Signals Output Review

Libraries

Most recent pilot

Rank Analyses

## Call:
## clm2(location = rank_rf ~ deiexpert_f * backlash_f * gendertarget + 
##     (1 | pid), data = nonebacklash_long1)
## 
## Location coefficients:
##                                                    deiexpert_fTrad                                        backlash_fNo Backlash Cond.                                             gendertargetWoman trgt                        deiexpert_fTrad:backlash_fNo Backlash Cond.                             deiexpert_fTrad:gendertargetWoman trgt                 backlash_fNo Backlash Cond.:gendertargetWoman trgt deiexpert_fTrad:backlash_fNo Backlash Cond.:gendertargetWoman trgt 
##                                                              0.742                                                             -0.052                                                              1.329                                                             -0.090                                                             -1.439                                                              0.140                                                              0.149 
## 
## No Scale coefficients
## 
## Threshold coefficients:
##   1|2   2|3   3|4 
## -0.48  0.69  1.85 
## 
## log-likelihood: -2445.47 
## AIC: 4910.93 
## (8 observations deleted due to missingness)
## Call:
## clm2(location = rank_rf ~ deiexpert_f * backlash_f * gendertarget + 
##     (1 | pid), data = nonebacklash_long1)
## 
## Location coefficients:
##                                                                    Estimate Std. Error z value Pr(>|z|)       
## deiexpert_fTrad                                                     0.742    0.173      4.284  0.0000183421137
## backlash_fNo Backlash Cond.                                        -0.052    0.174     -0.297  0.8            
## gendertargetWoman trgt                                              1.329    0.181      7.328  0.0000000000002
## deiexpert_fTrad:backlash_fNo Backlash Cond.                        -0.090    0.240     -0.375  0.7            
## deiexpert_fTrad:gendertargetWoman trgt                             -1.439    0.244     -5.895  0.0000000037551
## backlash_fNo Backlash Cond.:gendertargetWoman trgt                  0.140    0.243      0.576  0.6            
## deiexpert_fTrad:backlash_fNo Backlash Cond.:gendertargetWoman trgt  0.149    0.339      0.440  0.7            
## 
## No scale coefficients
## 
## Threshold coefficients:
##     Estimate Std. Error z value
## 1|2 -0.478    0.131     -3.647 
## 2|3  0.690    0.132      5.222 
## 3|4  1.851    0.138     13.415 
## 
## log-likelihood: -2445.47 
## AIC: 4910.93 
## Condition number of Hessian: 317.23 
## (8 observations deleted due to missingness)

Likert (VS)

## Linear mixed model fit by REML ['lmerModLmerTest']
## Formula: vs ~ deiexpert_f * backlash_f * gendertarget + (1 | pid)
##    Data: nonebacklash_long1
## REML criterion at convergence: 6676
## Random effects:
##  Groups   Name        Std.Dev.
##  pid      (Intercept) 1.04    
##  Residual             1.29    
## Number of obs: 1820, groups:  pid, 455
## Fixed Effects:
##                                                        (Intercept)                                                     deiexpert_fTrad                                         backlash_fNo Backlash Cond.                                              gendertargetWoman trgt                         deiexpert_fTrad:backlash_fNo Backlash Cond.                              deiexpert_fTrad:gendertargetWoman trgt                  backlash_fNo Backlash Cond.:gendertargetWoman trgt  deiexpert_fTrad:backlash_fNo Backlash Cond.:gendertargetWoman trgt  
##                                                              4.262                                                               0.372                                                              -0.204                                                               0.866                                                              -0.155                                                              -0.891                                                               0.298                                                               0.091
## Linear mixed model fit by REML. t-tests use Satterthwaite's method ['lmerModLmerTest']
## Formula: vs ~ deiexpert_f * backlash_f * gendertarget + (1 | pid)
##    Data: nonebacklash_long1
## 
## REML criterion at convergence: 6676
## 
## Scaled residuals: 
##    Min     1Q Median     3Q    Max 
## -3.343 -0.519  0.048  0.536  2.686 
## 
## Random effects:
##  Groups   Name        Variance Std.Dev.
##  pid      (Intercept) 1.07     1.04    
##  Residual             1.66     1.29    
## Number of obs: 1820, groups:  pid, 455
## 
## Fixed effects:
##                                                                    Estimate Std. Error       df t value             Pr(>|t|)    
## (Intercept)                                                           4.262      0.137  718.573   31.07 < 0.0000000000000002 ***
## deiexpert_fTrad                                                       0.372      0.185  718.573    2.01                0.045 *  
## backlash_fNo Backlash Cond.                                          -0.204      0.186  718.573   -1.10                0.273    
## gendertargetWoman trgt                                                0.866      0.128 1361.000    6.77        0.00000000002 ***
## deiexpert_fTrad:backlash_fNo Backlash Cond.                          -0.155      0.259  718.573   -0.60                0.549    
## deiexpert_fTrad:gendertargetWoman trgt                               -0.891      0.173 1361.000   -5.16        0.00000029100 ***
## backlash_fNo Backlash Cond.:gendertargetWoman trgt                    0.298      0.174 1361.000    1.72                0.086 .  
## deiexpert_fTrad:backlash_fNo Backlash Cond.:gendertargetWoman trgt    0.091      0.242 1361.000    0.38                0.707    
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Correlation of Fixed Effects:
##             (Intr) dxpr_T b_NBC. gndrWt d_T:BC d_T:Wt b_NBCt
## dexprt_fTrd -0.741                                          
## bcklsh_NBC. -0.737  0.546                                   
## gndrtrgtWmt -0.467  0.346  0.344                            
## dxp_T:_NBC.  0.529 -0.714 -0.718 -0.247                     
## dxprt_fT:Wt  0.346 -0.467 -0.255 -0.741  0.333              
## bck_NBC.:Wt  0.344 -0.255 -0.467 -0.737  0.335  0.546       
## d_T:_NBC.:t -0.247  0.333  0.335  0.529 -0.467 -0.714 -0.718

MBA Study

Rank

summary(clmm2(rankf~cond*TeammateGender + (1+LearningTeam|pid), data = deivsmba_clean))
## Warning in setStart(rho): design appears to be rank-deficient, so dropping some coefs
## Call:
## clm2(location = rankf ~ cond * TeammateGender + (1 + LearningTeam | 
##     pid), data = deivsmba_clean)
## 
## Location coefficients:
##                            Estimate Std. Error z value Pr(>|z|)
## conddei                    -0.250    0.187     -1.337  0.18    
## TeammateGenderMale          0.043    0.173      0.246  0.81    
## conddei:TeammateGenderMale  0.503    0.242      2.075  0.04    
## 
## No scale coefficients
## 
## Threshold coefficients:
##     Estimate Std. Error z value
## 1|2 -1.125    0.144     -7.830 
## 2|3 -0.037    0.138     -0.270 
## 3|4  0.990    0.141      7.011 
## 4|5  2.431    0.169     14.360 
## 5|6  6.867    1.008      6.814 
## 
## log-likelihood: -1399.64 
## AIC: 2815.28 
## Condition number of Hessian: 657.58 
## (27 observations deleted due to missingness)

Likert (VS)

## Linear mixed model fit by REML. t-tests use Satterthwaite's method ['lmerModLmerTest']
## Formula: Likely ~ cond * TeammateGender + (1 + LearningTeam | pid)
##    Data: deivsmba_clean
## 
## REML criterion at convergence: 3017
## 
## Scaled residuals: 
##    Min     1Q Median     3Q    Max 
## -4.318 -0.402  0.166  0.403  2.497 
## 
## Random effects:
##  Groups   Name         Variance Std.Dev. Corr 
##  pid      (Intercept)  0.943171 0.9712        
##           LearningTeam 0.000182 0.0135   -0.41
##  Residual              1.113473 1.0552        
## Number of obs: 916, groups:  pid, 224
## 
## Fixed effects:
##                            Estimate Std. Error       df t value            Pr(>|t|)    
## (Intercept)                  5.7545     0.1175 368.7435   48.97 <0.0000000000000002 ***
## conddei                      0.0718     0.1648 369.2033    0.44               0.663    
## TeammateGenderMale           0.0401     0.1060 743.2966    0.38               0.705    
## conddei:TeammateGenderMale  -0.2440     0.1475 739.9682   -1.65               0.099 .  
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Correlation of Fixed Effects:
##             (Intr) condde TmmtGM
## conddei     -0.713              
## TemmtGndrMl -0.513  0.366       
## cndd:TmmtGM  0.369 -0.516 -0.718
## optimizer (nloptwrap) convergence code: 0 (OK)
## Model failed to converge with max|grad| = 2.60144 (tol = 0.002, component 1)