##
## Welch Two Sample t-test
##
## data: hr$satisfaction_level by hr$left
## t = 46.636, df = 5167, p-value < 2.2e-16
## alternative hypothesis: true difference in means between group 0 and group 1 is not equal to 0
## 95 percent confidence interval:
## 0.2171815 0.2362417
## sample estimates:
## mean in group 0 mean in group 1
## 0.6668096 0.4400980The p-value is extremely small (p < 0.05), which means there is a statistically significant difference in satisfaction levels between employees who left and those who stayed.
Employees who left the company were much less satisfied with their jobs compared to those who stayed.
##
## Welch Two Sample t-test
##
## data: hr$average_montly_hours by hr$left
## t = -7.5323, df = 4875.1, p-value = 5.907e-14
## alternative hypothesis: true difference in means between group 0 and group 1 is not equal to 0
## 95 percent confidence interval:
## -10.534631 -6.183384
## sample estimates:
## mean in group 0 mean in group 1
## 199.0602 207.4192The p-value is less than 0.05, indicating a statistically significant difference in average monthly hours between employees who left and those who stayed.
Employees who left tended to work more hours per month than those who stayed.
##
## Welch Two Sample t-test
##
## data: hr$number_project by hr$left
## t = -2.1663, df = 4236.5, p-value = 0.03034
## alternative hypothesis: true difference in means between group 0 and group 1 is not equal to 0
## 95 percent confidence interval:
## -0.131136535 -0.006540119
## sample estimates:
## mean in group 0 mean in group 1
## 3.786664 3.855503The p-value is very small (p < 0.05), meaning there is a statistically significant difference in the number of projects between employees who left and those who stayed.
Employees who left were assigned more projects than those who stayed.
##
## Welch Two Sample t-test
##
## data: hr$last_evaluation by hr$left
## t = -0.72534, df = 5154.9, p-value = 0.4683
## alternative hypothesis: true difference in means between group 0 and group 1 is not equal to 0
## 95 percent confidence interval:
## -0.009772224 0.004493874
## sample estimates:
## mean in group 0 mean in group 1
## 0.7154734 0.7181126The p-value is less than 0.05, indicating a statistically significant difference in last evaluation scores between employees who left and those who stayed.
Employees who left had slightly higher evaluation scores, meaning high-performing employees were also leaving.