Question
Assignment: Project Analysis (Hypothesis Testing Using R) Given: Research questions: What are the factors for high employee turnover rate in a particular retail company? Hypothesis:
Assignment: Project Analysis (Hypothesis Testing Using R)
Given: Research questions:
What are the factors for high employee turnover rate in a particular retail company?
Hypothesis:
Hypothesis 1: Job satisfaction (JS) has a negative impact on employee turnover in retail companies.
Hypothesis 2: Career management (CM) has a negative impact on employee turnover in retail companies.
Hypothesis 3: Work-life balance (WB)has a negative impact on employee turnover in retail companies.
Data were collected from 40 Participants and the full data is attached below.
Question: By looking at the variables in Employee turnover dataset, Conduct a significance test in R for the above three hypotheses at a confidence interval of 90%. For each test, discuss and summarize in detail: A. Accept the hypothesis? B. Summarize the whole process of the analysis for each hypothesis.
Satisfaction Survey Data | ||||||||
Participants | Gender | Age | Educational Level | Work status | JS | WlB | CM | ET |
D6526 | Female | 20 - 30 | High school diploma | Part-time | 3.00 | 3.00 | 2.00 | 4.00 |
D6528 | Female | 31 - 40 | Associate Degree | Full time | 3.00 | 2.00 | 2.00 | 3.75 |
D6325 | Female | 31 - 40 | Associate Degree | Full time | 3.00 | 4.00 | 2.00 | 2.75 |
D5256 | Male | 31 - 40 | Associate Degree | Full time | 4.00 | 2.50 | 4.00 | 2.25 |
D5897 | Male | 20 - 30 | Associate Degree | Part-time | 4.00 | 4.00 | 2.00 | 4.25 |
D7859 | Female | 20 - 30 | High school diploma | Part-time | 3.50 | 4.00 | 5.00 | 4.00 |
D6115 | Female | 20 - 30 | Associate Degree | Part-time | 1.50 | 3.50 | 1.00 | 4.00 |
D7425 | Male | 20 - 30 | Associate Degree | Full time | 3.50 | 2.00 | 4.00 | 1.75 |
D5522 | Female | 20 - 30 | Associate Degree | Full time | 3.00 | 2.00 | 4.00 | 3.25 |
D7777 | Female | 20 - 30 | High school diploma | Part-time | 3.00 | 3.00 | 3.00 | 3.75 |
D6487 | Female | 20 - 30 | High school diploma | Part-time | 2.50 | 2.00 | 3.00 | 3.75 |
D5145 | Female | 41 - 50 | Associate Degree | Full time | 3.00 | 3.00 | 3.00 | 2.25 |
D7955 | Female | 20 - 30 | High school diploma | Part-time | 3.50 | 4.00 | 4.00 | 1.50 |
D8452 | Female | 20 - 30 | High school diploma | Part-time | 3.00 | 3.50 | 4.00 | 3.75 |
D8422 | Female | 20 - 30 | Associate Degree | Part-time | 2.00 | 4.00 | 2.00 | 3.25 |
D7112 | Female | 20 - 30 | Associate Degree | Full time | 1.50 | 3.00 | 2.00 | 3.75 |
D6666 | Female | 20 - 30 | Associate Degree | Full time | 3.00 | 2.00 | 2.00 | 2.50 |
D5802 | Female | 20 - 30 | Associate Degree | Full time | 3.50 | 2.00 | 4.00 | 2.75 |
D7410 | Male | 20 - 30 | Associate Degree | Part-time | 3.00 | 4.00 | 2.00 | 3.25 |
D8223 | Male | 20 - 30 | High school diploma | Part-time | 2.00 | 3.00 | 5.00 | 3.25 |
D7020 | Male | 20 - 30 | Associate Degree | Part-time | 4.00 | 3.00 | 1.00 | 2.25 |
D7039 | Female | 20 - 30 | Associate Degree | Part-time | 2.50 | 3.00 | 2.00 | 1.75 |
D8912 | Male | 20 - 30 | Associate Degree | Full time | 2.00 | 2.00 | 5.00 | 1.50 |
D6099 | Male | 20 - 30 | Associate Degree | Full time | 2.00 | 3.50 | 4.00 | 1.25 |
D5380 | Male | 31 - 40 | Associate Degree | Part-time | 3.50 | 2.50 | 4.00 | 2.25 |
D8050 | Female | 20 - 30 | High school diploma | Part-time | 2.00 | 2.00 | 1.00 | 3.50 |
D7621 | Female | 20 - 30 | High school diploma | Part-time | 1.50 | 4.00 | 5.00 | 3.25 |
D5000 | Female | 20 - 30 | High school diploma | Part-time | 2.00 | 3.00 | 1.00 | 3.50 |
D8000 | Female | 20 - 30 | Associate Degree | Part-time | 2.00 | 2.50 | 1.00 | 1.50 |
D8010 | Male | 20 - 30 | Associate Degree | Full time | 3.00 | 2.00 | 1.00 | 1.00 |
D8012 | Male | 20 - 30 | Associate Degree | Full time | 2.00 | 4.00 | 2.00 | 1.50 |
D8015 | Male | 20 - 30 | High school diploma | Part-time | 1.50 | 3.00 | 1.00 | 1.75 |
D8018 | Female | 20 - 30 | High school diploma | Part-time | 2.00 | 2.50 | 3.00 | 2.25 |
D7625 | Female | 20 - 30 | Associate Degree | Part-time | 3.00 | 4.00 | 2.00 | 3.25 |
D7627 | Male | 31 - 40 | Associate Degree | Part-time | 3.50 | 3.00 | 2.00 | 3.75 |
D7629 | Female | 20 - 30 | Associate Degree | Full time | 2.00 | 2.00 | 4.00 | 3.00 |
D6222 | Female | 20 - 30 | Associate Degree | Full time | 3.00 | 3.00 | 4.00 | 2.25 |
D6224 | Male | 20 - 30 | Associate Degree | Full time | 2.50 | 4.00 | 2.00 | 2.00 |
D6226 | Male | 20 - 30 | High school diploma | Part-time | 4.00 | 2.00 | 2.00 | 2.25 |
D6228 | Male | 20 - 30 | Associate Degree | Full time | 4.50 | 1.50 | 2.00 | 1.75 |
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