Acta Psychologica Sinica ›› 2025, Vol. 57 ›› Issue (8): 1468-1481.doi: 10.3724/SP.J.1041.2025.1468
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LIU Pan1, QIU Lin2,3,4, XIE Tian5,6, REN Xiaopeng7,8(
)
Published:2025-08-25
Online:2025-05-22
Contact:
REN Xiaopeng
E-mail:renxp@psych.ac.cn
LIU Pan, QIU Lin, XIE Tian, REN Xiaopeng. (2025). High- vs. low-stake choices in life: How does modernization predict the multidimensional shifts of individualism in China. Acta Psychologica Sinica, 57(8), 1468-1481.
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URL: https://journal.psych.ac.cn/acps/EN/10.3724/SP.J.1041.2025.1468
| No. | Item Content |
|---|---|
| 1 | The choice of ____ rarely occurs in one’s lifespan. |
| 2 | The possible outcomes of the choice of ____ are uncertain. |
| 3 | The choice of ____ involves much consideration. |
| 4 | The choice of ____ relates to personal morals or values. |
| 5 | The choice of ____ requires significant investment of resources. |
| 6 | The choice of ____ rules out many other options. |
| 7 | The choice of ____ affects multiple areas of life. |
| 8 | The choice of ____ greatly affects one’s interpersonal relationships. |
| 9 | The choice of ____ greatly affects one’s economic situation. |
| 10 | The choice of ____ greatly affects one’s lifestyle. |
| 11 | The choice of ____ affects many people. |
| 12 | The choice of ____ has long-term consequences. |
| 13 | Once the choice of ____ is made, it is difficult to undo or take back. |
Table 1 The Life Choice Characteristics Scale in Study 1
| No. | Item Content |
|---|---|
| 1 | The choice of ____ rarely occurs in one’s lifespan. |
| 2 | The possible outcomes of the choice of ____ are uncertain. |
| 3 | The choice of ____ involves much consideration. |
| 4 | The choice of ____ relates to personal morals or values. |
| 5 | The choice of ____ requires significant investment of resources. |
| 6 | The choice of ____ rules out many other options. |
| 7 | The choice of ____ affects multiple areas of life. |
| 8 | The choice of ____ greatly affects one’s interpersonal relationships. |
| 9 | The choice of ____ greatly affects one’s economic situation. |
| 10 | The choice of ____ greatly affects one’s lifestyle. |
| 11 | The choice of ____ affects many people. |
| 12 | The choice of ____ has long-term consequences. |
| 13 | Once the choice of ____ is made, it is difficult to undo or take back. |
| Life Choice Type | Factor | |
|---|---|---|
| 1 | 2 | |
| Whether to get married | 0.86 | |
| Whether to get divorced | 0.63 | |
| Whether to have children | 0.70 | |
| Whether to live apart from parents | 0.48 | |
| Naming newborn boys | 0.91 | |
| Naming newborn girls | 0.90 | |
Table 2 Rotated factor matrix
| Life Choice Type | Factor | |
|---|---|---|
| 1 | 2 | |
| Whether to get married | 0.86 | |
| Whether to get divorced | 0.63 | |
| Whether to have children | 0.70 | |
| Whether to live apart from parents | 0.48 | |
| Naming newborn boys | 0.91 | |
| Naming newborn girls | 0.90 | |
| Modernization Indicators | 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|---|
| GDP per capita | 1 | — | ||||
| Urbanization rate | 2 | 0.71*** | — | |||
| Higher education attainment rate | 3 | 0.83*** | 0.77*** | — | ||
| Illiteracy rate | 4 | ?0.56*** | ?0.63*** | ?0.47*** | — | |
| Composite index | 5 | 0.90*** | 0.90*** | 0.89*** | ?0.77*** | — |
| Mean | 9015.48 | 0.38 | 0.02 | 15.36 | 0 | |
| SD | 11972.44 | 0.18 | 0.02 | 12.05 | 0.86 | |
Table 3 Correlations among modernization indicators
| Modernization Indicators | 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|---|
| GDP per capita | 1 | — | ||||
| Urbanization rate | 2 | 0.71*** | — | |||
| Higher education attainment rate | 3 | 0.83*** | 0.77*** | — | ||
| Illiteracy rate | 4 | ?0.56*** | ?0.63*** | ?0.47*** | — | |
| Composite index | 5 | 0.90*** | 0.90*** | 0.89*** | ?0.77*** | — |
| Mean | 9015.48 | 0.38 | 0.02 | 15.36 | 0 | |
| SD | 11972.44 | 0.18 | 0.02 | 12.05 | 0.86 | |
| HSC Indicators | 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|---|
| Single-person household proportion | 1 | — | ||||
| Divorce rate | 2 | 0.42*** | — | |||
| Family size | 3 | ?0.70** | ?0.54*** | — | ||
| Extended family percentage | 4 | ?0.43** | ?0.35** | 0.89*** | — | |
| Composite index | 5 | 0.78*** | 0.71** | ?0.96*** | ?0.82*** | — |
| Mean | 8.62 | 0.009 | 3.75 | 2.92 | 0 | |
| SD | 3.46 | 0.005 | 0.58 | 3.31 | 0.82 | |
Table 4 Correlations among individualistic HSC indicators
| HSC Indicators | 1 | 2 | 3 | 4 | 5 | |
|---|---|---|---|---|---|---|
| Single-person household proportion | 1 | — | ||||
| Divorce rate | 2 | 0.42*** | — | |||
| Family size | 3 | ?0.70** | ?0.54*** | — | ||
| Extended family percentage | 4 | ?0.43** | ?0.35** | 0.89*** | — | |
| Composite index | 5 | 0.78*** | 0.71** | ?0.96*** | ?0.82*** | — |
| Mean | 8.62 | 0.009 | 3.75 | 2.92 | 0 | |
| SD | 3.46 | 0.005 | 0.58 | 3.31 | 0.82 | |
| LSC Indicators | 1 | 2 | 3 | |
|---|---|---|---|---|
| The total proportion of the top 10 baby names (boy) | 1 | — | ||
| The total proportion of the top 10 baby names (girl) | 2 | 0.90*** | — | |
| Composite index | 3 | ?0.97*** | ?0.97*** | — |
| Mean | 6.17 | 6.86 | 0 | |
| SD | 2.57 | 2.75 | 0.97 | |
Table 5 Correlations among individualistic LSC indicators
| LSC Indicators | 1 | 2 | 3 | |
|---|---|---|---|---|
| The total proportion of the top 10 baby names (boy) | 1 | — | ||
| The total proportion of the top 10 baby names (girl) | 2 | 0.90*** | — | |
| Composite index | 3 | ?0.97*** | ?0.97*** | — |
| Mean | 6.17 | 6.86 | 0 | |
| SD | 2.57 | 2.75 | 0.97 | |
Figure 2. Shifts of individualistic HSC (left) and LSC (right) from 1981 to 2010 across provinces in China. Note. Circles represent composite indices of individualistic HSC/LSC for each province and each year, and dashed lines indicate the shifting trends of individualism fitted by the multilevel models.
| Modernization Indicators | HSC | LSC | ||||
|---|---|---|---|---|---|---|
| b | 95% CI | t | b | 95% CI | t | |
| GDP per capita | 0.262*** (0.030) | [0.188, 0.336] | 8.84 | 0.002^ (0.032) | [?0.061, 0.065] | 0.06 |
| Urbanization rate | 0.953*** (0.106) | [0.737, 1.168] | 9.02 | 0.396** (0.115) | [0.159, 0.634] | 3.45 |
| Higher education attainment rate | 0.855*** (0.073) | [0.705, 1.006] | 11.70 | 0.356** (0.107) | [0.130, 0.582] | 3.34 |
| Illiteracy rate | ?0.472*** (0.045) | [?0.566, ?0.378] | ?10.47 | ?0.366*** (0.085) | [?0.546, ?0.185] | ?4.28 |
| Composite index | 0.859*** (0.076) | [0.702, 1.015] | 11.31 | 0.303** (0.092) | [0.108, 0.498] | 3.30 |
Table 6 Prediction of individualistic HSC and LSC by modernization at the provincial level in China
| Modernization Indicators | HSC | LSC | ||||
|---|---|---|---|---|---|---|
| b | 95% CI | t | b | 95% CI | t | |
| GDP per capita | 0.262*** (0.030) | [0.188, 0.336] | 8.84 | 0.002^ (0.032) | [?0.061, 0.065] | 0.06 |
| Urbanization rate | 0.953*** (0.106) | [0.737, 1.168] | 9.02 | 0.396** (0.115) | [0.159, 0.634] | 3.45 |
| Higher education attainment rate | 0.855*** (0.073) | [0.705, 1.006] | 11.70 | 0.356** (0.107) | [0.130, 0.582] | 3.34 |
| Illiteracy rate | ?0.472*** (0.045) | [?0.566, ?0.378] | ?10.47 | ?0.366*** (0.085) | [?0.546, ?0.185] | ?4.28 |
| Composite index | 0.859*** (0.076) | [0.702, 1.015] | 11.31 | 0.303** (0.092) | [0.108, 0.498] | 3.30 |
Figure 3. Interprovincial variations in modernization’s predictive patterns for individualistic HSC and LSC in China. Note. Dots represent composite index scores of individualistic HSC/HSC for each province and each year.
| Province | Modernization | Individualism | Province | Modernization | Individualism | ||
|---|---|---|---|---|---|---|---|
| HSC | LSC | HSC | LSC | ||||
| Anhui | ?0.52 | ?0.15 | ?0.58 | Jiangxi | ?0.30 | ?0.57^ | 0.15 |
| Beijing | 1.74# | 0.96# | ?0.08 | Jilin | 0.25 | 0.25 | ?0.62 |
| Fujian | ?0.08 | ?0.24 | 1.05# | Liaoning | 0.45 | 0.44 | ?0.51 |
| Gansu | ?0.58^ | ?0.65^ | 0.10 | Ningxia | ?0.34 | ?0.56^ | ?1.21^ |
| Guangdong | 0.19 | ?0.24 | 1.52# | Qinghai | ?0.52 | ?0.21 | 0.68 |
| Guangxi | ?0.29 | ?0.48 | 1.40# | Shanxi | ?0.21 | ?0.13 | ?0.66^ |
| Guizhou | ?0.64^ | ?0.31 | ?0.25 | Shandong | ?0.07 | ?0.04 | 0.15 |
| Hebei | ?0.27 | ?0.17 | 0.42 | Shanxi | ?0.09 | 0.08 | 0.03 |
| Henan | ?0.40 | ?0.43 | 0.52 | Shanghai | 1.43# | 1.10# | 0.08 |
| Heilongjiang | 0.22 | 0.20 | ?0.56 | Sichuan | ?0.35 | 0.34 | ?1.15^ |
| Hubei | ?0.06 | ?0.14 | ?0.46 | Tianjin | 1.06# | 0.40 | ?0.39 |
| Hunan | ?0.21 | 0.14 | ?0.39 | Yunnan | ?0.63^ | ?0.49 | 0.70 |
| Jiangsu | 0.07 | 0.20 | ?0.51 | Zhejiang | 0.15 | 0.69# | 0.59 |
Table S1 Indices of modernization, individualistic HSC and LSC across provinces in China (1981~2010)
| Province | Modernization | Individualism | Province | Modernization | Individualism | ||
|---|---|---|---|---|---|---|---|
| HSC | LSC | HSC | LSC | ||||
| Anhui | ?0.52 | ?0.15 | ?0.58 | Jiangxi | ?0.30 | ?0.57^ | 0.15 |
| Beijing | 1.74# | 0.96# | ?0.08 | Jilin | 0.25 | 0.25 | ?0.62 |
| Fujian | ?0.08 | ?0.24 | 1.05# | Liaoning | 0.45 | 0.44 | ?0.51 |
| Gansu | ?0.58^ | ?0.65^ | 0.10 | Ningxia | ?0.34 | ?0.56^ | ?1.21^ |
| Guangdong | 0.19 | ?0.24 | 1.52# | Qinghai | ?0.52 | ?0.21 | 0.68 |
| Guangxi | ?0.29 | ?0.48 | 1.40# | Shanxi | ?0.21 | ?0.13 | ?0.66^ |
| Guizhou | ?0.64^ | ?0.31 | ?0.25 | Shandong | ?0.07 | ?0.04 | 0.15 |
| Hebei | ?0.27 | ?0.17 | 0.42 | Shanxi | ?0.09 | 0.08 | 0.03 |
| Henan | ?0.40 | ?0.43 | 0.52 | Shanghai | 1.43# | 1.10# | 0.08 |
| Heilongjiang | 0.22 | 0.20 | ?0.56 | Sichuan | ?0.35 | 0.34 | ?1.15^ |
| Hubei | ?0.06 | ?0.14 | ?0.46 | Tianjin | 1.06# | 0.40 | ?0.39 |
| Hunan | ?0.21 | 0.14 | ?0.39 | Yunnan | ?0.63^ | ?0.49 | 0.70 |
| Jiangsu | 0.07 | 0.20 | ?0.51 | Zhejiang | 0.15 | 0.69# | 0.59 |
Figure S3.4 Shifting trends of individualistic HSC at the provincial level in China (1981~2020). Note. Circles represent HSC composite index values for each province and each year; dashed lines indicate trends fitted by multilevel models.
| Modernization Indicators | Thirty Years of Data (1981~2010) | Forty Years of Data (1981~2020) | ||||
|---|---|---|---|---|---|---|
| b | 95% CI | t | b | 95% CI | t | |
| GDP per capita | 0.262*** (0.030) | [0.188, 0.336] | 8.84 | 0.175*** (0.024) | [0.124, 0.226] | 7.19 |
| Urbanization rate | 0.953*** (0.106) | [0.737, 1.168] | 9.02 | 0.899*** (0.073) | [0.750, 1.047] | 12.36 |
| Higher education attainment rate | 0.855*** (0.073) | [0.705, 1.006] | 11.70 | 0.429*** (0.026) | [0.376, 0.483] | 16.41 |
| Illiteracy rate | ?0.472*** (0.045) | [?0.566, ?0.378] | ?10.47 | ?0.449*** (0.065) | [?0.528, ?0.370] | ?11.97 |
| Composite index | 0.859*** (0.076) | [0.702, 1.015] | 11.31 | 0.796*** (0.058) | [0.676, 0.916] | 13.64 |
Table S3. Prediction of individualistic HSC by modernization indicators
| Modernization Indicators | Thirty Years of Data (1981~2010) | Forty Years of Data (1981~2020) | ||||
|---|---|---|---|---|---|---|
| b | 95% CI | t | b | 95% CI | t | |
| GDP per capita | 0.262*** (0.030) | [0.188, 0.336] | 8.84 | 0.175*** (0.024) | [0.124, 0.226] | 7.19 |
| Urbanization rate | 0.953*** (0.106) | [0.737, 1.168] | 9.02 | 0.899*** (0.073) | [0.750, 1.047] | 12.36 |
| Higher education attainment rate | 0.855*** (0.073) | [0.705, 1.006] | 11.70 | 0.429*** (0.026) | [0.376, 0.483] | 16.41 |
| Illiteracy rate | ?0.472*** (0.045) | [?0.566, ?0.378] | ?10.47 | ?0.449*** (0.065) | [?0.528, ?0.370] | ?11.97 |
| Composite index | 0.859*** (0.076) | [0.702, 1.015] | 11.31 | 0.796*** (0.058) | [0.676, 0.916] | 13.64 |
| Sub-indices of Individualistic HSC | ||||||||
|---|---|---|---|---|---|---|---|---|
| Single-person household proportion | Divorce rate | Family size | Extended family percentage | |||||
| b | t | b | t | b | t | b | t | |
| Modernization | 3.248*** (0.272) [2.693, 3.804] | 11.96 | 0.004*** (0.001) [0.003, 0.005] | 7.34 | ?0.498*** (0.044) [?0.589, ?0.407] | ?11.21 | ?2.092*** (0.327) [?2.762, ?1.421] | ?6.40 |
Table S4.1 Prediction of individualistic HSC (sub-indices) by modernization
| Sub-indices of Individualistic HSC | ||||||||
|---|---|---|---|---|---|---|---|---|
| Single-person household proportion | Divorce rate | Family size | Extended family percentage | |||||
| b | t | b | t | b | t | b | t | |
| Modernization | 3.248*** (0.272) [2.693, 3.804] | 11.96 | 0.004*** (0.001) [0.003, 0.005] | 7.34 | ?0.498*** (0.044) [?0.589, ?0.407] | ?11.21 | ?2.092*** (0.327) [?2.762, ?1.421] | ?6.40 |
| Sub-indices of Individualistic LSC | ||||
|---|---|---|---|---|
| Total proportion of newborn boys with names among the top 10 most common names | Total proportion of newborn girls with names among the top 10 most common names | |||
| b | t | b | t | |
| Modernization | 0.632* (0.245) [?1.183, ?0.207] | ?2.58 | ?0.752*** (0.185) [?1.115, ?0.389] | ?4.07 |
Table S4.2 Prediction of individualistic LSC (sub-indices) by modernization
| Sub-indices of Individualistic LSC | ||||
|---|---|---|---|---|
| Total proportion of newborn boys with names among the top 10 most common names | Total proportion of newborn girls with names among the top 10 most common names | |||
| b | t | b | t | |
| Modernization | 0.632* (0.245) [?1.183, ?0.207] | ?2.58 | ?0.752*** (0.185) [?1.115, ?0.389] | ?4.07 |
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