Table 8 Descriptive statistics on the 20% best and worst responders.

From: Causal impact evaluation of occupational safety policies on firms’ default using machine learning uplift modelling

Features

Best

Worst

Total

Ateco 2007 (%)

0.76

0.69

0.74

Debt over Equity (Ratio)

3.38

1.92

2.12

Long Term Debt (Index)

0.12

0.21

0.17

Cost of Money (Index)

7.82

6.13

6.56

EBITDA (thousand Euros)

140

215

283

ROE

2.41

9.96

8.34

ROS

2.17

3.97

4.26

ROA

1.41

4.35

4.51

Net Income (thousand Euros)

− 47.08

32.18

53.23

  1. Best and Worst responders are defined considering the lower (best) and upper (worst).
  2. 20% of firms sorted by the predicted uplift score.
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