| Literature DB >> 35742244 |
Bin Li1,2, Sijun Wang3, Xinyue Cui1, Zhen Tang3.
Abstract
Over the past few decades, various academic fields have reported contradictory findings regarding whether income is positively or negatively associated with subjective well-being (SWB). To reconcile the inconclusive observations, researchers tend to use various mediators and moderators that could explain why income is more strongly associated with SWB for certain groups of people and why income could be negatively associated with SWB for other groups. This study endeavored to first test additional mediation roles of financial satisfaction and a sense of control in the link between income and three related yet distinct measures of SWB: life satisfaction, happiness, and emotional well-being (EWB), at both cross-national and individual levels. We further investigated the direct and moderating impacts of national difference in Indulgence versus Restraint (IVR) cultural orientations over two mediating mechanisms (income → financial satisfaction → SWB; income → a sense of control → SWB) using data from 49,097 participants in the 2017-2020 World Values Survey. Additionally, we conducted a moderated mediation analysis of individual difference in ability to savor the moment (ASM) for these two mediating mechanisms based on surveys with 796 respondents from China. Analyses at both national level and individual level confirmed the partial mediating roles of financial satisfaction and a sense of control. We further find a positive, direct impact of IVR on SWB such that people in more indulgence cultures report a higher SWB than those in more restraint cultures. The mediating effects of financial satisfaction were found to be weaker in more indulgence cultures than in more restraint ones, while the mediating effects of a sense of control remain the same. Finally, we find that individuals' ASM does not only directly lead to a higher SWB, but also amplifies the mediation impact of financial satisfaction in the link between income and life satisfaction and in the link between income and EWB. Implications of these findings are offered for public policy makers, employers, and citizens, as well as researchers from different fields.Entities:
Keywords: a sense of control; ability to savor the moment; financial satisfaction; indulgence versus restraint; subjective well-being
Mesh:
Year: 2022 PMID: 35742244 PMCID: PMC9223203 DOI: 10.3390/ijerph19126995
Source DB: PubMed Journal: Int J Environ Res Public Health ISSN: 1660-4601 Impact factor: 4.614
Figure 1Conceptual model.
Description and correlation analysis in study 1 (N = 49,097).
| Variable | M ± SD | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 |
|---|---|---|---|---|---|---|---|---|---|
| Level 2 | |||||||||
| Indulgence index | 46.27 ± 24.17 | ||||||||
| Level 1 | |||||||||
| 1 Gender | - | ||||||||
| 2 Immigrant or not | - | 0.01 | |||||||
| 3 Age | 43.39 ± 16.19 | −0.02 ** | 0.075 ** | ||||||
| 4 Education level | - | 0.01 ** | 0.04 *** | 0.04 *** | |||||
| 5 Income | 4.65 ± 2.08 | −0.03 *** | 0.01 * | 0.09 *** | 0.02 ** | ||||
| 6 Financial satisfaction | 6.17 ± 2.47 | 0.01 | 0.01 | 0.01 | −0.05 *** | 0.33 *** | |||
| 7 Sense of control | 7.27 ± 2.28 | −0.02 *** | −0.01 ** | −0.03 ** | −0.04 *** | 0.13 *** | 0.30 *** | ||
| 8 Life satisfaction | 7.08 ± 2.29 | 0.02 *** | 0.01 * | 0.03 ** | −0.04 *** | 0.20 *** | 0.58 *** | 0.41 *** | |
| 9 Happiness | 3.14 ± 0.71 | 0.03 *** | −0.004 | −0.05 ** | −0.03 *** | 0.14 *** | 0.36 *** | 0.25 *** | 0.45 *** |
Note. * p < 0.05, ** p < 0.01, *** p < 0.001. Gender: 1 = male (47.6%), 2 = female; Immigrant or not: 1 = not (94.5%), 2 = yes; Educational Level: 0 = early childhood education/no education (5.5%), 1 = primary education (13.2%), 2 = lower secondary education (17.3%), 3 = upper secondary education (25.0%), 4 = post-secondary non-tertiary education (8.8%), 5 = short-cycle tertiary education (7.5%), 6 = bachelor or equivalent (15.9%), 7 = master or equivalent (5.1%), 8 = doctoral or equivalent (1.7%), Income: ranges from 1 which indicates the lowest income group to 10 which indicates the highest income group in the country.
Testing the moderated mediation effects for Life Satisfaction in study 1 (N = 49,097).
| The Dependent Variables | LS | FS | SC | ||||
|---|---|---|---|---|---|---|---|
| The Independent Variables | Model 1 | Model 2 | Model 3 | Model 4 | Model 5 | Model 6 | |
| Intercept (γ00) | 7.02 *** | 7.02 *** | 7.02 *** | 7.02 *** | 6.09 *** | 7.4 *** | |
| Individual level (L1) | |||||||
| Gender (γ40) | 0.07 * | 0.08 *** | 0.04 | 0.09 *** | −0.01 | −0.08 ** | |
| Age (γ50) | 0.002 | 0.002 | −0.001 | 0.08 | 0.002 | −0.001 | |
| Education (γ60) | 0.001 | 0.0001 | 0.01 | 0.001 | 0.001 | 0.08 | |
| Immigrant or not (γ70) | −0.09 | −0.06 | −0.13 | 0.002 | −0.008 | −0.004 | |
| Income (γ10) | 0.23 *** | 0.02 * | 0.01 | 0.37 *** | 0.14 *** | ||
| FS (γ20) | 0.41 *** | 0.42 *** | |||||
| SC (γ30) | 0.26 *** | 0.26 *** | |||||
| National level (L2) | |||||||
| Indulgence index (γ01) | 0.01 * | 0.01 * | |||||
| Interaction | |||||||
| FS× Indulgence index | −0.002 * | ||||||
| SC × Indulgence index (γ11) | 0.001 | ||||||
Note. * p < 0.05, ** p < 0.01, *** p < 0.001. FS = Financial Satisfaction, SC = Sense of Control, LS = Life Satisfaction.
Figure 2Interaction between Financial Satisfaction (FS) and Indulgence versus Restraint (IVR) in predicting Life Satisfaction (LS) in study 1.
Testing the moderated mediation effects for Happiness in study 1 (N = 49,097).
| The Dependent Variables | Happiness | FS | SC | ||||
|---|---|---|---|---|---|---|---|
| The Independent Variables | Model 1 | Model 2 | Model 3 | Model 4 | Model 5 | Model 6 | |
| Intercept (γ00) | 3.13 *** | 3.13 *** | 3.13 *** | 3.13 *** | 6.09 *** | 7.24 *** | |
| Individual level (L1) | |||||||
| Gender (γ40) | 0.03 ** | 0.04 *** | 0.03 ** | 0.04 *** | -0.01 | −0.08 ** | |
| Age (γ50) | −0.002 * | −0.002 *** | −0.002 * | −0.002 ** | 0.002 | −0.001 | |
| Education (γ60) | 0.004 | 0.004 ** | 0.004 | 0.004 * | 0.001 | 0.08 | |
| Immigrant or not (γ70) | −0.04 | −0.02 | −0.03 | 0.03 | −0.01 | −0.004 | |
| Income (γ10) | 0.05 *** | 0.01 *** | 0.01 ** | 0.37 *** | 0.14 *** | ||
| FS (γ20) | 0.08 *** | 0.08 *** | |||||
| SC (γ30) | 0.04 *** | 0.05 *** | |||||
| National level (L2) | |||||||
| Indulgence index (γ01) | 0.003 * | 0.004 * | |||||
| Interaction | |||||||
| FS × Indulgence index | 0.0003 | ||||||
| SC × Indulgence index (γ11) | 0.0002 | ||||||
Note. * p < 0.05, ** p < 0.01, *** p < 0.001. FS = Financial Satisfaction, SC = A Sense of Control.
Description and correlation analysis in study 2 (N = 785).
| Variable | M | SD | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1. Sex | - | - | |||||||||||
| 2. Age | 28.40 | 6.54 | −0.12 ** | ||||||||||
| 3. Education level | - | - | 0.06 | −0.09 * | |||||||||
| 4. Family annual income | 2.70 | 1.32 | −0.10 ** | 0.32 *** | 0.27 *** | ||||||||
| 5. Financial satisfaction | 2.87 | 0.64 | −0.00 | 0.07 | 0.15 *** | 0.32 *** | |||||||
| 6. Sense of control | 3.34 | 0.68 | −0.05 | −0.01 | 0.17 *** | 0.20 *** | 0.31 *** | ||||||
| 7. Ability to savor the moment | 3.22 | 0.54 | −0.01 | −0.04 | 0.16 *** | 0.13 *** | 0.15 *** | 0.43 *** | |||||
| 8. Positive affect | 3.31 | 0.58 | −0.01 | 0.02 | 0.06 | 0.10 ** | 0.21 *** | 0.18 *** | 0.20 *** | ||||
| 9. Negative affect | 2.82 | 0.62 | 0.04 | −0.12 ** | −0.07 | −0.10 ** | −0.16 *** | −0.07 | 0.02 | −0.39 *** | |||
| 10. Life satisfaction | 4.17 | 1.14 | 0.03 | 0.08 * | 0.17 *** | 0.27 *** | 0.41 *** | 0.31 *** | 0.24 *** | 0.25 *** | −0.17 *** | ||
| 11. Happiness | 3.18 | 0.97 | −0.04 | 0.02 | 0.02 | −0.07 | 0.05 | 0.08 * | 0.03 | 0.65 *** | −0.25 *** | 0.13 *** | |
| 12. Emotional well-being | 0.49 | 1.00 | −0.03 | 0.09 * | 0.07 * | 0.12 *** | 0.22 *** | 0.15 *** | 0.10 ** | 0.82 *** | −0.84 *** | 0.25 ** | 0.54 *** |
Note. * p < 0.05, ** p < 0.01, *** p < 0.001. Gender: 1 = male (47.8%), 2 = female; Educational Level: 1 = primary education (2.7%), 2 = lower secondary education (12.9%), 3 = upper secondary education (25.0%), 4 = bachelor or equivalent (50.2%), 5 = master or equivalent (4.8%), 6 = doctoral or equivalent (0.4%), Family annual income: 1 = ≤30,000 RMB (16.6%), 2 = 30,000~50,000 RMB (33.1%), 3 = 50,000~80,000 RMB (28.8%), 4 = 80,000~120,000 RMB (11.7%), 5 = 120,000~200,000 RMB (7.0%), 6 = 200,000~300,000 RMB (1.7%), 7 = 300,000~500,000 RMB (0.1%), 8 = >500,000 RMB (1.0%).
Double mediation effect results in study 2.
| Effects | |||
|---|---|---|---|
| Estimate | CIlow | CIhigh | |
| Model 1: | 0.21 | 0.14 | 0.27 |
| Direct effect1 (Income → LS) | 0.10 | 0.03 | 0.16 |
| Total indirect effect1 | 0.11 | 0.08 | 0.15 |
| Income → FS → LS | 0.08 | 0.05 | 0.12 |
| Income → SC → LS | 0.03 | 0.02 | 0.05 |
| Model 2: | 0.06 | 0.002 | 0.13 |
| Direct effect2 (Income → Happiness) | 0.05 | −0.02 | 0.11 |
| Total indirect effect2 | 0.02 | 0.002 | 0.04 |
| Income → FS → Happiness | 0.02 | 0.004 | 0.04 |
| Income → SC → Happiness | −0.001 | −0.01 | 0.01 |
| Model 3: | 0.06 | 0.003 | 0.12 |
| Direct effect3 (Income → EWB) | 0.01 | −0.05 | 0.07 |
| Total indirect effect3 | 0.05 | 0.03 | 0.08 |
| Income → FS → EWB | 0.04 | 0.02 | 0.07 |
| Income → SC → EWB | 0.01 | 0.001 | 0.03 |
| Model 4: | 0.04 | 0.01 | 0.08 |
| Direct effect4 (Income → PA) | 0.01 | −0.02 | 0.05 |
| Total indirect effect4 | 0.03 | 0.02 | 0.05 |
| Income → FS → PA | 0.02 | 0.01 | 0.04 |
| Income → SC → PA | 0.01 | 0.003 | 0.02 |
| Model 5: | −0.02 | −0.05 | 0.02 |
| Direct effect5 (Income → NA) | 0.004 | −0.03 | 0.04 |
| Total indirect effect5 | −0.02 | −0.04 | −0.01 |
| Income → FS → NA | −0.02 | −0.04 | −0.01 |
| Income → SC → NA | −0.001 | −0.01 | 0.01 |
Note. LS = Life Satisfaction, EWB = Emotional Well-being, PA = Positive Affect, NA = Negative Affect, FS = Financial Satisfaction, SC = Sense of Control; bootstrap resampling = 5000.
Testing the moderated mediation effects for Life Satisfaction in study 2.
| Fit Indices | Bootstrap 95% | ||||||
|---|---|---|---|---|---|---|---|
| Outcome |
| Lower |
| Lower | Upper |
| |
| FS | Gender | 0.11 | 23.21 *** | 0.03 | −0.06 | 0.12 | 0.70 |
| Age | −0.002 | −0.01 | 0.01 | −0.62 | |||
| Education | 0.04 | −0.01 | 0.09 | 1.61 | |||
| Income | 0.15 | 0.12 | 0.19 | 8.26 *** | |||
| SC | Gender | 0.06 | 11.83 *** | −0.06 | −0.15 | 0.04 | −1.22 |
| Age | −0.01 | −0.02 | 0.001 | −1.80 | |||
| Education | 0.09 | 0.03 | 0.14 | 3.02 * | |||
| Income | 0.10 | 0.06 | 0.13 | 4.71 *** | |||
| LS | Gender | 0.25 | 27.97 *** | 0.12 | −0.03 | 0.26 | 1.60 |
| Age | 0.01 | −0.01 | 0.02 | 1.12 | |||
| Education | 0.07 | −0.01 | 0.16 | 1.63 | |||
| Income | 0.09 | 0.03 | 0.15 | 2.83 ** | |||
| FS | 0.53 | 0.41 | 0.65 | 8.57 *** | |||
| SC | 0.26 | 0.14 | 0.38 | 4.23 *** | |||
| ASM | 0.23 | 0.09 | 0.37 | 3.13 ** | |||
| FS × ASM | 0.24 | 0.04 | 0.43 | 2.41 * | |||
| SC × ASM | −0.06 | −0.23 | 0.11 | −0.67 | |||
Note. * p < 0.05, ** p < 0.01, *** p < 0.001. FS = Financial Satisfaction, SC = Sense of Control, LS = Life Satisfaction, ASM = Ability to Savor the Moment.
Figure 3The indirect effect of Income on Life Satisfaction (LS) via Financial Satisfaction (FS) versus Ability to Savor the Moment (ASM), with confidence bands in study 2.
Testing the moderated mediation effects for Happiness in study 2.
| Fit Indices | Bootstrap 95% | ||||||
|---|---|---|---|---|---|---|---|
| Outcome | Predictors |
|
|
| Lower | Upper |
|
| FS | Gender | 0.12 | 21.47 *** | −0.04 | 0.09 | 0.16 | −0.81 |
| Age | −0.002 | −0.01 | 0.01 | −0.67 | |||
| Education | 0.02 | −0.04 | 0.07 | 0.56 | |||
| Income1 | 0.06 | 0.03 | 0.09 | 3.61 *** | |||
| Income | 0.13 | 0.07 | 0.16 | 8.26 *** | |||
| SC | Gender | 0.06 | 9.57 *** | 0.06 | −0.04 | 0.15 | 1.19 |
| Age | −0.01 | −0.01 | 0.001 | −1.80 | |||
| Education | 0.08 | 0.02 | 0.14 | 2.70 * | |||
| Income | 0.10 | 0.06 | 0.13 | 4.71 *** | |||
| Happiness | Gender | 0.05 | 3.85 *** | 0.08 | −0.06 | 0.21 | 1.10 |
| Age | 0.002 | −0.01 | 0.01 | 0.31 | |||
| Education | 0.03 | −0.05 | 0.11 | 0.72 | |||
| Income | 0.04 | −0.02 | 0.10 | 1.26 | |||
| FS | 0.15 | 0.03 | 0.27 | 2.51 * | |||
| SC | −0.07 | −0.18 | 0.05 | −1.12 | |||
| ASM | 0.25 | 0.11 | 0.37 | 3.54 *** | |||
| FS × ASM | 0.10 | −0.08 | 0.29 | 1.10 | |||
| SC × ASM | 0.14 | −0.02 | 0.30 | 1.67 | |||
Note. p * < 0.05, p *** < 0.001. FS = Financial satisfaction, SC = Sense of Control. Income = Household Income, ASM = Ability to Savor the Moment.
Testing the moderated mediation effects for EWB in study 2.
| Fit Indices | Bootstrap 95% | ||||||
|---|---|---|---|---|---|---|---|
| Outcome | Predictors |
|
|
| Lower | Upper |
|
| FS | Gender | 0.11 | 23.21 *** | 0.03 | −0.06 | 0.12 | 0.70 |
| Age | −0.002 | −0.01 | 0.01 | −0.62 | |||
| Education | 0.04 | −0.01 | 0.09 | 1.61 | |||
| Income | 0.15 | 0.12 | 0.19 | 8.26 *** | |||
| SC | Gender | 0.06 | 11.83 *** | −0.06 | −0.15 | 0.04 | −1.22 |
| Age | −0.01 | −0.02 | 0.001 | −1.80 | |||
| Education | 0.09 | 0.03 | 0.14 | 3.02 * | |||
| Income | 0.10 | 0.06 | 0.13 | 4.71 *** | |||
| EWB | Gender | 0.10 | 9.31 *** | −0.04 | −0.18 | 0.10 | −0.59 |
| Age | 0.01 | −0.001 | 0.02 | 1.74 | |||
| Education | 0.03 | −0.05 | 0.11 | 0.68 | |||
| Income | 0.002 | −0.06 | 0.06 | 0.07 | |||
| FS | 0.30 | 0.18 | 0.42 | 5.03 *** | |||
| SC | 0.14 | 0.02 | 0.26 | 2.36 * | |||
| ASM | 0.08 | −0.06 | 0.22 | 1.09 | |||
| FS × ASM | 0.25 | 0.06 | 0.43 | 2.61 ** | |||
| SC × ASM | 0.24 | 0.08 | 0.41 | 2.89 ** | |||
Note. * p < 0.05, ** p < 0.01, *** p < 0.001. FS = Financial satisfaction, SC = Sense of Control, EWB = Emotional Well-being, ASM = Ability to Savor the Moment.
Figure 4The indirect effect of Income on Emotional Well-being (EWB) via Financial Satisfaction (FS) versus Ability to Savor the Moment (ASM), with confidence bands in study 2.
Figure 5The indirect effect of Income on Happiness via Sense of Control (SC) versus Ability to Savor the Moment (ASM), with confidence bands in study 2.
Testing the moderated mediation effects for Positive Affect in study 2.
| Fit Indices | Bootstrap 95% | ||||||
|---|---|---|---|---|---|---|---|
| Outcome | Predictors |
|
|
| Lower | Upper |
|
| FS |
| 0.11 | 23.21 *** | 0.03 | −0.06 | 0.12 | 0.70 |
|
| −0.002 | −0.01 | 0.01 | −0.62 | |||
|
| 0.04 | −0.01 | 0.09 | 1.61 | |||
|
| 0.15 | 0.12 | 0.19 | 8.26 *** | |||
| SC |
| 0.06 | 11.83 *** | −0.06 | −0.15 | 0.04 | −1.22 |
|
| −0.01 | −0.02 | 0.001 | −1.80 | |||
|
| 0.09 | 0.03 | 0.14 | 3.02 * | |||
|
| 0.10 | 0.06 | 0.13 | 4.71 *** | |||
| PA |
| 0.12 | 11.36 *** | −0.004 | −0.08 | 0.08 | −0.10 |
|
| −0.001 | −0.01 | 0.01 | −0.04 | |||
|
| −0.01 | −0.06 | 0.04 | −0.49 | |||
|
| 0.01 | −0.03 | 0.04 | 0.30 | |||
|
| 0.16 | 0.09 | 0.23 | 4.57 *** | |||
|
| 0.09 | 0.02 | 0.15 | 2.51 *** | |||
|
| 0.15 | 0.07 | 0.23 | 3.75 *** | |||
|
| 0.19 | 0.08 | 0.30 | 3.49 *** | |||
|
| 0.12 | 0.03 | 0.22 | 2.57 * | |||
Note. * p < 0.05, *** p < 0.001. FS = Financial satisfaction, SC = Sense of Control, PA = Positive Affect, ASM = Ability to Savor the Moment.
Testing the moderated mediation effects for Negative Affect in study 2.
| Fit Indices | Bootstrap 95% | ||||||
|---|---|---|---|---|---|---|---|
| Outcome | Predictors |
|
|
| Lower | Upper |
|
| FS | Gender | 0.11 | 23.21 *** | 0.03 | −0.06 | 0.12 | 0.70 |
| Age | −0.002 | −0.01 | 0.01 | −0.62 | |||
| Education | 0.04 | −0.01 | 0.09 | 1.61 | |||
| Income | 0.15 | 0.12 | 0.19 | 8.26 *** | |||
| SC | Gender | 0.06 | 11.83 *** | −0.06 | −0.15 | 0.04 | −1.22 |
| Age | −0.01 | −0.02 | 0.001 | −1.80 | |||
| Education | 0.09 | 0.03 | 0.14 | 3.02 * | |||
| Income | 0.10 | 0.06 | 0.13 | 4.71 *** | |||
| NA | Gender | 0.06 | 5.11 *** | 0.04 | −0.05 | 0.12 | 0.84 |
| Age | −0.01 | −0.02 | −0.003 | −2.78 | |||
| Education | −0.04 | −0.09 | 0.01 | −1.52 | |||
| Income | 0.003 | −0.04 | 0.04 | 0.168 | |||
| FS | −0.14 | −0.22 | −0.07 | −3.80 ** | |||
| SC | −0.05 | −0.13 | 0.02 | −1.45 | |||
| ASM | 0.08 | −0.01 | 0.16 | 1.69 | |||
| FS × ASM | −0.06 | −0.17 | 0.06 | −0.95 | |||
| SC × ASM | −0.12 | −0.22 | −0.01 | −2.23 * | |||
Note. * p < 0.05, ** p < 0.01, *** p < 0.001. FS = Financial satisfaction, SC = Sense of Control, NA = Negative Affect, ASM = Ability to Savor the Moment.