Table 11.
Order of relative importance (top 15).
| GBR | RFR | ||||||
|---|---|---|---|---|---|---|---|
| Rank | Feature | Dimension | Feature importance | Rank | Feature | Dimension | Feature importance |
| 1 | Monetary policy | E | 0.22037932 | 1 | Monetary Policy | E | 0.20904869 |
| 2 | Top ten holders rate | O | 0.06949891 | 2 | AD | I | 0.05735817 |
| 3 | TobinQ | O | 0.0636386 | 3 | Top ten holders rate | O | 0.05659341 |
| 4 | HhiD | E | 0.06146551 | 4 | TobinQ | O | 0.05559654 |
| 5 | AD | I | 0.06044277 | 5 | ROA | O | 0.0549122 |
| 6 | ROA | O | 0.04636747 | 6 | Lev | O | 0.05469888 |
| 7 | Film | I | 0.04552869 | 7 | Firm Age | I | 0.0511105 |
| 8 | Social network | O | 0.0439056 | 8 | HhiD | E | 0.04952929 |
| 9 | Lev | O | 0.0395764 | 9 | Social network | O | 0.04253711 |
| 10 | Firm age | I | 0.03814815 | 10 | Past revenue | Benchmark | 0.03549404 |
| 11 | Cash flow ratio | Benchmark | 0.03723253 | 11 | Cash flow ratio | Benchmark | 0.03423758 |
| 12 | Infrastructure score | E | 0.03629936 | 12 | Education Level | O | 0.03379038 |
| 13 | Technical size | T | 0.03490361 | 13 | Infrastructure score | E | 0.03081521 |
| 14 | Game | I | 0.02863985 | 14 | Technical size | T | 0.03017001 |
| 15 | Education level | O | 0.02791289 | 15 | Film | I | 0.02747689 |