1 Introduction
1.1 Why study factors (characteristics) associated with SWB?
1.2 Commonly studied factors of SWB
1.3 Goals and hypotheses
2 Data
2.1 Dependent variable
Taking all things together, how happy would you say you are?(0 - Extremely unhappy to 10 - Extremely happy)All things considered, how satisfied are you with your life as a whole nowadays?(0 - Extremely unsatisfied to 10 - Extremely satisfied)
2.2 Independent variables
2.3 Descriptives
Variable | Mean | SD | Min | Max |
---|---|---|---|---|
How happy are you? (0 to 10) | 7.657 | 1.557 | 0.000 | 10.000 |
How satisfied are you with your life? (0 to 10) | 7.380 | 1.862 | 0.000 | 10.000 |
SWB = (happiness + life satisfaction)/2 | 7.519 | 1.544 | 0.500 | 10.000 |
Age | 50.782 | 16.425 | 21.000 | 90.000 |
Gender (1 = male; 2 = female) | 1.508 | 0.500 | 1.000 | 2.000 |
Children at home (1 yes; 2 no) | 1.591 | 0.492 | 1.000 | 2.000 |
Education (years) | 12.736 | 4.178 | 0.000 | 30.000 |
(Daily) activity/work status (4 categories) | 3.050 | 2.653 | 1.000 | 8.000 |
Religiosity (0 = not at all to 10 = extremely) | 4.622 | 2.903 | 0.000 | 10.000 |
Social meetings (1 = seldom to 3 = very frequently) | 2.273 | 0.727 | 1.000 | 3.000 |
Political orientation (0 = left to 10 = right) | 5.133 | 2.090 | 0.000 | 10.000 |
Trust parliament (0 = not at all to 10 = extremely) | 4.862 | 2.410 | 0.000 | 10.000 |
Trust legal system (0 = not at all to 10 = extremely) | 5.512 | 2.478 | 0.000 | 10.000 |
Marital status (4 categories) | 1.914 | 1.241 | 1.000 | 4.000 |
Self-reported health (1 = v. good to 4 = bad) | 2.127 | 0.825 | 1.000 | 4.000 |
Cope with finances (1 = comfortably to 3 = with difficulty) | 1.787 | 0.702 | 1.000 | 3.000 |
3 Methods
3.1 Fixed effects (OLS) full models
Models | 1 | 2 | 2 | 3 |
---|---|---|---|---|
Predictor variables | Full OLS model | OLS w/o outliers | OLS w/o outliers | Mixed w/o outliers |
Coefficients | Coefficients | Beta coefficients | Fixed part coefficients | |
Age | − 0.038*** | − 0.039*** | − 0.411 | − 0.039*** |
Age2 | 0.0002*** | 0.0002*** | 0.438 | 0.0002*** |
Gender | ||||
1 (Male) | (Base) | (Base) | (Base) | |
2 (Female) | 0.121*** | 0.120*** | 0.039 | 0.121*** |
Children at home | ||||
1 (Yes) | (Base) | (Base) | (Base) | |
2 (No) | − 0.060*** | − 0.055*** | − 0.017 | − 0.055*** |
Education (years) | − 0.008*** | − 0.010*** | − 0.026 | − 0.010*** |
(Daily) activity/work status | ||||
1 (Paid work) | (Base) | (Base) | (Base) | |
2 (Unemployed) | − 0.535*** | − 0.492*** | − 0.070 | − 0.493*** |
3 (Retired) | 0.128*** | 0.139*** | 0.038 | 0.138*** |
4 (Housework/attend others) | 0.039** | 0.079*** | 0.015 | 0.079*** |
Religiosity | 0.039*** | 0.038*** | 0.071 | 0.038*** |
Political orientation | 0.034*** | 0.033*** | 0.045 | 0.033*** |
Trust parliament | 0.042*** | 0.034*** | 0.053 | 0.034*** |
Trust legal system | 0.064*** | 0.059*** | 0.095 | 0.059*** |
Social meetings | ||||
1 (Seldom/never) | (Base) | (Base) | (Base) | |
2 (Up to once/week) | 0.329*** | 0.294*** | 0.094 | 0.295*** |
3 (Up to daily) | 0.532*** | 0.494*** | 0.160 | 0.494*** |
Marital status | ||||
1 Married/civil partnership | (Base) | (Base) | (Base) | |
2 Divorced/separated | − 0.471*** | − 0.404*** | − 0.076 | − 0.403*** |
3 Widowed | − 0.584*** | − 0.526*** | − 0.084 | − 0.526*** |
4 Never married/civil part | − 0.405*** | − 0.385*** | − 0.102 | − 0.384*** |
Self-reported health | ||||
1 (Very good) | (Base) | (Base) | (Base) | |
2 (Good) | − 0.394*** | − 0.384*** | − 0.125 | − 0.384*** |
3 (Fair) | − 0.837*** | − 0.817*** | − 0.228 | − 0.817*** |
4 (Bad) | − 1.625*** | − 1.571*** | − 0.229 | − 1.572*** |
Cope with finances | ||||
1 (Comfortably) | (Base) | (Base) | (Base) | |
2 (Adequately) | − 0.389*** | − 0.378*** | − 0.123 | − 0.378*** |
3 (With difficulty) | − 1.240*** | − 1.232*** | − 0.294 | − 1.232*** |
Constant | 8.256*** | 8.451*** | 8.266*** | |
Country dummies | Yes | Yes | In random part (Level 2) | |
Round dummies | Yes | Yes | In random part (Level 1) | |
Country × round interaction | *** | *** |
Mixed part coefficients | ||||
---|---|---|---|---|
Variances | ||||
Country (Level 2) | 0.121*** | |||
Round (Level 1) | 0.027*** | |||
Residual | 1.365*** | |||
N | 155,779 | 146,579 | 146,579 | |
r2 | 0.346 | 0.416 | ||
AIC | 557,547.3 | 461,815.7 | 457,340.6 | |
BIC | 558,881.5 | 463,141.7 | 457,597.9 | |
VIF | 6.93 | 6.92 | ||
Breusch–Pagan test chi(1) | 16,251.77*** |
3.2 Multilevel (mixed effects) full model
3.3 Models and interactions for sub-groups of the population
Dolan et al. (2008) find that having children is negatively associated with SWB in specific groups of the population that face greater efforts to raise them, including single mothers. Finally, Layman (1997) reports that political affiliation is correlated with religiosity, which is, in turn, associated with better health (Green and Elliott 2010).evidence that younger women tend to be happier than men (especially in richer countries) is offset by the evidence that older women tend to be less happy than men in these same societies, producing very small overall gender differences. This interaction tends to conceal statistically significant and theoretically interesting gender differences in subjective well-being. (p. 407).
3.4 Deciding between the OLS fixed effects and multilevel (mixed) regression models
3.5 Interactions of the socioeconomic characteristics in 41 models
Analysts should include interaction terms whenever they have conditional hypotheses. A conditional hypothesis is simply one in which a relationship between two or more variables depends on the value of one or more other variables. Perhaps the simplest conditional hypothesis is:
Thus, I divided the data into smaller groups based on the values of the 13 individual-level predictors. For each new regression using only one sub-group’s data, I essentially interacted a fixed value of the respective predictor with the rest, always in relation to SWB. For each new sub-group, I ran a fixed effects OLS regression with the same dependent variable and the same predictors as in the full Model 2. Since the total number of groups was large (41), the confidence level of all regressions was set to 99.99% (p = 0.001). This compensated for the increased probability of Type I error in repeatedly calculating coefficient estimates from the same sample. My reasons for dividing the sample into smaller groups, rather than running interactions with all the data, include simplicity, clarity of interpretation, and attempting to avoid potential methodological pitfalls encountered in similar prior studies. In fact Boarini et al. (2012) apply the same breakdown methodology. However, their detailed analysis only includes a small number of sub-groups formulated from the socioeconomic characteristics of individual-level respondents (ibid., p. 26, Table 6; p. 28, Table 7).H1: An increase in X is associated with an increase in Y when condition Z is met, but not when condition Z is absent.
Model based on | Age (years) | Gender | Children at home | |||||
---|---|---|---|---|---|---|---|---|
Model | 2 | 4 | 5 | 6 | 7 | 8 | 9 | 10 |
Sub-groups | Full | 21–30 | 31–60 | 61–90 | Male | Female | Yes | No |
Age | − 0.039*** | − 0.212* | − 0.065*** | 0.012 | − 0.041*** | − 0.038*** | − 0.057*** | − 0.033*** |
Age2 | 0.000*** | 0.004* | 0.001*** | 0.000 | 0.000*** | 0.000*** | 0.001*** | 0.000*** |
1 (Male) | (Base) | (Base) | (Base) | (Base) | (Omitted) | (Base) | (Base) | |
2 (Female) | 0.120*** | 0.108*** | 0.123*** | 0.113*** | (Omitted) | 0.067*** | 0.147*** | |
1 (Yes) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Omitted) | |
2 (No) | − 0.055*** | − 0.201*** | − 0.089*** | − 0.007 | − 0.093*** | − 0.014 | (Omitted) | |
Education level (years) | − 0.010*** | 0.001 | − 0.012*** | − 0.012*** | − 0.011*** | − 0.010*** | − 0.010*** | − 0.009*** |
1 (Paid work) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) |
2 (Unemployed) | − 0.492*** | − 0.499*** | − 0.512*** | − 0.373*** | − 0.552*** | − 0.420*** | − 0.470*** | − 0.506*** |
3 (Retired) | 0.139*** | 0.636* | 0.100*** | 0.076*** | 0.135*** | 0.140*** | 0.082** | 0.138*** |
4 (Housework/attend others) | 0.079*** | 0.056 | 0.058*** | 0.041 | 0.011 | 0.105*** | 0.063*** | 0.081*** |
Religiosity | 0.038*** | 0.032*** | 0.034*** | 0.047*** | 0.035*** | 0.040*** | 0.037*** | 0.039*** |
Political orientation | 0.033*** | 0.025*** | 0.031*** | 0.037*** | 0.033*** | 0.033*** | 0.034*** | 0.032*** |
Trust parliament | 0.034*** | 0.031*** | 0.030*** | 0.044*** | 0.036*** | 0.032*** | 0.031*** | 0.038*** |
Trust legal system | 0.059*** | 0.061*** | 0.065*** | 0.049*** | 0.057*** | 0.061*** | 0.063*** | 0.056*** |
1 (Seldom/never) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) |
2 (Up to once/week) | 0.294*** | 0.340*** | 0.282*** | 0.296*** | 0.257*** | 0.329*** | 0.299*** | 0.288*** |
3 (Up to daily) | 0.494*** | 0.575*** | 0.477*** | 0.485*** | 0.449*** | 0.537*** | 0.500*** | 0.492*** |
1 (Married/civil partnership) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) |
2 (Divorced/separated) | − 0.384*** | − 0.398*** | − 0.398*** | − 0.354*** | − 0.380*** | − 0.390*** | − 0.388*** | − 0.385*** |
3 (Widowed) | − 0.817*** | − 0.859*** | − 0.831*** | − 0.758*** | − 0.808*** | − 0.826*** | − 0.814*** | − 0.817*** |
4 (Never married/in civil part.) | − 1.571*** | − 1.504*** | − 1.505*** | − 1.552*** | − 1.516*** | − 1.616*** | − 1.459*** | − 1.615*** |
1 (Very good) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) |
2 (Good) | − 0.380*** | − 0.395*** | − 0.391*** | − 0.344*** | − 0.366*** | − 0.389*** | − 0.386*** | − 0.373*** |
3 (Fair) | − 0.827*** | − 0.882*** | − 0.827*** | − 0.769*** | − 0.813*** | − 0.834*** | − 0.813*** | − 0.824*** |
4 (Bad) | − 1.618*** | − 1.491*** | − 1.548*** | − 1.565*** | − 1.547*** | − 1.655*** | − 1.501*** | − 1.643*** |
1 (Comfortably) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) |
2 (Adequately) | − 0.378*** | − 0.305*** | − 0.386*** | − 0.390*** | − 0.393*** | − 0.364*** | − 0.362*** | − 0.391*** |
3 (With difficulty) | − 1.232*** | − 1.127*** | − 1.246*** | − 1.221*** | − 1.258*** | − 1.208*** | − 1.217*** | − 1.254*** |
Constant | 8.451*** | 10.506*** | 9.100*** | 6.769*** | 8.549*** | 8.490*** | 8.830*** | 8.346*** |
N | 146,579 | 15,468 | 86,894 | 44,217 | 72,048 | 74,531 | 59,893 | 86,686 |
r2 | 0.416 | 0.355 | 0.416 | 0.446 | 0.409 | 0.424 | 0.411 | 0.424 |
Model based on | Education level (years) | Daily activity | ||||||
---|---|---|---|---|---|---|---|---|
Model | 11 | 12 | 13 | 14 | 15 | 16 | 17 | 18 |
Sub-groups | 0–9 years | 10–13 | 14–18 | 19–30 | Working | Unemployed | Retired | Housework |
Age | − 0.028*** | − 0.042*** | − 0.045*** | − 0.049*** | − 0.057*** | − 0.064*** | − 0.009 | − 0.048*** |
Age2 | 0.000*** | 0.000*** | 0.000*** | 0.000*** | 0.001*** | 0.001*** | 0.000* | 0.000*** |
1 (Male) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) |
2 (Female) | 0.114*** | 0.120*** | 0.134*** | 0.102*** | 0.110*** | 0.191*** | 0.115*** | 0.212*** |
1 (Yes) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) |
2 (No) | − 0.034 | − 0.076*** | − 0.079*** | − 0.042 | − 0.093*** | − 0.139*** | − 0.021 | 0.003 |
Education level (years) | 0.006 | − 0.013* | − 0.012** | − 0.006 | − 0.011*** | − 0.012** | − 0.011*** | − 0.007* |
1 (Paid work) | (Base) | (Base) | (Base) | (Base) | (Omitted) | |||
2 (Unemployed) | − 0.428*** | − 0.528*** | − 0.474*** | − 0.558*** | (Omitted) | |||
3 (Retired) | 0.128*** | 0.135*** | 0.144*** | 0.036 | (Omitted) | |||
4 (Housework/attend others) | 0.030 | 0.096*** | 0.080*** | 0.069 | (Omitted) | |||
Religiosity | 0.055*** | 0.040*** | 0.030*** | 0.027*** | 0.029*** | 0.063*** | 0.047*** | 0.051*** |
Political orientation | 0.042*** | 0.034*** | 0.031*** | 0.026*** | 0.031*** | 0.032*** | 0.036*** | 0.035*** |
Trust parliament | 0.042*** | 0.030*** | 0.033*** | 0.045*** | 0.030*** | 0.042*** | 0.043*** | 0.034*** |
Trust legal system | 0.053*** | 0.064*** | 0.062*** | 0.044*** | 0.062*** | 0.085*** | 0.055*** | 0.043*** |
1 (Seldom/never) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) |
2 (Up to once/week) | 0.323*** | 0.278*** | 0.280*** | 0.276*** | 0.255*** | 0.366*** | 0.301*** | 0.402*** |
3 (Up to daily) | 0.521*** | 0.477*** | 0.482*** | 0.481*** | 0.450*** | 0.616*** | 0.494*** | 0.588*** |
1 (Married/civil partnership) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) |
2 (Divorced/separated) | − 0.411*** | − 0.413*** | − 0.362*** | − 0.408*** | − 0.380*** | − 0.574*** | − 0.359*** | − 0.428*** |
3 (Widowed) | − 0.814*** | − 0.862*** | − 0.789*** | − 0.796*** | − 0.814*** | − 1.056*** | − 0.769*** | − 0.838*** |
4 (Never married/in civil part.) | − 1.563*** | − 1.633*** | − 1.464*** | − 1.260*** | − 1.418*** | − 1.740*** | − 1.564*** | − 1.575*** |
1 (Very good) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) |
2 (Good) | − 0.413*** | − 0.408*** | − 0.354*** | − 0.393*** | − 0.370*** | − 0.599*** | − 0.349*** | − 0.447*** |
3 (Fair) | − 0.837*** | − 0.858*** | − 0.803*** | − 0.790*** | − 0.810*** | − 1.090*** | − 0.780*** | − 0.855*** |
4 (Bad) | − 1.593*** | − 1.681*** | − 1.489*** | − 1.276*** | − 1.429*** | − 1.832*** | − 1.579*** | − 1.687*** |
1 (Comfortably) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) |
2 (Adequately) | − 0.380*** | − 0.403*** | − 0.361*** | − 0.354*** | − 0.386*** | − 0.424*** | − 0.389*** | − 0.323*** |
3 (With difficulty) | − 1.166*** | − 1.265*** | − 1.214*** | − 1.082*** | − 1.209*** | − 1.308*** | − 1.235*** | − 1.191*** |
Constant | 7.920*** | 8.604*** | 8.636*** | 8.617*** | 8.861*** | 8.862*** | 7.552*** | 8.645*** |
N | 31,080 | 55,637 | 48,451 | 11,411 | 87,392 | 7561 | 37,999 | 13,627 |
r2 | 0.483 | 0.413 | 0.365 | 0.326 | 0.361 | 0.454 | 0.462 | 0.416 |
Model based on | Religiosity | Political orientation | Trust in parliament | Trust in legal system | |||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Model | 2 | 19 | 20 | 21 | 22 | 23 | 23 | 25 | 26 | 27 | 28 | 29 | 30 |
Sub-groups | Full | 0–4 | 5–7 | 8–10 | 0–4 | 5–7 | 8–10 | 0–4 | 5–7 | 8–10 | 0–4 | 5–7 | 8–10 |
Predictor variables
| |||||||||||||
Age | − 0.039*** | − 0.039*** | − 0.038*** | − 0.033*** | − 0.045*** | − 0.037*** | − 0.033*** | − 0.041*** | − 0.038*** | − 0.031*** | − 0.042*** | − 0.037*** | − 0.034*** |
Age2 | 0.000*** | 0.000*** | 0.000*** | 0.000*** | 0.000*** | 0.000*** | 0.000*** | 0.000*** | 0.000*** | 0.000*** | 0.000*** | 0.000*** | 0.000*** |
Gender | |||||||||||||
1 (Male) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) |
2 (Female) | 0.120*** | 0.142*** | 0.095*** | 0.119*** | 0.123*** | 0.113*** | 0.132*** | 0.117*** | 0.129*** | 0.153*** | 0.116*** | 0.124*** | 0.142*** |
Children at home | |||||||||||||
1 (Yes) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) |
2 (No) | − 0.055*** | − 0.076*** | − 0.043*** | 0.007 | − 0.057*** | − 0.051*** | − 0.071*** | − 0.075*** | − 0.039*** | − 0.066*** | − 0.069*** | − 0.051*** | − 0.050*** |
Education level (years) | − 0.010*** | − 0.009*** | − 0.013*** | − 0.010*** | − 0.007*** | − 0.011*** | − 0.012*** | − 0.004* | − 0.010*** | − 0.018*** | − 0.004 | − 0.009*** | − 0.014*** |
(Daily) activity/work status | |||||||||||||
1 (Paid work) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) |
2 (Unemployed) | − 0.492*** | − 0.599*** | − 0.381*** | − 0.400*** | − 0.528*** | − 0.468*** | − 0.533*** | − 0.530*** | − 0.449*** | − 0.462*** | − 0.523*** | − 0.467*** | − 0.488*** |
3 (Retired) | 0.139*** | 0.161*** | 0.139*** | 0.101*** | 0.104*** | 0.147*** | 0.165*** | 0.164*** | 0.111*** | 0.145*** | 0.126*** | 0.158*** | 0.125*** |
4 (Housework/attend others) | 0.079*** | 0.068** | 0.061** | 0.083** | 0.069** | 0.080*** | 0.097** | 0.087*** | 0.081*** | − 0.010 | 0.108*** | 0.078*** | 0.031 |
Religiosity | 0.038*** | − 0.028*** | 0.045*** | 0.149*** | 0.035*** | 0.040*** | 0.039*** | 0.047*** | 0.031*** | 0.030*** | 0.047*** | 0.034*** | 0.031*** |
Political orientation | 0.033*** | 0.031*** | 0.034*** | 0.038*** | − 0.036*** | − 0.001 | 0.116*** | 0.035*** | 0.033*** | 0.028*** | 0.040*** | 0.034*** | 0.022*** |
Trust in parliament | 0.034*** | 0.034*** | 0.030*** | 0.042*** | 0.038*** | 0.028*** | 0.048*** | − 0.027*** | 0.039*** | 0.151*** | 0.045*** | 0.030*** | 0.026*** |
Trust in legal system | 0.059*** | 0.063*** | 0.059*** | 0.049*** | 0.069*** | 0.059*** | 0.041*** | 0.070*** | 0.048*** | 0.050*** | 0.009 | 0.050*** | 0.170*** |
Social meetings | |||||||||||||
1 (Seldom/never) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) |
2 (Up to once/week) | 0.294*** | 0.299*** | 0.274*** | 0.339*** | 0.312*** | 0.284*** | 0.308*** | 0.331*** | 0.265*** | 0.251*** | 0.339*** | 0.283*** | 0.219*** |
3 (Up to daily) | 0.494*** | 0.485*** | 0.467*** | 0.544*** | 0.507*** | 0.488*** | 0.474*** | 0.548*** | 0.452*** | 0.424*** | 0.570*** | 0.476*** | 0.388*** |
Marital status | |||||||||||||
1 (Married/civil partnership) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) |
2 (Divorced/separated) | − 0.404*** | − 0.396*** | − 0.413*** | − 0.415*** | − 0.428*** | − 0.402*** | − 0.372*** | − 0.485*** | − 0.370*** | − 0.315*** | − 0.507*** | − 0.380*** | − 0.331*** |
3 (Widowed) | − 0.526*** | − 0.541*** | − 0.478*** | − 0.614*** | − 0.527*** | − 0.537*** | − 0.458*** | − 0.553*** | − 0.515*** | − 0.472*** | − 0.563*** | − 0.518*** | − 0.483*** |
4 (Never married/in civil part.) | − 0.385*** | − 0.393*** | − 0.393*** | − 0.401*** | − 0.411*** | − 0.383*** | − 0.336*** | − 0.448*** | − 0.364*** | − 0.293*** | − 0.446*** | − 0.384*** | − 0.324*** |
Self-reported health status | |||||||||||||
1 (Very good) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) |
2 (Good) | − 0.384*** | − 0.375*** | − 0.382*** | − 0.347*** | − 0.411*** | − 0.375*** | − 0.339*** | − 0.447*** | − 0.366*** | − 0.320*** | − 0.482*** | − 0.376*** | − 0.314*** |
3 (Fair) | − 0.817*** | − 0.829*** | − 0.800*** | − 0.767*** | − 0.867*** | − 0.794*** | − 0.768*** | − 0.930*** | − 0.763*** | − 0.705*** | − 0.968*** | − 0.787*** | − 0.697*** |
4 (Bad) | − 1.571*** | − 1.564*** | − 1.540*** | − 1.628*** | − 1.573*** | − 1.575*** | − 1.545*** | − 1.714*** | − 1.459*** | − 1.410*** | − 1.764*** | − 1.466*** | − 1.462*** |
Cope with finances | |||||||||||||
1 (Comfortably) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) |
2 (Adequately) | − 0.378*** | − 0.398*** | − 0.369*** | − 0.327*** | − 0.377*** | − 0.379*** | − 0.383*** | − 0.459*** | − 0.354*** | − 0.323*** | − 0.496*** | − 0.369*** | − 0.301*** |
3 (With difficulty) | − 1.232*** | − 1.333*** | − 1.185*** | − 1.136*** | − 1.247*** | − 1.234*** | − 1.206*** | − 1.382*** | − 1.121*** | − 1.029*** | − 1.408*** | − 1.178*** | − 1.027*** |
Constant | 8.451*** | 8.644*** | 8.399*** | 7.234*** | 8.654*** | 8.638*** | 7.694*** | 8.696*** | 8.408*** | 7.570*** | 8.659*** | 8.421*** | 7.482*** |
N | 146,579 | 62,289 | 57,930 | 26,360 | 46,428 | 80,143 | 20,008 | 57,983 | 68,029 | 20,567 | 46,277 | 63,874 | 36,428 |
r2 | 0.416 | 0.425 | 0.412 | 0.422 | 0.419 | 0.407 | 0.433 | 0.416 | 0.351 | 0.314 | 0.420 | 0.352 | 0.317 |
Model based on | Social meetings | Marital status | ||||||
---|---|---|---|---|---|---|---|---|
Model | 2 | 31 | 32 | 33 | 34 | 35 | 36 | 37 |
Sub-groups | Full | Seldom/never | Up to once/week | Up to daily | Married/in civil partnership | Divorced/separated | Widowed | Never married/in civil partnership |
Predictor variables
| ||||||||
Age | − 0.039*** | − 0.033*** | − 0.038*** | − 0.040*** | − 0.042*** | − 0.023*** | − 0.014 | − 0.048*** |
Age2 | 0.000*** | 0.000*** | 0.000*** | 0.000*** | 0.000*** | 0.000*** | 0.000* | 0.001*** |
Gender | ||||||||
1 (Male) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) |
2 (Female) | 0.120*** | 0.103*** | 0.123*** | 0.129*** | 0.095*** | 0.196*** | 0.140*** | 0.118*** |
Children at home | ||||||||
1 (Yes) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) |
2 (No) | − 0.055*** | − 0.024 | − 0.057*** | − 0.070*** | 0.016 | − 0.074** | − 0.060 | − 0.277*** |
Education Level (years) | − 0.010*** | − 0.011*** | − 0.010*** | − 0.009*** | − 0.011*** | − 0.008* | − 0.009* | − 0.008*** |
(Daily) activity/work status | ||||||||
1 (Paid Work) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) |
2 (Unemployed) | − 0.492*** | − 0.516*** | − 0.499*** | − 0.491*** | − 0.423*** | − 0.511*** | − 0.325* | − 0.547*** |
3 (Retired) | 0.139*** | 0.133*** | 0.150*** | 0.137*** | 0.131*** | 0.184*** | 0.103* | 0.099* |
4 (Housework/attend others) | 0.079*** | 0.033 | 0.118*** | 0.064*** | 0.083*** | 0.057 | 0.045 | 0.026 |
Religiosity | 0.038*** | 0.043*** | 0.036*** | 0.037*** | 0.040*** | 0.030*** | 0.049*** | 0.032*** |
Political orientation | 0.033*** | 0.037*** | 0.035*** | 0.031*** | 0.032*** | 0.040*** | 0.042*** | 0.031*** |
Trust parliament | 0.034*** | 0.041*** | 0.035*** | 0.031*** | 0.031*** | 0.037*** | 0.047*** | 0.040*** |
Trust legal system | 0.059*** | 0.080*** | 0.060*** | 0.050*** | 0.055*** | 0.074*** | 0.059*** | 0.063*** |
Social meetings | ||||||||
1 (Seldom/never) | (Base) | (Omitted) | (Base) | (Base) | (Base) | (Base) | ||
2 (Up to once/week) | 0.294*** | (Omitted) | 0.268*** | 0.377*** | 0.330*** | 0.347*** | ||
3 (Up to daily) | 0.494*** | (Omitted) | 0.459*** | 0.608*** | 0.547*** | 0.554*** | ||
Marital status | ||||||||
1 (Married/in civil partnership) | (Base) | (Base) | (Base) | (Base) | (Omitted) | |||
2 (Divorced/separated) | − 0.404*** | − 0.523*** | − 0.407*** | − 0.354*** | (Omitted) | |||
3 (Widowed) | − 0.526*** | − 0.548*** | − 0.535*** | − 0.490*** | (Omitted) | |||
4 (Never married/in civil part.) | − 0.385*** | − 0.462*** | − 0.372*** | − 0.370*** | (Omitted) | |||
Self-reported health status | ||||||||
1 (Very good) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) |
2 (Good) | − 0.384*** | − 0.444*** | − 0.403*** | − 0.363*** | − 0.358*** | − 0.415*** | − 0.422*** | − 0.430*** |
3 (Fair) | − 0.817*** | − 0.945*** | − 0.835*** | − 0.761*** | − 0.756*** | − 0.906*** | − 0.906*** | − 0.920*** |
4 (Bad) | − 1.571*** | − 1.774*** | − 1.542*** | − 1.460*** | − 1.449*** | − 1.669*** | − 1.833*** | − 1.658*** |
Cope with finances | ||||||||
1 (Comfortably) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) |
2 (Adequately) | − 0.378*** | − 0.511*** | − 0.382*** | − 0.347*** | − 0.389*** | − 0.441*** | − 0.366*** | − 0.354*** |
3 (With difficulty) | − 1.232*** | − 1.501*** | − 1.223*** | − 1.113*** | − 1.208*** | − 1.380*** | − 1.226*** | − 1.209*** |
Constant | 8.451*** | 8.498*** | 8.754*** | 8.919*** | 8.587*** | 7.541*** | 6.532*** | 8.421*** |
N | 146,579 | 24,205 | 58,082 | 64,292 | 87,974 | 15,024 | 11,788 | 31,793 |
r2 | 0.416 | 0.454 | 0.378 | 0.375 | 0.392 | 0.473 | 0.484 | 0.387 |
Model based on | Health status | Cope with finances | |||||
---|---|---|---|---|---|---|---|
Model | 38 | 39 | 40 | 41 | 42 | 43 | 44 |
Sub-groups | Very good | Good | Fair | Bad | Comfortably | Adequately | With difficulty |
Predictor variables
| |||||||
Age | − 0.032*** | − 0.042*** | − 0.037*** | − 0.027*** | − 0.026*** | − 0.042*** | − 0.042*** |
Age2 | 0.000*** | 0.000*** | 0.000*** | 0.000*** | 0.000*** | 0.000*** | 0.000*** |
Gender | |||||||
1 (Male) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) |
2 (Female) | 0.119*** | 0.122*** | 0.129*** | 0.098** | 0.108*** | 0.118*** | 0.157*** |
Children at home | |||||||
1 (Yes) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) |
2 (No) | − 0.081*** | − 0.049*** | − 0.039* | − 0.162*** | − 0.025* | − 0.077*** | − 0.085*** |
Education Level (years) | − 0.012*** | − 0.009*** | − 0.010*** | − 0.007 | − 0.016*** | − 0.007*** | − 0.004 |
(Daily) activity/work status | |||||||
1 (Paid Work) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) |
2 (Unemployed) | − 0.399*** | − 0.539*** | − 0.534*** | − 0.509*** | − 0.370*** | − 0.439*** | − 0.560*** |
3 (Retired) | 0.138*** | 0.162*** | 0.139*** | 0.012 | 0.135*** | 0.154*** | 0.129*** |
4 (Housework/attend others) | 0.120*** | 0.074*** | 0.046 | − 0.089 | 0.076*** | 0.110*** | − 0.036 |
Religiosity | 0.029*** | 0.034*** | 0.049*** | 0.049*** | 0.024*** | 0.040*** | 0.058*** |
Political orientation | 0.024*** | 0.033*** | 0.038*** | 0.037*** | 0.032*** | 0.032*** | 0.043*** |
Trust parliament | 0.021*** | 0.031*** | 0.047*** | 0.063*** | 0.025*** | 0.031*** | 0.060*** |
Trust legal system | 0.047*** | 0.059*** | 0.063*** | 0.087*** | 0.039*** | 0.063*** | 0.085*** |
Social meetings | |||||||
1 (Seldom/never) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) |
2 (Up to once/week) | 0.233*** | 0.254*** | 0.312*** | 0.427*** | 0.170*** | 0.290*** | 0.413*** |
3 (Up to daily) | 0.404*** | 0.453*** | 0.542*** | 0.676*** | 0.349*** | 0.498*** | 0.682*** |
Marital status | |||||||
1 (Married/in civil partnership) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) | (Base) |
2 (Divorced/separated) | − 0.302*** | − 0.387*** | − 0.493*** | − 0.578*** | − 0.306*** | − 0.394*** | − 0.582*** |
3 (Widowed) | − 0.393*** | − 0.461*** | − 0.548*** | − 0.737*** | − 0.474*** | − 0.514*** | − 0.615*** |
4 (Never married/in civil part.) | − 0.286*** | − 0.388*** | − 0.481*** | − 0.518*** | − 0.358*** | − 0.377*** | − 0.448*** |
Self-reported health status | |||||||
1 (Very good) | (Omitted) | (Base) | (Base) | (Base) | |||
2 (Good) | (Omitted) | − 0.363*** | − 0.423*** | − 0.453*** | |||
3 (Fair) | (Omitted) | − 0.704*** | − 0.848*** | − 1.011*** | |||
4 (Bad) | (Omitted) | − 1.294*** | − 1.545*** | − 1.830*** | |||
Cope with finances | |||||||
1 (Comfortably) | (Base) | (Base) | (Base) | (Base) | (Omitted) | ||
2 (Adequately) | − 0.335*** | − 0.375*** | − 0.458*** | − 0.545*** | (Omitted) | ||
3 (With difficulty) | − 1.082*** | − 1.139*** | − 1.357*** | − 1.560*** | (Omitted) | ||
Constant | 8.574*** | 8.130*** | 7.556*** | 6.780*** | 8.450*** | 8.142*** | 7.097*** |
N | 33,686 | 68,699 | 36,151 | 8043 | 55,021 | 67,716 | 23,842 |
r2 | 0.262 | 0.321 | 0.380 | 0.434 | 0.197 | 0.274 | 0.378 |
3.6 How the 41 groups were created
3.7 Interpretation
4 Summary and discussion
The identification of robust and weak determinants of SWB in special sub-groups of the general population is, of course, not the only criterion based on which such policies are designed. Nonetheless, when such programmes concerning those most-in-need are implemented, such identifications have a complementary role and can give valuable feedback in enhancing efficiency and effectiveness.The manner in which evidence from happiness research is to be used towards enlightening policy makers in their quest to find adequate policies, cannot be determined in general but depends largely on the respective policy field and problem under consideration.