1. Average Monthly Hours vs Left

t-test

## 
##  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 Stayed and group Left is not equal to 0
## 95 percent confidence interval:
##  -10.534631  -6.183384
## sample estimates:
## mean in group Stayed   mean in group Left 
##             199.0602             207.4192

Technical Interpretation

Reject the Ho, p-value < 0.01, there is a difference in means, where employees who left had more average monthly hours

Non-Technical Interpretation

Employees that left worked more hours

Graph

2. Satisfaction level vs. Left

T-test

## 
##  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 Stayed and group Left is not equal to 0
## 95 percent confidence interval:
##  0.2171815 0.2362417
## sample estimates:
## mean in group Stayed   mean in group Left 
##            0.6668096            0.4400980

Technical Interpretation

Reject the Ho, p-value < 0.01, therefore there is a difference between means. Employees who stayed had a higher satisfaction level.

Non-Technical Interpretation

Employees that stayed were more satisfied.

Graph

3 Number of Projects Vs. Left

T-test

## 
##  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 Stayed and group Left is not equal to 0
## 95 percent confidence interval:
##  -0.131136535 -0.006540119
## sample estimates:
## mean in group Stayed   mean in group Left 
##             3.786664             3.855503

Technical Interpretation

Accept the Ho, p-value >0.01 There is not a difference in projects completed between employees who left and employees who stayed

Non-Technical Interpretation

Number of projects does not impact an employee’s decision to leave

Graph

4 Time Spent With Company Vs. Left

T-test

## 
##  Welch Two Sample t-test
## 
## data:  hr$time_spend_company by hr$left
## t = -22.631, df = 9625.6, p-value < 2.2e-16
## alternative hypothesis: true difference in means between group Stayed and group Left is not equal to 0
## 95 percent confidence interval:
##  -0.5394767 -0.4534706
## sample estimates:
## mean in group Stayed   mean in group Left 
##             3.380032             3.876505

Technical Interpretation

Reject the Ho, p-value<0.01. Employees who stayed had a higher time spent with company

Non-Technical Interpretation

Employees who stayed spent more time at the company

Graph