Question

In: Statistics and Probability

A sample of 449 government employees and some number of respondents from private corporations answered the...

A sample of 449 government employees and some number of respondents from private corporations answered the question about their education in 2018. Compare their average highest year of school completed and answer the question: Did government employees on average have more education than private employees in the U.S. in 2018? Explain why you think so. [Do not run the test in SPSS. Use the SPSS output below.]

T-Test

Group Statistics

Govt or private employee

N

Mean

Std. Deviation

Std. Error Mean

Highest year of school completed

GOVERNMENT

449

14.85

2.823

.133

PRIVATE

-------

13.52

2.917

.069

Independent Samples Test

Levene's Test for Equality of Variances

t-test for Equality of Means

F

Sig.

t

df

Sig. (2-tailed)

Mean Difference

Std. Error Difference

95% Confidence Interval of the Difference

Lower

Upper

Highest year of school completed

Equal variances assumed

.491

.483

8.672

2210

.000

---------

.153

1.028

1.629

  1. Calculate the values to put into two blanks (----). [See the output above].

  1. State the null hypothesis (in words).
  1. State the research (one-tailed) hypothesis (in words). [Hint: inspect the sample means for stating correct direction].
  1. Find tcritical for one-tailed test.

  1. Based on this SPSS output at the 0.05 significance level do you reject or accept the null hypothesis? Why?
  1. Based on this SPSS output at the 0.05 significance level, do you reject or accept the one-tailed research hypothesis?
  1. Answer the problem’s question.

Solutions

Expert Solution

1.

First Blank: the value of n for private employee

We know that,

Std. error = Std. Deviation/

i.e. 0.069 = 2.917/

n = 1787.21

~ 1788

Second blank: Mean difference

t = Mean difference/std. error difference

So,

Mean difference = 8.672*0.153

= 1.327

2.

H0: Government employees and private employees on average have equal education in the U.S. in 2018.

3.

Research Hypothesis: Government employees on average have more education than private employees in the U.S. in 2018

4.

We know that,

df = n1 + n2 - 2

= 449+1788-2

= 2235

= 0.05

So,

tcritical = 1.646

6.

Since significance value = 0 < 0.05 i.e. we can reject null hypothesis.

6.

Since t = 8.672 > tcritical = 1.646 i.e. we can reject null hypothesis.

7.

We have enough evidence to conclude that government employees on average have more education than private employees in the U.S. in 2018.

Please upvote if you have liked my answer, would be of great help. Thank you.


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