Table 2.
Overall associations between emotion recognition and cognitive performance Within Executive Subdomains, with heterogeneity indices.
| Emotion type |
Sub-domain | k | r | Lower CI | Upper CI | p |
2
|
|
I2 | |
|---|---|---|---|---|---|---|---|---|---|---|
| Anger | Abstraction | 12 | 0.080 | -0.086 | 0.242 | 0.342 | 0.044 | 0.209 | 61.83 | |
| Anger | Attention | 3 | 0.128 | -0.322 | 0.531 | 0.584 | 0.133 | 0.364 | 79.08 | |
| Anger | Flexibility | 8 | 0.032 | -0.094 | 0.157 | 0.620 | 0.004 | 0.061 | 11.49 | |
| Anger | Fluency | 24 | 0.100 | -0.03 | 0.227 | 0.131 | 0.040 | 0.201 | 59.36 | |
| Anger | Inhibition | 10 | 0.09 | -0.023 | 0.179 | 0.129 | 0.000 | 0.001 | 0.001 | |
| Anger |
Working memory |
13 | 0.148 | 0.064 | 0.230 | < 0.001 | *** | 0.000 | 0.001 | 0.001 |
| Disgust | Abstraction | 9 | 0.028 | -0.141 | 0.195 | 0.749 | 0.032 | 0.180 | 55.44 | |
| Disgust | Flexibility | 5 | 0.077 | -0.068 | 0.219 | 0.296 | 0.000 | 0.001 | 0.001 | |
| Disgust | Fluency | 20 | 0.126 | 0.016 | 0.232 | 0.024 | * | 0.019 | 0.137 | 41.13 |
| Disgust | Inhibition | 7 | 0.119 | -0.004 | 0.239 | 0.058 | ✝ | 0.000 | 0.001 | 0.001 |
| Disgust |
Working memory |
9 | 0.173 | 0.065 | 0.277 | 0.001 | ** | 0.003 | 0.050 | 8.44 |
| Fear | Abstraction | 12 | 0.066 | -0.066 | 0.196 | 0.329 | 0.021 | 0.146 | 44.09 | |
| Fear | Attention | 3 | -0.062 | -0.285 | 0.167 | 0.598 | 0.009 | 0.097 | 21.1 | |
| Fear | Flexibility | 8 | 0.099 | -0.014 | 0.209 | 0.085 | ✝ | 0.000 | 0.001 | 0.001 |
| Fear | Fluency | 24 | 0.177 | 0.087 | 0.265 | < 0.001 | *** | 0.013 | 0.115 | 32.43 |
| Fear | Inhibition | 10 | 0.087 | -0.085 | 0.254 | 0.32 | 0.036 | 0.190 | 55.2 | |
| Fear |
Working memory |
12 | 0.224 | 0.102 | 0.338 | < 0.001 | *** | 0.013 | 0.115 | 30.99 |
| Happiness | Abstraction | 11 | -0.007 | -0.163 | 0.149 | 0.9322 | 0.033 | 0.182 | 57.74 | |
| Happiness | Attention | 3 | 0.065 | -0.286 | 0.401 | 0.724 | 0.067 | 0.258 | 65.53 | |
| Happiness | Flexibility | 8 | -0.182 | -0.297 | -0.062 | 0.003 | ** | 0.003 | 0.050 | 8.02 |
| Happiness | Fluency | 23 | -0.044 | -0.174 | 0.086 | 0.507 | 0.039 | 0.197 | 60.51 | |
| Happiness | Inhibition | 11 | -0.03 | -0.155 | 0.096 | 0.642 | 0.011 | 0.104 | 24.7 | |
| Happiness |
Working memory |
13 | 0.098 | -0.047 | 0.239 | 0.186 | 0.024 | 0.155 | 45.19 | |
| Neutral | Abstraction | 3 | -0.068 | -0.819 | 0.769 | 0.902 | 0.588 | 0.767 | 95.25 | |
| Neutral | Attention | 3 | -0.151 | -0.516 | 0.261 | 0.477 | 0.103 | 0.320 | 74.54 | |
| Neutral | Flexibility | 5 | 0.012 | -0.169 | 0.193 | 0.896 | 0.010 | 0.100 | 27.77 | |
| Neutral | Fluency | 9 | -0.113 | -0.486 | 0.295 | 0.596 | 0.156 | 0.395 | 82.28 | |
| Neutral | Inhibition | 6 | 0.003 | -0.323 | 0.328 | 0.986 | 0.094 | 0.307 | 77.03 | |
| Neutral |
Working memory |
4 | -0.056 | -0.286 | 0.179 | 0.641 | 0.014 | 0.118 | 29.38 | |
| Sadness | Abstraction | 12 | 0.033 | -0.116 | 0.180 | 0.668 | 0.031 | 0.177 | 53.92 | |
| Sadness | Attention | 3 | -0.010 | -0.325 | 0.306 | 0.950 | 0.049 | 0.222 | 58.53 | |
| Sadness | Flexibility | 8 | 0.113 | -0.021 | 0.243 | 0.098 | ✝ | 0.007 | 0.081 | 18.61 |
| Sadness | Fluency | 23 | 0.119 | 0.032 | 0.203 | 0.007 | ** | 0.010 | 0.101 | 28.87 |
| Sadness | Inhibition | 10 | 0.039 | -0.077 | 0.155 | 0.508 | 0.005 | 0.073 | 15.32 | |
| Sadness |
Working memory |
13 | 0.172 | 0.035 | 0.303 | 0.014 | * | 0.021 | 0.145 | 41.75 |
| Surprise | Abstraction | 9 | 0.044 | -0.135 | 0.221 | 0.632 | 0.039 | 0.197 | 59.71 | |
| Surprise | Flexibility | 4 | 0.046 | -0.113 | 0.204 | 0.569 | 0.000 | 0.001 | 0.001 | |
| Surprise | Fluency | 17 | 0.135 | 0.037 | 0.231 | 0.007 | ** | 0.010 | 0.100 | 30.14 |
| Surprise | Inhibition | 6 | 0.030 | -0.173 | 0.232 | 0.771 | 0.028 | 0.169 | 49.28 | |
| Surprise |
Working memory |
6 | 0.217 | 0.011 | 0.406 | 0.039 | * | 0.031 | 0.175 | 52.91 |
| Total | Abstraction | 13 | 0.241 | 0.143 | 0.335 | < 0.001 | *** | 0.008 | 0.087 | 21.12 |
| Total | Attention | 5 | 0.269 | 0.128 | 0.399 | < 0.001 | *** | 0.000 | 0.001 | 0.001 |
| Total | Flexibility | 6 | 0.143 | 0.008 | 0.273 | 0.037 | * | 0.000 | 0.001 | 0.001 |
| Total | Fluency | 32 | 0.239 | 0.137 | 0.335 | < 0.001 | *** | 0.022 | 0.148 | 41.8 |
| Total | Inhibition | 11 | 0.237 | 0.101 | 0.365 | < 0.001 | *** | 0.016 | 0.128 | 32.65 |
| Total |
Working memory |
15 | 0.215 | 0.137 | 0.291 | < 0.001 | *** | 0.001 | 0.023 | 1.85 |
Note. * p < .05; ** p < .01; *** p < .001; ✝ marginal (p < .10). CI = Confidence Interval. For consistency of interpretation, correlation signs for time-based tasks (e.g., Stroop, TMT) in the Flexibility and Inhibition domains were reversed so that positive correlations uniformly reflect better cognitive performance. “Total” rows refer to studies that reported global emotion recognition scores (aggregated across emotions).

