Load libraries

Load data

Define factors again

Descriptives

Sample

Age

Study Culture Age_Mean Age_SD
Behavior European American 25.27 3.596
Behavior Taiwanese 21.15 2.407
Social European American 21.72 1.921
Social Taiwanese 21.46 2.375
Competence European American 21.58 1.817
Competence Taiwanese 20.78 2.389
##              Df Sum Sq Mean Sq F value   Pr(>F)    
## Culture       1    464   463.6   60.69 2.79e-14 ***
## Residuals   627   4790     7.6                     
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

Gender

Study Culture Gender n
Behavior European American Male 40
Behavior European American Female 62
Behavior European American NA 3
Behavior Taiwanese Male 43
Behavior Taiwanese Female 67
Social European American Male 30
Social European American Female 69
Social European American NA 3
Social Taiwanese Male 29
Social Taiwanese Female 73
Social Taiwanese NA 1
Competence European American Male 36
Competence European American Female 69
Competence European American NA 4
Competence Taiwanese Male 30
Competence Taiwanese Female 70

Education

Study Culture Education n
Behavior European American HS/GED 2
Behavior European American College (not curr enrolled) 6
Behavior European American College (curr enrolled) 20
Behavior European American Assoc 2
Behavior European American BA/BS 55
Behavior European American Masters 20
Behavior Taiwanese HS/GED 2
Behavior Taiwanese College (not curr enrolled) 1
Behavior Taiwanese College (curr enrolled) 72
Behavior Taiwanese Assoc 1
Behavior Taiwanese BA/BS 25
Behavior Taiwanese Masters 8
Behavior Taiwanese Professional 1
Social European American HS/GED 2
Social European American College (not curr enrolled) 1
Social European American College (curr enrolled) 46
Social European American Assoc 2
Social European American BA/BS 45
Social European American Masters 6
Social Taiwanese HS/GED 1
Social Taiwanese College (not curr enrolled) 1
Social Taiwanese College (curr enrolled) 57
Social Taiwanese Assoc 1
Social Taiwanese BA/BS 32
Social Taiwanese Masters 11
Competence European American HS/GED 3
Competence European American College (not curr enrolled) 2
Competence European American College (curr enrolled) 59
Competence European American Assoc 8
Competence European American BA/BS 29
Competence European American Masters 7
Competence European American Doct 1
Competence Taiwanese HS/GED 1
Competence Taiwanese College (curr enrolled) 68
Competence Taiwanese Assoc 1
Competence Taiwanese BA/BS 18
Competence Taiwanese Masters 12

SES

Study Culture FamSES2 n
Behavior European American 20-30K 18
Behavior European American 30-40K 6
Behavior European American 40-50K 9
Behavior European American 50-75K 17
Behavior European American 75-100K 20
Behavior European American >100K 34
Behavior European American NA 1
Behavior Taiwanese <10K 6
Behavior Taiwanese 10-20K 19
Behavior Taiwanese 20-30K 28
Behavior Taiwanese 30-40K 19
Behavior Taiwanese 40-50K 17
Behavior Taiwanese 50-75K 6
Behavior Taiwanese >100K 7
Behavior Taiwanese NA 8
Social European American <10K 1
Social European American 10-20K 1
Social European American 20-30K 3
Social European American 30-40K 6
Social European American 40-50K 5
Social European American 50-75K 18
Social European American 75-100K 8
Social European American >100K 58
Social European American NA 2
Social Taiwanese <10K 3
Social Taiwanese 10-20K 14
Social Taiwanese 20-30K 29
Social Taiwanese 30-40K 14
Social Taiwanese 40-50K 19
Social Taiwanese 50-75K 8
Social Taiwanese >100K 2
Social Taiwanese NA 14
Competence European American <10K 1
Competence European American 10-20K 4
Competence European American 20-30K 4
Competence European American 30-40K 4
Competence European American 40-50K 7
Competence European American 50-75K 31
Competence European American 75-100K 12
Competence European American >100K 46
Competence Taiwanese <10K 6
Competence Taiwanese 10-20K 13
Competence Taiwanese 20-30K 21
Competence Taiwanese 30-40K 27
Competence Taiwanese 40-50K 14
Competence Taiwanese 50-75K 7
Competence Taiwanese >100K 3
Competence Taiwanese NA 9
## 
##  Welch Two Sample t-test
## 
## data:  FamSES2num by Culture
## t = 20.303, df = 592.98, p-value < 2.2e-16
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
##  2.502732 3.038767
## sample estimates:
## mean in group European American         mean in group Taiwanese 
##                        6.504792                        3.734043

AVI: Ideal

Table continues below
Study Culture iHAP_Mean iHAP_SD iLAP_Mean iLAP_SD
Behavior European American 3.44 0.7041 3.948 0.6835
Behavior Taiwanese 3.016 0.7305 3.777 0.6517
Social European American 3.316 0.8399 3.953 0.7485
Social Taiwanese 3.027 0.7425 3.859 0.7423
Competence European American 3.229 0.8123 3.739 0.8782
Competence Taiwanese 2.908 0.7887 3.737 0.7641
iHAPi_Mean iHAPi_SD iLAPi_Mean iLAPi_SD
0.645 0.3619 1.016 0.4222
0.5071 0.4642 1.107 0.4149
0.6436 0.4409 1.092 0.3909
0.4765 0.4523 1.155 0.4478
0.6587 0.3944 1.026 0.3789
0.4094 0.4689 1.109 0.4825

AVI: Actual

Table continues below
Study Culture aHAP_Mean aHAP_SD aLAP_Mean aLAP_SD
Behavior European American 2.724 0.7362 2.99 0.7882
Behavior Taiwanese 2.527 0.7082 2.957 0.7054
Social European American 2.522 0.7347 2.792 0.8054
Social Taiwanese 2.328 0.6243 3.046 0.7138
Competence European American 2.399 0.6172 2.514 0.7398
Competence Taiwanese 2.415 0.7664 2.998 0.6922
aHAPi_Mean aHAPi_SD aLAPi_Mean aLAPi_SD
0.1078 0.5811 0.3522 0.6714
0.1018 0.6606 0.547 0.6648
0.02901 0.5903 0.3109 0.7107
-0.1082 0.5979 0.623 0.7215
0.0359 0.5508 0.1605 0.6958
0.00621 0.6952 0.642 0.649

SDO

Table continues below
Study Culture SDO_Mean SDO_SD SDO_equa_Mean
Behavior European American 2.462 1.201 5.861
Behavior Taiwanese 3.402 0.8742 4.714
Social European American 2.013 0.9882 6.004
Social Taiwanese 3.309 0.979 4.74
Competence European American 2.063 1.079 5.969
Competence Taiwanese 3.599 0.8651 4.54
SDO_equa_SD SDO_hier_Mean SDO_hier_SD
1.146 2.779 1.935
0.9847 3.519 1.152
1.07 2.031 1.084
0.9467 3.36 1.256
1.09 2.095 1.216
0.9271 3.737 1.041

Schwartz Values

Study Culture Power_Mean Power_SD
Behavior European American 5.126 2.061
Behavior Taiwanese 5.964 1.648
Social European American 4.696 1.756
Social Taiwanese 5.447 2.042
Competence European American 4.431 1.812
Competence Taiwanese 5.7 1.709
Study Culture Achievement_Mean Achievement_SD
Behavior European American 7.067 1.566
Behavior Taiwanese 6.891 1.546
Social European American 6.941 1.693
Social Taiwanese 6.447 1.786
Competence European American 6.807 1.59
Competence Taiwanese 6.53 1.501
Study Culture Hedonism_Mean Hedonism_SD
Behavior European American 6.152 1.989
Behavior Taiwanese 6.164 1.758
Social European American 5.559 2.123
Social Taiwanese 5.66 1.882
Competence European American 5.991 1.883
Competence Taiwanese 5.75 1.882
Study Culture Stimulation_Mean Stimulation_SD
Behavior European American 6.558 1.665
Behavior Taiwanese 5.591 1.773
Social European American 6.127 1.928
Social Taiwanese 5.456 1.787
Competence European American 6.101 1.721
Competence Taiwanese 5.182 1.848
Study Culture Self_direction_Mean Self_direction_SD
Behavior European American 7.4 1.253
Behavior Taiwanese 7.109 1.541
Social European American 7.333 1.563
Social Taiwanese 6.951 1.58
Competence European American 6.945 1.626
Competence Taiwanese 6.8 1.67
Study Culture Universalism_Mean Universalism_SD
Behavior European American 7.095 1.816
Behavior Taiwanese 6.491 1.685
Social European American 6.902 2.136
Social Taiwanese 6.437 1.678
Competence European American 6.688 2.214
Competence Taiwanese 6.2 1.627
Study Culture Benevolence_Mean Benevolence_SD
Behavior European American 7.876 1.385
Behavior Taiwanese 7.036 1.52
Social European American 7.647 1.681
Social Taiwanese 6.913 1.609
Competence European American 7.239 1.8
Competence Taiwanese 6.61 1.693
Study Culture Tradition_Mean Tradition_SD
Behavior European American 5.438 2.398
Behavior Taiwanese 4.055 1.976
Social European American 4.647 2.151
Social Taiwanese 3.641 1.841
Competence European American 4.284 2.117
Competence Taiwanese 4.18 1.777
Study Culture Conformity_Mean Conformity_SD
Behavior European American 4.981 2.449
Behavior Taiwanese 4.636 1.88
Social European American 3.931 2.084
Social Taiwanese 4.68 1.869
Competence European American 3.862 2.205
Competence Taiwanese 4.58 1.793
Study Culture Security_Mean Security_SD
Behavior European American 6.219 2.029
Behavior Taiwanese 6.1 1.659
Social European American 6.078 1.918
Social Taiwanese 5.621 1.91
Competence European American 5.477 2.03
Competence Taiwanese 5.76 1.736

General Trust Scale

Study Culture trust_mean trust_sd
Behavior European American 3.637 0.6372
Behavior Taiwanese 4.502 0.8823
Social European American 3.476 0.5394
Social Taiwanese 4.231 0.913
Competence European American 3.375 0.6186
Competence Taiwanese 4.283 1.112
## 
## Call:
## lm(formula = GeneralTrust ~ Culture * Study, data = Demographics)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -3.5015 -0.3752  0.1248  0.5295  1.5505 
## 
## Coefficients:
##                                  Estimate Std. Error t value Pr(>|t|)    
## (Intercept)                       3.63714    0.07864  46.249  < 2e-16 ***
## CultureTaiwanese                  0.86437    0.10995   7.862 1.68e-14 ***
## StudySocial                      -0.16133    0.11203  -1.440   0.1504    
## StudyCompetence                  -0.26191    0.11019  -2.377   0.0178 *  
## CultureTaiwanese:StudySocial     -0.10912    0.15735  -0.693   0.4883    
## CultureTaiwanese:StudyCompetence  0.04323    0.15686   0.276   0.7830    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.8059 on 622 degrees of freedom
##   (1 observation deleted due to missingness)
## Multiple R-squared:  0.2306, Adjusted R-squared:  0.2244 
## F-statistic: 37.28 on 5 and 622 DF,  p-value: < 2.2e-16

Importance of Social Image - Self

Study Culture selfImage_mean selfImage_sd
Behavior European American 5.1 1.147
Behavior Taiwanese 5.451 0.8438
Social European American 4.939 1.183
Social Taiwanese 5.239 0.9056
Competence European American 4.689 0.9692
Competence Taiwanese 5.333 0.725
## 
## Call:
## lm(formula = SelfImage ~ Culture * Study, data = Demographics)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -3.4338 -0.6005 -0.0223  0.6673  2.3110 
## 
## Coefficients:
##                                  Estimate Std. Error t value Pr(>|t|)    
## (Intercept)                       5.10048    0.09522  53.564  < 2e-16 ***
## CultureTaiwanese                  0.35074    0.13313   2.635  0.00863 ** 
## StudySocial                      -0.16126    0.13565  -1.189  0.23498    
## StudyCompetence                  -0.41149    0.13342  -3.084  0.00213 ** 
## CultureTaiwanese:StudySocial     -0.05112    0.19053  -0.268  0.78856    
## CultureTaiwanese:StudyCompetence  0.29294    0.18968   1.544  0.12300    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.9757 on 623 degrees of freedom
## Multiple R-squared:  0.06562,    Adjusted R-squared:  0.05812 
## F-statistic: 8.751 on 5 and 623 DF,  p-value: 4.917e-08

Importance of Social Image - Other

Study Culture otherImage_mean otherImage_sd
Behavior European American 4.297 1.353
Behavior Taiwanese 4.389 1.054
Social European American 3.814 1.153
Social Taiwanese 4.258 1.034
Competence European American 4.059 1.24
Competence Taiwanese 4.118 0.9707
## 
## Call:
## lm(formula = OtherImage ~ Culture * Study, data = Demographics)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -3.1180 -0.7579 -0.0590  0.7421  3.1859 
## 
## Coefficients:
##                                  Estimate Std. Error t value Pr(>|t|)    
## (Intercept)                       4.29683    0.11156  38.517  < 2e-16 ***
## CultureTaiwanese                  0.09257    0.15596   0.594  0.55304    
## StudySocial                      -0.48277    0.15892  -3.038  0.00248 ** 
## StudyCompetence                  -0.23780    0.15631  -1.521  0.12868    
## CultureTaiwanese:StudySocial      0.35131    0.22321   1.574  0.11602    
## CultureTaiwanese:StudyCompetence -0.03359    0.22222  -0.151  0.87990    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 1.143 on 623 degrees of freedom
## Multiple R-squared:  0.02659,    Adjusted R-squared:  0.01878 
## F-statistic: 3.403 on 5 and 623 DF,  p-value: 0.004836

Reputation Stability Mindset (higher values indicate more stability)

Study Culture repStability_mean repStability_sd
Behavior European American 3.43 0.9927
Behavior Taiwanese 3.349 0.6672
Social European American 3.206 0.634
Social Taiwanese 3.137 0.6718
Competence European American 3.251 0.8397
Competence Taiwanese 3.199 0.7803
## 
## Call:
## lm(formula = RepStability ~ Culture * Study, data = Demographics)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -2.43000 -0.53738 -0.05092  0.45091  2.57000 
## 
## Coefficients:
##                                  Estimate Std. Error t value Pr(>|t|)    
## (Intercept)                       3.43000    0.07562  45.359   <2e-16 ***
## CultureTaiwanese                 -0.08091    0.10572  -0.765   0.4444    
## StudySocial                      -0.22412    0.10772  -2.080   0.0379 *  
## StudyCompetence                  -0.17908    0.10595  -1.690   0.0915 .  
## CultureTaiwanese:StudySocial      0.01241    0.15130   0.082   0.9347    
## CultureTaiwanese:StudyCompetence  0.02849    0.15063   0.189   0.8500    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.7749 on 623 degrees of freedom
## Multiple R-squared:  0.01613,    Adjusted R-squared:  0.008237 
## F-statistic: 2.043 on 5 and 623 DF,  p-value: 0.07091

Plot GeneralTrust, SelfImage, OtherImage, and RepStability in same plot

Visualizations for Data_norep

Transfers by Culture

summarise() has grouped output by ‘Study’. You can override using the .groups argument.

Table continues below
Study Culture give_Mean give_SD give_i_Mean give_i_SD
Social European American 5.404 1.636 1.326e-16 6.567e-16
Social Taiwanese 124.8 48.05 8.234e-18 6.432e-16
Competence European American 5.925 2.38 -5.677e-17 7.469e-16
Competence Taiwanese 102.8 57.1 7.66e-17 5.989e-16
give_C_Mean give_C_SD give_PPP_Mean give_PPP_SD
5.404 1.636 5.404 1.636
4.16 1.602 8.877 3.418
5.925 2.38 5.925 2.38
3.425 1.903 7.308 4.061

Cultural comparison

Table continues below
Study Culture n mean mean_i stdv stdv_i
Social European American 74 5.404 1.326e-16 1.638 1
Social Taiwanese 91 4.16 8.234e-18 1.543 1
Competence European American 89 5.925 -5.677e-17 1.42 1
Competence Taiwanese 89 3.425 7.66e-17 1.54 1
sem sem_i
0.4728 0.2887
0.4454 0.2887
0.4099 0.2887
0.4446 0.2887

Visualizations for Data (with rep)

Transfers by Study and Culture

summarise() has grouped output by ‘Study’. You can override using the .groups argument.

Table continues below
Study Culture give_Mean give_SD give_i_Mean give_i_SD
Behavior European American 4.058 1.862 -3.645e-17 8.368e-16
Behavior Taiwanese 120.6 49.06 5.375e-09 7.668e-08
Social European American 5.097 1.715 -8.069e-17 7.427e-16
Social Taiwanese 123.3 37.88 7.341e-17 7.047e-16
Competence European American 5.897 2.197 -3.434e-17 1.002e-15
Competence Taiwanese 107.2 50 7.541e-17 8.053e-16
give_C_Mean give_C_SD give_PPP_Mean give_PPP_SD
4.058 1.862 4.058 1.862
4.02 1.635 8.578 3.49
5.097 1.715 5.097 1.715
4.11 1.263 8.77 2.694
5.897 2.197 5.897 2.197
3.573 1.667 7.624 3.557

Cultural comparison

Table continues below
Study Culture n mean mean_i stdv stdv_i
Behavior European American 105 4.058 -3.645e-17 2.032 1
Behavior Taiwanese 109 4.02 5.375e-09 2.108 1
Social European American 102 5.097 -8.069e-17 2.262 1
Social Taiwanese 103 4.11 7.341e-17 1.996 1
Competence European American 109 5.897 -3.434e-17 1.785 1
Competence Taiwanese 100 3.573 7.541e-17 1.666 1
sem sem_i
0.2395 0.1179
0.2484 0.1179
0.2665 0.1179
0.2353 0.1179
0.2104 0.1179
0.1963 0.1179

Save as aggregate csv