Set of variables used in the method for predicting voluntary employee turnover
| Variable | Name | Scale for the variable | ||||
|---|---|---|---|---|---|---|
| x1 | gender | female | male | other | ||
| x2 | age | expressed as a natural number | ||||
| x3 | education | primary | middle school | vocational | secondary | higher |
| x4 | job position characteristics | regular employee | low-level manager | mid-level manager | high-level manager | |
| Attribute Evaluation | ||||||
| very poor | poor | average | good | very good | ||
| x5 | salary | [0.0; 0.2] | [0.2; 0.4] | [0.4; 0.6] | [0.6; 0.8] | [0.8; 1.0] |
| x6 | job satisfaction | [0.0; 0.2] | [0.2; 0.4] | [0.4; 0.6] | [0.6; 0.8] | [0.8; 1.0] |
| x7 | sense of fairness | [0.0; 0.2] | [0.2; 0.4] | [0.4; 0.6] | [0.6; 0.8] | [0.8; 1.0] |
| x8 | promotion opportunities | [0.0; 0.2] | [0.2; 0.4] | [0.4; 0.6] | [0.6; 0.8] | [0.8; 1.0] |
| x9 | professional development opportunities | [0.0; 0.2] | [0.2; 0.4] | [0.4; 0.6] | [0.6; 0.8] | [0.8; 1.0] |
| x10 | work performance | [0.0; 0.2] | [0.2; 0.4] | [0.4; 0.6] | [0.6; 0.8] | [0.8; 1.0] |
| x11 | working conditions | [0.0; 0.2] | [0.2; 0.4] | [0.4; 0.6] | [0.6; 0.8] | [0.8; 1.0] |
| x12 | team atmosphere | [0.0; 0.2] | [0.2; 0.4] | [0.4; 0.6] | [0.6; 0.8] | [0.8; 1.0] |
| x13 | recognition and rewards | [0.0; 0.2] | [0.2; 0.4] | [0.4; 0.6] | [0.6; 0.8] | [0.8; 1.0] |
| x14 | relationships with supervisors | [0.0; 0.2] | [0.2; 0.4] | [0.4; 0.6] | [0.6; 0.8] | [0.8; 1.0] |
| x15 | job stability | [0.0; 0.2] | [0.2; 0.4] | [0.4; 0.6] | [0.6; 0.8] | [0.8; 1.0] |
| x16 | communication within the company | [0.0; 0.2] | [0.2; 0.4] | [0.4; 0.6] | [0.6; 0.8] | [0.8; 1.0] |
| x17 | work-life balance | [0.0; 0.2] | [0.2; 0.4] | [0.4; 0.6] | [0.6; 0.8] | [0.8; 1.0] |
| x18 | independence at work | [0.0; 0.2] | [0.2; 0.4] | [0.4; 0.6] | [0.6; 0.8] | [0.8; 1.0] |
| x19 | level of autonomy at work | [0.0; 0.2] | [0.2; 0.4] | [0.4; 0.6] | [0.6; 0.8] | [0.8; 1.0] |
| x20 | job responsibility | [0.0; 0.2] | [0.2; 0.4] | [0.4; 0.6] | [0.6; 0.8] | [0.8; 1.0] |
| x21 | work engagement | [0.0; 0.2] | [0.2; 0.4] | [0.4; 0.6] | [0.6; 0.8] | [0.8; 1.0] |
| x22 | remote work availability | [0.0; 0.2] | [0.2; 0.4] | [0.4; 0.6] | [0.6; 0.8] | [0.8; 1.0] |
| x23 | flexible working hours | [0.0; 0.2] | [0.2; 0.4] | [0.4; 0.6] | [0.6; 0.8] | [0.8; 1.0] |
| x24 | sense of burnout | [0.0; 0.2] | [0.2; 0.4] | [0.4; 0.6] | [0.6; 0.8] | [0.8; 1.0] |
| x25 | workload | [0.0; 0.2] | [0.2; 0.4] | [0.4; 0.6] | [0.6; 0.8] | [0.8; 1.0] |
| x26 | commuting time | [0.0; 0.2] | [0.2; 0.4] | [0.4; 0.6] | [0.6; 0.8] | [0.8; 1.0] |
| x27 | recognition at work | [0.0; 0.2] | [0.2; 0.4] | [0.4; 0.6] | [0.6; 0.8] | [0.8; 1.0] |
| x28 | organizational management | [0.0; 0.2] | [0.2; 0.4] | [0.4; 0.6] | [0.6; 0.8] | [0.8; 1.0] |
| x29 | job monotony | [0.0; 0.2] | [0.2; 0.4] | [0.4; 0.6] | [0.6; 0.8] | [0.8; 1.0] |
| x30 | employer reputation | [0.0; 0.2] | [0.2; 0.4] | [0.4; 0.6] | [0.6; 0.8] | [0.8; 1.0] |
| x31 | organizational culture | [0.0; 0.2] | [0.2; 0.4] | [0.4; 0.6] | [0.6; 0.8] | [0.8; 1.0] |
| Variable | Name | Scale for the variable | ||||
|---|---|---|---|---|---|---|
| x1 | gender | female | male | other | ||
| x2 | age | expressed as a natural number | ||||
| x3 | education | primary | middle school | vocational | secondary | higher |
| x4 | job position characteristics | regular employee | low-level manager | mid-level manager | high-level manager | |
| very poor | poor | average | good | very good | ||
| x5 | salary | [0.0; 0.2] | [0.2; 0.4] | [0.4; 0.6] | [0.6; 0.8] | [0.8; 1.0] |
| x6 | job satisfaction | [0.0; 0.2] | [0.2; 0.4] | [0.4; 0.6] | [0.6; 0.8] | [0.8; 1.0] |
| x7 | sense of fairness | [0.0; 0.2] | [0.2; 0.4] | [0.4; 0.6] | [0.6; 0.8] | [0.8; 1.0] |
| x8 | promotion opportunities | [0.0; 0.2] | [0.2; 0.4] | [0.4; 0.6] | [0.6; 0.8] | [0.8; 1.0] |
| x9 | professional development opportunities | [0.0; 0.2] | [0.2; 0.4] | [0.4; 0.6] | [0.6; 0.8] | [0.8; 1.0] |
| x10 | work performance | [0.0; 0.2] | [0.2; 0.4] | [0.4; 0.6] | [0.6; 0.8] | [0.8; 1.0] |
| x11 | working conditions | [0.0; 0.2] | [0.2; 0.4] | [0.4; 0.6] | [0.6; 0.8] | [0.8; 1.0] |
| x12 | team atmosphere | [0.0; 0.2] | [0.2; 0.4] | [0.4; 0.6] | [0.6; 0.8] | [0.8; 1.0] |
| x13 | recognition and rewards | [0.0; 0.2] | [0.2; 0.4] | [0.4; 0.6] | [0.6; 0.8] | [0.8; 1.0] |
| x14 | relationships with supervisors | [0.0; 0.2] | [0.2; 0.4] | [0.4; 0.6] | [0.6; 0.8] | [0.8; 1.0] |
| x15 | job stability | [0.0; 0.2] | [0.2; 0.4] | [0.4; 0.6] | [0.6; 0.8] | [0.8; 1.0] |
| x16 | communication within the company | [0.0; 0.2] | [0.2; 0.4] | [0.4; 0.6] | [0.6; 0.8] | [0.8; 1.0] |
| x17 | work-life balance | [0.0; 0.2] | [0.2; 0.4] | [0.4; 0.6] | [0.6; 0.8] | [0.8; 1.0] |
| x18 | independence at work | [0.0; 0.2] | [0.2; 0.4] | [0.4; 0.6] | [0.6; 0.8] | [0.8; 1.0] |
| x19 | level of autonomy at work | [0.0; 0.2] | [0.2; 0.4] | [0.4; 0.6] | [0.6; 0.8] | [0.8; 1.0] |
| x20 | job responsibility | [0.0; 0.2] | [0.2; 0.4] | [0.4; 0.6] | [0.6; 0.8] | [0.8; 1.0] |
| x21 | work engagement | [0.0; 0.2] | [0.2; 0.4] | [0.4; 0.6] | [0.6; 0.8] | [0.8; 1.0] |
| x22 | remote work availability | [0.0; 0.2] | [0.2; 0.4] | [0.4; 0.6] | [0.6; 0.8] | [0.8; 1.0] |
| x23 | flexible working hours | [0.0; 0.2] | [0.2; 0.4] | [0.4; 0.6] | [0.6; 0.8] | [0.8; 1.0] |
| x24 | sense of burnout | [0.0; 0.2] | [0.2; 0.4] | [0.4; 0.6] | [0.6; 0.8] | [0.8; 1.0] |
| x25 | workload | [0.0; 0.2] | [0.2; 0.4] | [0.4; 0.6] | [0.6; 0.8] | [0.8; 1.0] |
| x26 | commuting time | [0.0; 0.2] | [0.2; 0.4] | [0.4; 0.6] | [0.6; 0.8] | [0.8; 1.0] |
| x27 | recognition at work | [0.0; 0.2] | [0.2; 0.4] | [0.4; 0.6] | [0.6; 0.8] | [0.8; 1.0] |
| x28 | organizational management | [0.0; 0.2] | [0.2; 0.4] | [0.4; 0.6] | [0.6; 0.8] | [0.8; 1.0] |
| x29 | job monotony | [0.0; 0.2] | [0.2; 0.4] | [0.4; 0.6] | [0.6; 0.8] | [0.8; 1.0] |
| x30 | employer reputation | [0.0; 0.2] | [0.2; 0.4] | [0.4; 0.6] | [0.6; 0.8] | [0.8; 1.0] |
| x31 | organizational culture | [0.0; 0.2] | [0.2; 0.4] | [0.4; 0.6] | [0.6; 0.8] | [0.8; 1.0] |
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