Question

In: Statistics and Probability

Below we have data on a group of individuals on a weight loss journey. A measure...

Below we have data on a group of individuals on a weight loss journey. A measure of self-esteem was taken at the start of the 3-month program (se1) and then again the end of the program (se2). Is there a significant difference in self-esteem?

se1

Se2

14

15

15

16

12

14

16

18

15

19

15

18

Sum of D-Score:

Mean of D-scores:

Variance of D-score:

df:

Standard error:

t obtained:

Decision:

d:

r-squared:

Solutions

Expert Solution

Solution:

se1

se2

D

14

15

1

15

16

1

12

14

2

16

18

2

15

19

4

15

18

3

sum of D score

13

mean of D score

2.166667

variance of D score

1.138889

Sum of D-Score: 13

Mean of D-scores: 2.166667

Variance of D-score: 1.138889

We perform a paired sample t-test and obtain the following output:

Paired Samples Statistics

Mean

N

Std. Deviation

Std. Error Mean

Pair 1

Se1

14.50

6

1.378

.563

Se2

16.67

6

1.966

.803

Paired Samples Correlations

N

Correlation

Sig.

Pair 1

Se1 & Se2

6

.812

.050

Paired Samples Test

Paired Differences

t

df

Sig. (2-tailed)

Mean

Std. Deviation

Std. Error Mean

95% Confidence Interval of the Difference

Lower

Upper

Pair 1

Se1 - Se2

-2.167

1.169

.477

-3.394

-.940

-4.540

5

.006

Value of the test statistics is t = -4.540.

The degrees of freedom df = 5.

The standard error is = 0.477.

We see the p-value is = 0.006.

As the p-value is = 0.006<0.05, we reject the null hypothesis and conclude that there is a significant difference in weight loss before and after the end of the 3-month program.

d = -2.965516

r-squared = 0.658802


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