| Literature DB >> 29236973 |
Mariëlle A Beenackers1, Joost Oude Groeniger1, Frank J van Lenthe1, Carlijn B M Kamphuis2.
Abstract
Background: Why lower socioeconomic groups behave less healthily can only partly be explained by direct costs of behaving healthily. We hypothesize that low income increases the risk of facing financial strain. Experiencing financial strain takes up cognitive 'bandwidth' and leads to less self-control, and subsequently results in more unhealthy behaviour. We therefore aim to investigate (i) whether a low income increases the likelihood of experiencing financial strain and of unhealthy behaviours, (ii) to what extent more financial strain is associated with less self-control and, subsequently, (iii) whether less self-control is related to more unhealthy behaviour.Entities:
Mesh:
Year: 2018 PMID: 29236973 PMCID: PMC6051441 DOI: 10.1093/eurpub/ckx212
Source DB: PubMed Journal: Eur J Public Health ISSN: 1101-1262 Impact factor: 3.367
Description of the sample by financial strain (n = 2812)
| Total | Financial strain (1.8% missing) | Self-control (3.3% missing) | |||
|---|---|---|---|---|---|
| No strain (68.1%) | Some strain (25.0%) | Great strain (6.9%) | |||
| Gender (no missing) | |||||
| Men | 44.8% | 46.5 | 43.3 | 33.3 | 44.0 ± 6.8 |
| Women | 55.2% | 53.5 | 56.6 | 66.6 | 44.2 ± 6.9 |
| Age groups (mean ± SD) (no missing) | 48.8 ± 14.9 | 49.0 ± 15.0 | 48.2 ± 14.4 | 48.6 ± 14.9 | – |
| 25–34 years | 25.6% | 26.2 | 23.9 | 23.4 | 42.4 ± 7.0 |
| 35–44 years | 16.9% | 16.4 | 18.7 | 17.0 | 43.9 ± 7.8 |
| 45–54 years | 17.6% | 15.7 | 21.5 | 23.6 | 44.3 ± 6.2 |
| 55–64 years | 19.3% | 19.8 | 18.0 | 16.9 | 44.9 ± 5.8 |
| 65–74 years | 20.7% | 22.0 | 17.9 | 19.1 | 45.4 ± 6.8 |
| Education (0.9% missing) | |||||
| Low (ISCED 0–2) | 25.8% | 21.0 | 33.7 | 43.7 | 44.6 ± 7.0 |
| Medium (ISCED 3–4) | 25.1% | 21.2 | 33.2 | 30.9 | 43.5 ± 6.9 |
| High (ISCED 5–8) | 49.1% | 57.8 | 33.2 | 25.4 | 44.2 ± 6.7 |
| Living together (1.1% missing) | |||||
| No, does not live together with partner | 26.0% | 20.2 | 33.5 | 52.8 | 42.6 ± 7.1 |
| Yes, lives together with partner | 74.0% | 79.8 | 66.5 | 47.2 | 44.6 ± 6.7 |
| Country of birth (0.5% missing) | |||||
| Netherlands | 88.5% | 91.7 | 85.1 | 74.3 | 44.0 ± 6.8 |
| Outside of the Netherlands | 11.5% | 8.3 | 14.9 | 25.7 | 45.2 ± 7.3 |
| Children living at home (no missing) | |||||
| No, no children living at home | 64.3% | 67.1 | 59.2 | 56.0 | 44.0 ± 6.9 |
| Yes, children living at home | 35.7% | 32.9 | 40.8 | 44.0 | 44.4 ± 6.8 |
| Employment status (1.9% missing) | |||||
| Employed | 63.6% | 67.1 | 59.0 | 44.8 | 44.0 ± 6.7 |
| Retired | 20.4% | 21.9 | 17.9 | 17.8 | 45.3 ± 6.7 |
| Unemployed | 8.0% | 4.5 | 12.6 | 24.9 | 42.7 ± 7.4 |
| Non-employed (students, housewives) | 7.9% | 6.5 | 10.4 | 12.6 | 43.7 ± 7.2 |
| Household equivalent income quartiles (12.7% missing) | |||||
| Lowest | 25.7% | 12.6 | 47.1 | 77.7 | 43.5 ± 7.4 |
| Middle low | 27.5% | 27.0 | 32.6 | 14.2 | 43.9 ± 6.8 |
| Middle high | 28.5% | 35.7 | 15.5 | 5.4 | 44.1 ± 6.6 |
| Highest | 18.2% | 24.7 | 4.8 | 2.7 | 44.6 ± 6.8 |
| 44.1 ± 6.9 | 44.7 ± 6.7 | 42.8 ± 7.0 | 42.3 ± 7.4 | – | |
| Physically inactive during leisure time (1.4% missing) | |||||
| Active | 88.8% | 90.8 | 86.1 | 79.7 | 44.3 ± 6.8 |
| Inactive | 11.2% | 9.2 | 13.9 | 20.3 | 42.2 ± 7.1 |
| Obese (1.4% missing) | |||||
| Not obese | 86.4% | 89.0 | 81.8 | 75.6 | 44.5 ± 6.8 |
| Obese | 13.6% | 11.0 | 18.2 | 24.4 | 41.6 ± 6.8 |
| Daily smokers (0.7% missing) | |||||
| Non-smoker or occasional smoker | 84.5% | 88.8 | 78.4 | 64.2 | 44.5 ± 6.7 |
| Daily smoker | 15.5% | 11.2 | 21.6 | 35.8 | 41.7 ± 7.0 |
| Excessive alcohol intake (2.6% missing) | |||||
| No excessive alcohol intake | 80.1% | 80.5 | 78.8 | 79.1 | 44.5 ± 6.8 |
| Excessive alcohol intake | 19.9% | 19.5 | 21.2 | 20.9 | 42.4 ± 6.9 |
| Weekly intake of fruit and vegetables (×100 g) (mean ± SD) (3.3% missing) | 19.7 ± 10.0 | 20.9 ± 9.8 | 17.4 ± 9.6 | 16.9 ± 10.1 | – |
| < –1 SD | 16.7% | 13.6% | 67.4% | 19.0% | 42.2 ± 6.8 |
| Mean ± 1SD | 64.5% | 22.9% | 61.5% | 15.6% | 44.2 ± 6.8 |
| > +1 SD | 18.7% | 24.4% | 56.3% | 19.3% | 45.6 ± 6.6 |
Notes: Data in this table are weighted according to the sampling strategy. The data are not imputed. SD, standard deviation.
Generalized linear models with log link function for leisure time physical inactivity (n = 2772), obesity (n = 2772), daily smoking (n = 2791) and excessive alcohol intake (n = 2738)
| Model 1: Household income | Model 2: + confounders | Model 3: + financial strain | Model 4: + self-control | Percentage reduction in risk ratio from model 3 to model 4 | ||||||
|---|---|---|---|---|---|---|---|---|---|---|
| RR | 95%CI | RR | 95%CI | RR | 95%CI | RR | 95%CI | % | 95%CI | |
| Leisure-time physical inactivity | ||||||||||
| Household equivalent income | ||||||||||
| Highest quartile | 1.00 | 1.00 | 1.00 | 1.00 | ||||||
| Middle high quartile | 1.53 | 0.98; 2.39 | 1.42 | 0.90; 2.45 | 1.42 | 0.90; 2.23 | 1.40 | 0.90; 2.20 | ||
| Middle low quartile | 1.70 | 1.07; 2.71 | 1.39 | 0.84; 2.29 | 1.35 | 0.82; 2.22 | 1.35 | 0.82; 2.21 | ||
| Lowest quartile | 2.05 | 1.35; 3.12 | 1.29 | 0.80; 2.10 | 1.17 | 0.71; 1.93 | 1.17 | 0.72; 1.92 | ||
| Financial strain | ||||||||||
| No strain | 1.00 | 1.00 | ||||||||
| Some strain | 1.14 | 0.86; 1.50 | 1.08 | 0.83; 1.42 | –40% | –406%; 318% | ||||
| Great strain | 1.48 | 1.02; 2.14 | 1.37 | 0.95; 1.97 | –23% | –103%; –2% | ||||
| Self-control | 0.97 | 0.95; 0.99 | ||||||||
| Obesity | ||||||||||
| Household equivalent income | ||||||||||
| Highest quartile | 1.00 | 1.00 | 1.00 | 1.00 | ||||||
| Middle high quartile | 1.76 | 1.07; 2.89 | 1.49 | 0.90; 2.47 | 1.46 | 0.89; 2.42 | 1.48 | 0.90; 2.41 | ||
| Middle low quartile | 2.15 | 1.30; 3.55 | 1.47 | 0.86; 2.52 | 1.38 | 0.80; 2.36 | 1.40 | 0.83; 2.37 | ||
| Lowest quartile | 2.88 | 1.78; 4.67 | 1.79 | 1.04; 3.08 | 1.49 | 0.84; 2.63 | 1.53 | 0.89; 2.64 | ||
| Financial strain | ||||||||||
| No strain | 1.00 | 1.00 | ||||||||
| Some strain | 1.38 | 1.07; 1.77 | 1.26 | 0.99; 1.60 | –32% | –102%; –13% | ||||
| Great strain | 1.64 | 1.17; 2.31 | 1.46 | 1.04; 2.06 | –28% | –80%; –7% | ||||
| Self-control | 0.94 | 0.93; 0.96 | ||||||||
| Daily smoking | ||||||||||
| Household equivalent income | ||||||||||
| Highest quartile | 1.00 | 1.00 | 1.00 | 1.00 | ||||||
| Middle high quartile | 1.30 | 0.88; 1.91 | 1.00 | 0.69; 1.47 | 0.99 | 0.68; 1.44 | 0.99 | 0.68; 1.44 | ||
| Middle low quartile | 1.72 | 1.18; 2.51 | 1.11 | 0.74; 1.66 | 1.02 | 0.68; 1.54 | 1.02 | 0.68; 1.55 | ||
| Lowest quartile | 2.58 | 1.81; 3.68 | 1.38 | 0.93; 2.04 | 1.10 | 0.72; 1.68 | 1.10 | 0.72; 1.70 | ||
| Financial strain | ||||||||||
| No strain | 1.00 | 1.00 | ||||||||
| Some strain | 1.44 | 1.15; 1.80 | 1.35 | 1.08; 1.69 | –20% | –51%; –8% | ||||
| Great strain | 1.92 | 1.41; 2.62 | 1.78 | 1.32; 2.40 | –16% | –31%; –5% | ||||
| Self-control | 0.96 | 0.95; 0.98 | ||||||||
| Excessive alcohol intake | ||||||||||
| Household equivalent income | ||||||||||
| Highest quartile | 1.00 | 1.00 | 1.00 | 1.00 | ||||||
| Middle high quartile | 1.16 | 0.91; 1.49 | 1.05 | 0.82; 1.34 | 1.03 | 0.80; 1.32 | 1.03 | 0.80; 1.31 | ||
| Middle low quartile | 1.02 | 0.78; 1.34 | 0.91 | 0.69; 1.21 | 0.86 | 0.64; 1.15 | 0.86 | 0.64; 1.16 | ||
| Lowest quartile | 0.89 | 0.68; 1.17 | 0.84 | 0.61; 1.16 | 0.73 | 0.52; 1.03 | 0.75 | 0.53; 1.05 | ||
| Financial strain | ||||||||||
| No strain | 1.00 | 1.00 | ||||||||
| Some strain | 1.29 | 1.04; 1.59 | 1.19 | 0.97; 1.47 | –33% | –141%; –13% | ||||
| Great strain | 1.41 | 0.99; 2.01 | 1.28 | 0.90; 1.81 | –32% | –190%; 69% | ||||
| Self-control | 0.96 | 0.95; 0.98 | ||||||||
RR = risk ratio.
CI = confidence interval.
Linear regression model for fruit and vegetable intake (n = 2720)
| Model 1: Household income | Model 2: + confounders | Model 3: + financial strain | Model 4: + self-control | Percentage reduction in beta from model 3 to model 4 | ||||||
|---|---|---|---|---|---|---|---|---|---|---|
| 95%CI | 95%CI | 95%CI | 95%CI | % | 95%CI | |||||
| Household equivalent income | ||||||||||
| Highest quartile | Ref | Ref | Ref | Ref | ||||||
| Middle high quartile | –0.40 | –1.65; 0.85 | –0.20 | –1.48; 1.07 | –0.05 | –1.32; 1.22 | –0.01 | –1.26; 1.25 | ||
| Middle low quartile | –1.03 | –2.37; 0.32 | –0.24 | –1.68; 1.19 | 0.33 | –1.14; 1.79 | 0.38 | –1.06; 1.82 | ||
| Lowest quartile | –3.06 | –4.32; –1.81 | –1.76 | –3.29; –0.23 | –0.39 | –2.01; 1.23 | –0.43 | –2.02; 1.16 | ||
| Financial strain | ||||||||||
| No strain | Ref | Ref | ||||||||
| Some strain | –2.79 | –3.83; –1.75 | –2.43 | –3.46; –1.40 | –13% | –23%; –7% | ||||
| Great strain | –3.11 | –4.78; –1.44 | –2.67 | –4.31; –1.03 | –14% | –33%; –6% | ||||
| Self-control | 0.19 | 0.13; 0.25 | ||||||||
CI = confidence interval.
Ref = reference.