You are viewing the site in preview mode

Skip to main content

Table 5 Highest predictive features of high emotional exhaustion (MBI) from full survey data

From: A machine learning model to predict the risk factors causing feelings of burnout and emotional exhaustion amongst nursing staff in South Africa

Feature

Feature description

Predictive power

F173

Rated Fatigue

5.26%

F85

Management listens to employees

2.91%

F135

Confidence in Management

2.71%

F27

Overall Job Satisfaction

2.37%

F70

Enough registered nurses

2.27%

F172

Experience Emotional Problems

2.02%

F137

Recommend place of work to receive healthcare services

1.81%

F162

Incomplete nursing care

1.77%

F169

Pain rating

1.68%

F161

Amount of workday spent on non-nursing tasks

1.57%

F73

Enough staff on hand to get the work done

1.54%

F23

Number of years worked in current hospital

1.51%