TableĀ 3

Absolute prediction errors by node centrality

Centrality quintileMean errorQ1 errorMedian errorQ3 errorCountry
Q12.3030.8201.7013.407Small economy
Q22.0290.6421.2302.395Small economy
Q32.1520.8041.6052.707Small economy
Q42.3720.9391.8403.181Small economy
Q52.0320.5721.4372.810Small economy
Q15.3400.8472.4486.885Large economy
Q24.0970.8741.9274.808Large economy
Q34.4781.0562.8535.282Large economy
Q44.2300.9722.2925.106Large economy
Q54.7530.9272.2475.528Large 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

Source(s): Author's simulations based on GNN-predicted income under partial observability

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