Table 10 Contribution of the weighted clustering coefficient to risk prediction.

From: RF model and SNA analysis for optimization of regional financial supervision system

Risk level

Proportion of high-clustering institutions (> 0.6) (%)

Avg. clustering coefficient

Local contagion probability (%)

Feature importance

Safe (A)

12.3

0.42

0.7

0.08

Relatively safe (B)

18.6

0.51

5.2

0.12

Notice (C)

26.9

0.58

14.7

0.17

Cautious (D)

34.7

0.63

28.5

0.21

Warning (E)

47.5

0.71

53.8

0.27

Dangerous (F)

61.2

0.79

79.3

0.33