 1.095 | 0.780 *** | 0.825 *** | |||
| (0.051) | (0.055) | (0.069) | (0.074) | (0.035) | (0.038) | ||||
| FAS_high | 0.844 *** | 0.917 | 1.066 | 1.137 * | 0.722 *** | 0.790 *** | |||
| (0.049) | (0.055) | (0.072) | (0.078) | (0.033) | (0.036) | ||||
| Both parents working | 1.077 *** | 1.066 ** | 1.082 *** | 1.071 ** | 0.987 | 0.983 | |||
| (0.029) | (0.030) | (0.032) | (0.032) | (0.020) | (0.021) | ||||
| Two-parent family structure | 0.738 *** | 0.801 *** | 0.990 | 1.064 | 0.736 *** | 0.764 *** | |||
| (0.027) | (0.030) | (0.042) | (0.047) | (0.020) | (0.022) | ||||
| Parental understanding | 0.913 *** | 0.912 *** | 0.840 *** | ||||||
| (0.027) | (0.029) | (0.019) | |||||||
| Parental help | 0.881 *** | 0.972 | 0.849 *** | ||||||
| (0.031) | (0.039) | (0.024) | |||||||
| Parental knowledge | 0.442 *** | 0.533 *** | 0.753 *** | ||||||
| (0.014) | (0.018) | (0.018) | |||||||
| Parental love | 0.836 *** | 0.778 *** | 0.913 *** | ||||||
| (0.029) | (0.030) | (0.026) | |||||||
| Fighting with peers | 2.224 *** | 1.943 *** | 1.226 *** | ||||||
| (0.067) | (0.064) | (0.029) | |||||||
| Bullying | 1.621 *** | 1.600 *** | 1.128 *** | ||||||
| (0.051) | (0.055) | (0.029) | |||||||
| Bullying victim | 0.752 *** | 0.697 *** | 1.053 * | ||||||
| (0.030) | (0.031) | (0.031) | |||||||
| Unemployment rate change | 8.493 *** | 8.557 *** | 2.701 *** | 3.424 *** | 3.472 *** | 0.872 | 3.660 *** | 3.605 *** | 2.049 *** |
| (2.039) | (2.057) | (0.635) | (1.087) | (1.102) | (0.276) | (0.470) | (0.460) | (0.286) | |
| Constant | 0.022 *** | 0.032 *** | 0.044 *** | 0.009 *** | 0.008 *** | 0.012 *** | 0.261 *** | 0.452 *** | 0.636 *** |
| (0.002) | (0.004) | (0.005) | (0.001) | (0.001) | (0.002) | (0.013) | (0.031) | (0.048) | |
| Observations | 56,359 | 56,359 | 56,359 | 55,200 | 55,200 | 55,200 | 56,507 | 56,507 | 56,507 |
| Wald chi-squared test | 2177 | 2255 | 4210 | 2159 | 2166 | 3414 | 1593 | 1773 | 2371 |
| Likelihood ratio test | 1594 | 1591 | 1122 | 2760 | 2725 | 3398 | 511 | 504 | 538 |
| Median odds ratio (region) | 1.38 | 1.39 | 1.37 | 1.48 | 1.48 | 1.53 | 1.18 | 1.18 | 1.18 |
| Median odds ratio (school) | 1.87 | 1.87 | 1.76 | 2.35 | 2.35 | 2.24 | 1.32 | 1.31 | 1.33 |
Standard errors in parentheses. *** p < 0.01, ** p < 0.05, * p < 0.1. The models include dummies for missing values of the categorical contextual variables. Number of groups: 18 regions; 1181 schools.