Week 2 - Assignment: Apply the T-Test Reflect in e Portfolio Submit Feedback
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Apply the T-Test
School of Business, Northcentral University
BUS-7106 v2: Statistics II
August 29, 2021
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Apply the T-Test
Introduction
The company CEO requested research to measure the level of commitment of the 500
employees. The company employs 250 full-time employees and 250 contracted employees. The
CEO believes that the full-time employees are more committed than the contracted ones. The HR
director surveyed samples of thirty from each group.
The null hypothesis is that there is no statistical difference between each group's
commitment. The alternate hypothesis is that there is a significant difference between the
commitment of each group.
T-Test
The t-Test is a statistical test that compares the mean of two different groups (Weiers,
Ronald M., 2008). it's used to test hypotheses. In this test, the first group is the full-time
employees, and the second group is the contracted employees. The test will decide if there is a
significant difference between the two groups that will reject the null hypothesis that there is no
significant difference. The results will show a non-significant difference between the two to
reject the alternate hypothesis. The formula for the test is:
X is the mean of each group, S is the combined standard error of the means, and n is the
population of each sample. For the company t-test, SPSS and Excel will be used to perform the
test.
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SPSS Results
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Excel Results
Results Interpretation
The two systems showed similar test results; for the first group (full-time employees), the
mean was 3.67, Standard deviation of .83. While group two (contracted employees), the mean
was 3.75, with a standard deviation of .81.
T= -.39 and p= .35, which showed a significant difference, will reject the null hypothesis
that there is no difference in commitment between full-time and contracted employees.
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Conclusion
When the CEO asked the HR director to perform the survey between employees to
determine the level of commitment to the company, the best way to determine the results was by
using the t-test. Which is a statistical test that compares the means of two different groups. The
groups should be independent, normally distributed, and have a similar number of variances.
The director chose thirty employees from each group to conduct the survey, which is
within the range to perform a good t-test (between 20-30). The t result was .39, and p was .35,
which is well above the significant level of .05. The results allowed the HR manager to reject the
null hypothesis and accept the alternate hypothesis that full-time employees are more committed
to the company, as the CEO predicted.
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References
Frank, Julian, & Klar, Bernhard. (2016). Methods to test for equality of two normal distributions.
Statistical Methods and Applications, 25(4), 581–599. https://doi.org/10.1007/s10260-
016-0353-z
Weiers, Ronald M. (2008). Introduction to business statistics (6th ed.). South-Weestern cengage
learning. https://proxy1.ncu.edu/login?url=https://search-ebscohost-
com.proxy1.ncu.edu/login.aspx?
direct=true&db=edsbvb&AN=edsbvb.BV022756900&site=eds-live
Xu, Manfei, Fralick, Drew, Zheng, Julia Z., Wang, Bokai, Tu, Xin M., & Feng, Changyong.
(2017). The differences and similarities between two-sample t-test and paired t-test.
Shanghai Archives of Psychiatry, 29(3), 184. https://doi.org/10.11919/j.issn.1002-
0829.217070
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