1 ANALYSIS

##  **** Running ma_r: Meta-analysis of correlations **** 
##  Cleaning reliability information

2 FULL RESULTS

analysis_idconstruct_xconstruct_yUSorNOTkNmean_rsd_resmean_rhosd_rhoCI_LL_95CI_UL_95CR_LL_80CR_UL_80SE
4CPSC.AdaptabilityAll Levels682.01e+050.0248 0.074 0.031  0.09250.008390.0537 -0.08750.15  0.0112 
5CPSC.AdaptabilityBelt and Road countries333.78e+040.0121 0.05130.0151 0.0641-0.0101 0.0404 -0.067 0.09720.0111 
6CPSC.AdaptabilityUS351.64e+050.0278 0.07810.0347 0.09760.001840.0676 -0.09030.16  0.0165 
19CPSC.AmalgamationAll Levels385.58e+040.008870.115 0.0113 0.144 -0.0357 0.0582 -0.173 0.196 0.0237 
20CPSC.AmalgamationBelt and Road countries222.79e+04-0.0436 0.092 -0.0539 0.115 -0.104  -0.00368-0.201 0.09340.0242 
21CPSC.AmalgamationUS162.79e+040.0613 0.112 0.0766 0.14  0.006290.147  -0.103 0.257 0.0351 
7CPSC.AmbidexterityAll Levels403.22e+050.006660.07640.008330.0954-0.0216 0.0382 -0.114 0.131 0.0151 
8CPSC.AmbidexterityBelt and Road countries222.51e+05-0.0182 0.0607-0.0227 0.0758-0.0547 0.00936-0.12  0.07440.0161 
9CPSC.AmbidexterityUS187.13e+040.0941 0.06  0.118  0.075 0.0817 0.153  0.02140.214 0.0177 
1CPSCPSAll Levels653.23e+050.362  0.171 0.453  0.214 0.4    0.505  0.178 0.727 0.0266 
2CPSCPSBelt and Road countries151.72e+040.103  0.225 0.128  0.281 -0.0148 0.272  -0.231 0.488 0.0728 
3CPSCPSUS503.05e+050.377  0.155 0.471  0.194 0.417  0.525  0.222 0.72  0.0275 
10CPSI.BusinessAll Levels342.46e+050.0678 0.03120.0847 0.039 0.0707 0.0987 0.03470.135 0.00669
11CPSI.BusinessBelt and Road countries132.28e+050.0698 0.015 0.0872 0.01880.0758 0.0987 0.06320.111 0.00519
12CPSI.BusinessUS211.84e+040.0422 0.09770.0528 0.122 -0.002430.108  -0.104 0.209 0.0266 
13CPSI.FinanceAll Levels348.92e+040.198  0.122 0.247  0.152 0.195  0.299  0.05190.442 0.0262 
14CPSI.FinanceBelt and Road countries126.15e+030.0685 0.16  0.0897 0.196 -0.0252 0.205  -0.161 0.34  0.0604 
15CPSI.FinanceUS228.31e+040.207  0.113 0.259  0.141 0.199  0.318  0.07750.44  0.0302 
16CPSI.PolicyAll Levels466.85e+050.0926 0.03650.116  0.04570.102  0.129  0.05710.174 0.00673
17CPSI.PolicyBelt and Road countries102.26e+050.103  0.02650.128  0.03360.107  0.15   0.08530.171 0.0105 
18CPSI.PolicyUS364.59e+050.0876 0.03960.11   0.04950.093  0.126  0.04610.173 0.00825
22CPSI.SocietyAll Levels135.27e+03-0.006340.0536-0.007870.0668-0.0574 0.0417 -0.09350.07770.0184 
23CPSI.SocietyBelt and Road countries61.53e+030.0331 0.05460.0406 0.0678-0.0418 0.123  -0.04630.128 0.0274 
24CPSI.SocietyUS73.73e+03-0.0226 0.0439-0.0282 0.0549-0.0853 0.0289 -0.09850.04210.0207 
## TABLE Sa. Full Results
## ───────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────
##     analysis_id construct_x     construct_y                 USorNOT      k          N mean_r sd_res mean_rho sd_rho CI_LL_95 CI_UL_95 CR_LL_80 CR_UL_80    S.E.
## ───────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────
## 1         4.000         CPS C.Adaptability  All Levels              68.000 201450.000  0.025  0.074    0.031  0.093    0.008    0.054   -0.088    0.150 (0.011)
## 2         5.000         CPS C.Adaptability  Belt and Road countries 33.000  37822.000  0.012  0.051    0.015  0.064   -0.010    0.040   -0.067    0.097 (0.011)
## 3         6.000         CPS C.Adaptability  US                      35.000 163628.000  0.028  0.078    0.035  0.098    0.002    0.068   -0.090    0.160 (0.016)
## 4        19.000         CPS C.Amalgamation  All Levels              38.000  55830.000  0.009  0.115    0.011  0.144   -0.036    0.058   -0.173    0.196 (0.024)
## 5        20.000         CPS C.Amalgamation  Belt and Road countries 22.000  27897.000 -0.044  0.092   -0.054  0.115   -0.104   -0.004   -0.201    0.093 (0.024)
## 6        21.000         CPS C.Amalgamation  US                      16.000  27933.000  0.061  0.112    0.077  0.140    0.006    0.147   -0.103    0.257 (0.035)
## 7         7.000         CPS C.Ambidexterity All Levels              40.000 322315.000  0.007  0.076    0.008  0.095   -0.022    0.038   -0.114    0.131 (0.015)
## 8         8.000         CPS C.Ambidexterity Belt and Road countries 22.000 251015.000 -0.018  0.061   -0.023  0.076   -0.055    0.009   -0.120    0.074 (0.016)
## 9         9.000         CPS C.Ambidexterity US                      18.000  71300.000  0.094  0.060    0.118  0.075    0.082    0.153    0.021    0.214 (0.018)
## 10       10.000         CPS I.Business      All Levels              34.000 246395.000  0.068  0.031    0.085  0.039    0.071    0.099    0.035    0.135 (0.007)
## 11       11.000         CPS I.Business      Belt and Road countries 13.000 227978.000  0.070  0.015    0.087  0.019    0.076    0.099    0.063    0.111 (0.005)
## 12       12.000         CPS I.Business      US                      21.000  18417.000  0.042  0.098    0.053  0.122   -0.002    0.108   -0.104    0.209 (0.027)
## 13       13.000         CPS I.Finance       All Levels              34.000  89233.000  0.198  0.122    0.247  0.152    0.195    0.299    0.052    0.442 (0.026)
## 14       14.000         CPS I.Finance       Belt and Road countries 12.000   6152.000  0.068  0.160    0.090  0.196   -0.025    0.205   -0.161    0.340 (0.060)
## 15       15.000         CPS I.Finance       US                      22.000  83081.000  0.207  0.113    0.259  0.141    0.199    0.318    0.078    0.440 (0.030)
## 16       16.000         CPS I.Policy        All Levels              46.000 685067.000  0.093  0.037    0.116  0.046    0.102    0.129    0.057    0.174 (0.007)
## 17       17.000         CPS I.Policy        Belt and Road countries 10.000 226033.000  0.103  0.027    0.128  0.034    0.107    0.150    0.085    0.171 (0.010)
## 18       18.000         CPS I.Policy        US                      36.000 459034.000  0.088  0.040    0.110  0.050    0.093    0.126    0.046    0.173 (0.008)
## 19       22.000         CPS I.Society       All Levels              13.000   5267.000 -0.006  0.054   -0.008  0.067   -0.057    0.042   -0.093    0.078 (0.018)
## 20       23.000         CPS I.Society       Belt and Road countries  6.000   1535.000  0.033  0.055    0.041  0.068   -0.042    0.123   -0.046    0.128 (0.027)
## 21       24.000         CPS I.Society       US                       7.000   3732.000 -0.023  0.044   -0.028  0.055   -0.085    0.029   -0.098    0.042 (0.021)
## ───────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────

3 MAIN EFFECT

## TABLE 1. Meta-analysis of all countries
## ──────────────────────────────────────────────────────────────────────────────────────────────────────
##        construct_y      k          N mean_r sd_res mean_rho sd_rho CI_LL_95 CI_UL_95 CR_LL_80 CR_UL_80
## ──────────────────────────────────────────────────────────────────────────────────────────────────────
## 1  C.Adaptability  68.000 201450.000  0.025  0.074    0.031  0.093    0.008    0.054   -0.088    0.150
## 2  C.Amalgamation  38.000  55830.000  0.009  0.115    0.011  0.144   -0.036    0.058   -0.173    0.196
## 3  C.Ambidexterity 40.000 322315.000  0.007  0.076    0.008  0.095   -0.022    0.038   -0.114    0.131
## 4  I.Business      34.000 246395.000  0.068  0.031    0.085  0.039    0.071    0.099    0.035    0.135
## 5  I.Finance       34.000  89233.000  0.198  0.122    0.247  0.152    0.195    0.299    0.052    0.442
## 6  I.Policy        46.000 685067.000  0.093  0.037    0.116  0.046    0.102    0.129    0.057    0.174
## 7  I.Society       13.000   5267.000 -0.006  0.054   -0.008  0.067   -0.057    0.042   -0.093    0.078
## ──────────────────────────────────────────────────────────────────────────────────────────────────────

4 MULTIGROUP META-ANALYSIS AND DIFFERENCE TESTS

## TABLE 2. Cross-countries meta-analysis based on difference tests of effect sizes
## ───────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────
##     analysis_id construct_x     construct_y                 Culture      k          N mean_r sd_res mean_rho sd_rho CI_LL_95 CI_UL_95 CR_LL_80 CR_UL_80    S.E.    Dif      Z  DifP
## ───────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────
## 1         5.000         CPS C.Adaptability  Belt and Road countries 33.000  37822.000  0.012  0.051    0.015  0.064   -0.010    0.040   -0.067    0.097 (0.011) -0.020 -0.985 0.325
## 2         6.000         CPS C.Adaptability  US                      35.000 163628.000  0.028  0.078    0.035  0.098    0.002    0.068   -0.090    0.160 (0.016)                    
## 3        20.000         CPS C.Amalgamation  Belt and Road countries 22.000  27897.000 -0.044  0.092   -0.054  0.115   -0.104   -0.004   -0.201    0.093 (0.024) -0.131 -3.060 0.002
## 4        21.000         CPS C.Amalgamation  US                      16.000  27933.000  0.061  0.112    0.077  0.140    0.006    0.147   -0.103    0.257 (0.035)                    
## 5         8.000         CPS C.Ambidexterity Belt and Road countries 22.000 251015.000 -0.018  0.061   -0.023  0.076   -0.055    0.009   -0.120    0.074 (0.016) -0.140 -5.858 0.000
## 6         9.000         CPS C.Ambidexterity US                      18.000  71300.000  0.094  0.060    0.118  0.075    0.082    0.153    0.021    0.214 (0.018)                    
## 7        11.000         CPS I.Business      Belt and Road countries 13.000 227978.000  0.070  0.015    0.087  0.019    0.076    0.099    0.063    0.111 (0.005)  0.034  1.269 0.204
## 8        12.000         CPS I.Business      US                      21.000  18417.000  0.042  0.098    0.053  0.122   -0.002    0.108   -0.104    0.209 (0.027)                    
## 9        14.000         CPS I.Finance       Belt and Road countries 12.000   6152.000  0.068  0.160    0.090  0.196   -0.025    0.205   -0.161    0.340 (0.060) -0.169 -2.506 0.012
## 10       15.000         CPS I.Finance       US                      22.000  83081.000  0.207  0.113    0.259  0.141    0.199    0.318    0.078    0.440 (0.030)                    
## 11       17.000         CPS I.Policy        Belt and Road countries 10.000 226033.000  0.103  0.027    0.128  0.034    0.107    0.150    0.085    0.171 (0.010)  0.019  1.409 0.159
## 12       18.000         CPS I.Policy        US                      36.000 459034.000  0.088  0.040    0.110  0.050    0.093    0.126    0.046    0.173 (0.008)                    
## 13       23.000         CPS I.Society       Belt and Road countries  6.000   1535.000  0.033  0.055    0.041  0.068   -0.042    0.123   -0.046    0.128 (0.027)  0.069  2.003 0.045
## 14       24.000         CPS I.Society       US                       7.000   3732.000 -0.023  0.044   -0.028  0.055   -0.085    0.029   -0.098    0.042 (0.021)                    
## ───────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────

5 PATTERN THAT PREDICTING CPS ACCROSS TWO GROUPS

## TABLE Sc. Pattern of all countries
## ─────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────
##    analysis_id construct_x     construct_y      k          N mean_r sd_res mean_rho sd_rho CI_LL_95 CI_UL_95 CR_LL_80 CR_UL_80    S.E.   Dif     Z  DifP absDif  absZ absDifP
## ─────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────
## 1       13.000         CPS I.Finance       34.000  89233.000  0.198  0.122    0.247  0.152    0.195    0.299    0.052    0.442 (0.026) 0.131 4.852 0.000  0.131 4.852   0.000
## 2       16.000         CPS I.Policy        46.000 685067.000  0.093  0.037    0.116  0.046    0.102    0.129    0.057    0.174 (0.007) 0.031 3.273 0.001  0.031 3.273   0.001
## 3       10.000         CPS I.Business      34.000 246395.000  0.068  0.031    0.085  0.039    0.071    0.099    0.035    0.135 (0.007) 0.054 4.106 0.000  0.054 4.106   0.000
## 4        4.000         CPS C.Adaptability  68.000 201450.000  0.025  0.074    0.031  0.093    0.008    0.054   -0.088    0.150 (0.011) 0.020 0.753 0.451  0.020 0.753   0.451
## 5       19.000         CPS C.Amalgamation  38.000  55830.000  0.009  0.115    0.011  0.144   -0.036    0.058   -0.173    0.196 (0.024) 0.003 0.105 0.917  0.003 0.105   0.917
## 6        7.000         CPS C.Ambidexterity 40.000 322315.000  0.007  0.076    0.008  0.095   -0.022    0.038   -0.114    0.131 (0.015) 0.016 0.680 0.497  0.000 0.019   0.985
## 7       22.000         CPS I.Society       13.000   5267.000 -0.006  0.054   -0.008  0.067   -0.057    0.042   -0.093    0.078 (0.018)                                       
## ─────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────
## TABLE 3. Pattern US
## ─────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────
##    analysis_id construct_x     construct_y      k          N mean_r sd_res mean_rho sd_rho CI_LL_95 CI_UL_95 CR_LL_80 CR_UL_80    S.E.   Dif     Z  DifP absDif  absZ absDifP
## ─────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────
## 1       15.000         CPS I.Finance       22.000  83081.000  0.207  0.113    0.259  0.141    0.199    0.318    0.078    0.440 (0.030) 0.141 4.041 0.000  0.141 4.041   0.000
## 2        9.000         CPS C.Ambidexterity 18.000  71300.000  0.094  0.060    0.118  0.075    0.082    0.153    0.021    0.214 (0.018) 0.008 0.412 0.681  0.008 0.412   0.681
## 3       18.000         CPS I.Policy        36.000 459034.000  0.088  0.040    0.110  0.050    0.093    0.126    0.046    0.173 (0.008) 0.033 0.912 0.362  0.033 0.912   0.362
## 4       21.000         CPS C.Amalgamation  16.000  27933.000  0.061  0.112    0.077  0.140    0.006    0.147   -0.103    0.257 (0.035) 0.024 0.541 0.589  0.024 0.541   0.589
## 5       12.000         CPS I.Business      21.000  18417.000  0.042  0.098    0.053  0.122   -0.002    0.108   -0.104    0.209 (0.027) 0.018 0.577 0.564  0.018 0.577   0.564
## 6        6.000         CPS C.Adaptability  35.000 163628.000  0.028  0.078    0.035  0.098    0.002    0.068   -0.090    0.160 (0.016) 0.063 2.375 0.018  0.007 0.247   0.805
## 7       24.000         CPS I.Society        7.000   3732.000 -0.023  0.044   -0.028  0.055   -0.085    0.029   -0.098    0.042 (0.021)                                       
## ─────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────
## TABLE 4. Pattern of Belt and Road countries
## ─────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────
##    analysis_id construct_x     construct_y      k          N mean_r sd_res mean_rho sd_rho CI_LL_95 CI_UL_95 CR_LL_80 CR_UL_80    S.E.   Dif     Z  DifP absDif  absZ absDifP
## ─────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────
## 1       17.000         CPS I.Policy        10.000 226033.000  0.103  0.027    0.128  0.034    0.107    0.150    0.085    0.171 (0.010) 0.039 0.631 0.528  0.039 0.631   0.528
## 2       14.000         CPS I.Finance       12.000   6152.000  0.068  0.160    0.090  0.196   -0.025    0.205   -0.161    0.340 (0.060) 0.002 0.040 0.968  0.002 0.040   0.968
## 3       11.000         CPS I.Business      13.000 227978.000  0.070  0.015    0.087  0.019    0.076    0.099    0.063    0.111 (0.005) 0.047 1.671 0.095  0.047 1.671   0.095
## 4       23.000         CPS I.Society        6.000   1535.000  0.033  0.055    0.041  0.068   -0.042    0.123   -0.046    0.128 (0.027) 0.026 0.862 0.389  0.026 0.862   0.389
## 5        5.000         CPS C.Adaptability  33.000  37822.000  0.012  0.051    0.015  0.064   -0.010    0.040   -0.067    0.097 (0.011) 0.038 1.927 0.054  0.008 0.385   0.700
## 6        8.000         CPS C.Ambidexterity 22.000 251015.000 -0.018  0.061   -0.023  0.076   -0.055    0.009   -0.120    0.074 (0.016) 0.031 1.072 0.284  0.031 1.072   0.284
## 7       20.000         CPS C.Amalgamation  22.000  27897.000 -0.044  0.092   -0.054  0.115   -0.104   -0.004   -0.201    0.093 (0.024)                                       
## ─────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────

6 DATA PREPARATION