gamlj::gamljMixed(
formula = happy ~ 1 + wealth + ideology + education + social_class + income + religion + sex2 + age + gdpppp3 + gini2+( 1 + wealth | V2 ),
data = data,
scaling=c(wealth = "clusterbasedcentered", ideology = "clusterbasedcentered", education = "clusterbasedcentered", social_class = "clusterbasedcentered", income = "clusterbasedcentered", religion = "clusterbasedcentered", sex2 = "clusterbasedcentered", age = "clusterbasedcentered", gdpppp3 = "centered", gini2 = "centered"))
| Model Info | |||
|---|---|---|---|
| Info | |||
| Estimate | Linear mixed model fit by REML | ||
| Call | happy ~ 1 + wealth + ideology + education + social_class + income + religion + sex2 + age + gdpppp3 + gini2+( 1 + wealth | V2 ) | ||
| AIC | 186062.254 | ||
| BIC | 186298.011 | ||
| LogLikel. | -93067.921 | ||
| R-squared Marginal | NaN | ||
| R-squared Conditional | NaN | ||
| Converged | yes | ||
| Optimizer | bobyqa | ||
| Note. R-squared cannot be computed. | |||
| [3] | |||
| Fixed Effect Omnibus tests | |||||||||
|---|---|---|---|---|---|---|---|---|---|
| F | Num df | Den df | p | ||||||
| wealth | 31.124 | 1 | 33.984 | < .001 | |||||
| ideology | 26.551 | 1 | 49504.782 | < .001 | |||||
| education | 193.079 | 1 | 49490.793 | < .001 | |||||
| social_class | 16.148 | 1 | 49491.291 | < .001 | |||||
| income | 78.805 | 1 | 49501.618 | < .001 | |||||
| religion | 58.977 | 1 | 49492.078 | < .001 | |||||
| sex2 | 12.827 | 1 | 49483.774 | < .001 | |||||
| age | 603.573 | 1 | 49485.680 | < .001 | |||||
| gdpppp3 | 2.229 | 1 | 38.837 | 0.143 | |||||
| gini2 | 2.031 | 1 | 38.492 | 0.162 | |||||
| Note. Satterthwaite method for degrees of freedom | |||||||||
| Fixed Effects Parameter Estimates | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 95% Confidence Interval | |||||||||||||||
| Names | Estimate | SE | Lower | Upper | df | t | p | ||||||||
| (Intercept) | 2.352 | 0.094 | 2.167 | 2.536 | 39.091 | 25.020 | < .001 | ||||||||
| wealth | 0.076 | 0.014 | 0.049 | 0.102 | 33.984 | 5.579 | < .001 | ||||||||
| ideology | 0.016 | 0.003 | 0.010 | 0.023 | 49504.782 | 5.153 | < .001 | ||||||||
| education | -0.051 | 0.004 | -0.058 | -0.044 | 49490.793 | -13.895 | < .001 | ||||||||
| social_class | -0.035 | 0.009 | -0.052 | -0.018 | 49491.291 | -4.018 | < .001 | ||||||||
| income | 0.036 | 0.004 | 0.028 | 0.044 | 49501.618 | 8.877 | < .001 | ||||||||
| religion | 0.068 | 0.009 | 0.051 | 0.085 | 49492.078 | 7.680 | < .001 | ||||||||
| sex2 | -0.051 | 0.014 | -0.080 | -0.023 | 49483.774 | -3.582 | < .001 | ||||||||
| age | -0.012 | 0.000 | -0.013 | -0.011 | 49485.680 | -24.568 | < .001 | ||||||||
| gdpppp3 | -0.000 | 0.000 | -0.000 | 0.000 | 38.837 | -1.493 | 0.143 | ||||||||
| gini2 | 0.016 | 0.011 | -0.006 | 0.037 | 38.492 | 1.425 | 0.162 | ||||||||
| Random Components | |||||||||
|---|---|---|---|---|---|---|---|---|---|
| Groups | Name | SD | Variance | ICC | |||||
| V2 | (Intercept) | 0.602 | 0.362 | 0.127 | |||||
| wealth | 0.085 | 0.007 | |||||||
| Residual | 1.575 | 2.480 | |||||||
| Note. Number of Obs: 49574 , groups: V2 42 | |||||||||
| Random Parameters correlations | |||||||
|---|---|---|---|---|---|---|---|
| Groups | Param.1 | Param.2 | Corr. | ||||
| V2 | (Intercept) | wealth | 0.349 | ||||
[1] The jamovi project (2022). jamovi. (Version 2.3) [Computer Software]. Retrieved from https://www.jamovi.org.
[2] R Core Team (2021). R: A Language and environment for statistical computing. (Version 4.1) [Computer software]. Retrieved from https://cran.r-project.org. (R packages retrieved from MRAN snapshot 2022-01-01).
[3] Gallucci, M. (2019). GAMLj: General analyses for linear models. [jamovi module]. Retrieved from https://gamlj.github.io/.