Absolute prediction errors by node centrality
| Centrality quintile | Mean error | Q1 error | Median error | Q3 error | Country |
|---|---|---|---|---|---|
| Q1 | 2.303 | 0.820 | 1.701 | 3.407 | Small economy |
| Q2 | 2.029 | 0.642 | 1.230 | 2.395 | Small economy |
| Q3 | 2.152 | 0.804 | 1.605 | 2.707 | Small economy |
| Q4 | 2.372 | 0.939 | 1.840 | 3.181 | Small economy |
| Q5 | 2.032 | 0.572 | 1.437 | 2.810 | Small economy |
| Q1 | 5.340 | 0.847 | 2.448 | 6.885 | Large economy |
| Q2 | 4.097 | 0.874 | 1.927 | 4.808 | Large economy |
| Q3 | 4.478 | 1.056 | 2.853 | 5.282 | Large economy |
| Q4 | 4.230 | 0.972 | 2.292 | 5.106 | Large economy |
| Q5 | 4.753 | 0.927 | 2.247 | 5.528 | Large economy |
| Centrality quintile | Mean error | Q1 error | Median error | Q3 error | Country |
|---|---|---|---|---|---|
| Q1 | 2.303 | 0.820 | 1.701 | 3.407 | Small economy |
| Q2 | 2.029 | 0.642 | 1.230 | 2.395 | Small economy |
| Q3 | 2.152 | 0.804 | 1.605 | 2.707 | Small economy |
| Q4 | 2.372 | 0.939 | 1.840 | 3.181 | Small economy |
| Q5 | 2.032 | 0.572 | 1.437 | 2.810 | Small economy |
| Q1 | 5.340 | 0.847 | 2.448 | 6.885 | Large economy |
| Q2 | 4.097 | 0.874 | 1.927 | 4.808 | Large economy |
| Q3 | 4.478 | 1.056 | 2.853 | 5.282 | Large economy |
| Q4 | 4.230 | 0.972 | 2.292 | 5.106 | Large economy |
| Q5 | 4.753 | 0.927 | 2.247 | 5.528 | Large economy |
Note(s): This table reports the mean and interquartile range of absolute income prediction errors across agents, grouped by centrality quintiles in the economic graph. The results indicate that GNN accuracy improves significantly with greater structural embeddedness, reinforcing the informational leverage hypothesis
Sharing content requires targeting cookies to be enabled. Please update your cookie preferences to use this feature.