1. Histogram: Distribution of Employee Satisfaction
- Observation: Most employees have medium to high satisfaction levels,
>0.5. The outlier, as well as the highest value
- is at zero indicating the majority of employees are not satisfied at
all.
2. Box Plot: Last Evaluation Scores
- Observation: The median evaluation score is 0.72 which means half of
the employees recieved an evaluation
- score above this level, while half recieved a score below it. The
values from Q1, 0.56, to Q3, 0.87, indicate
- most employees relatively high evaluations.
3. Comparative Box Plot: Monthly Hours by Department
- Observation: All departments have a similar distribution of monthly
working hours, with a median around 200 hours.
- Some employees work significantly more or less, but no department
stands out as an outlier.
4. Pie Chart of Frequencies: Attrition by Salary Level
- Observation: Most employees who leave the company have low salaries
(60.8%),
- followed by medium salaries (36.9%),
- and very few with high salaries (2.3%). This suggests that
lower-paid employees are more likely to leave.
5. Bar Plot of Averages: Average Satisfaction by Department
- Observation: Satisfaction levels are similar across all departments,
with averages around 0.55–0.6.
- No department stands out significantly in employee
satisfaction.