Relative variable importance of the random forest model using the financial ratios-based data set
| Input variable | Feature importance |
|---|---|
| Equity/total debt t – 1 | 100.00 |
| Cash/current liabilities t – 1 | 81.25 |
| Tax and social security debts/total asset t – 3 | 68.75 |
| Tax and social security debts/total asset t – 1 | 50.00 |
| Cash/current liabilities t – 3 | 43.75 |
| EBIT/interest expenses t – 1 | 31.25 |
| Equity/total debts t – 2 | 25.00 |
| Average payment time t – 1 | 25.00 |
| EBIT/interest expenses t – 2 | 18.75 |
| Equity/total debts t – 3 | 18.75 |
| Input variable | Feature importance |
|---|---|
| Equity/total debt | 100.00 |
| Cash/current liabilities | 81.25 |
| Tax and social security debts/total asset | 68.75 |
| Tax and social security debts/total asset | 50.00 |
| Cash/current liabilities | 43.75 |
| EBIT/interest expenses | 31.25 |
| Equity/total debts | 25.00 |
| Average payment time | 25.00 |
| EBIT/interest expenses | 18.75 |
| Equity/total debts | 18.75 |
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