Deriving Compa-ratio
Employees always expect that they are paid fairly compared to their co-workers, and hence, maintaining internal pay parity is important.
Competitiveness of each employee's pay can be assessed by Compa-ratio. In this exercise, you'll derive compa-ratio as:
$$\text{Compa-ratio} = \frac{\text{Actual compensation}}{\text{Median compensation}}$$
Median compensation is used by organizations to estimate the typical pay for any role/level. This metric helps the organization to correct the compensation of employees who are way below the median compensation.
Note: Remember, median is also known as the 50th percentile. Exactly 50 percent of people make less than the median and 50 percent make more.
This exercise is part of the course
HR Analytics: Predicting Employee Churn in R
Exercise instructions
- For each level, calculate the median compensation (
median_compensation
) and compa-ratio (compa_ratio
). - Print the median compensation for each level.
Hands-on interactive exercise
Have a go at this exercise by completing this sample code.
# Add median_compensation and compa_ratio
emp_compa_ratio <- emp_tenure %>%
group_by(___) %>%
mutate(median_compensation = ___,
compa_ratio = ___)
# Look at the median compensation for each level
emp_compa_ratio %>%
___(level, median_compensation)