Week 5 Independent t Test Exercises
Answer the questions below for Part I II and III. Make sure to create the table if asked and do not submit SPSS output as your answer. If you have any questions, please email your instructor. Don’t forget to save the document as instructed in the assignment submission directs. You do not have to submit a title page or reference list for this assignment. No citations are required for your submission.
Part I
The hypothesis being tested is: Women who are working will have a lower level of depression as compared to women who are not working.
Using Polit2SetC SPSS dataset, which contains a number of mental health variables, determine if the above hypothesis is true.
Follow these steps when using SPSS:
1. Open Polit2SetC dataset.
2. Click Analyze then click Compare Means, then Independent Sample T-test.
3. Move the Dependent Variable (CES_D Score “cesd”) in the area labelled Test Variable.
4. Move the Independent Variable (Currently Employed “worknow”) into the area labelled Grouping Variable. The worknow variable is coded as (0= those women who do not work and 1= those women who are working). Click on Define Groups in group 1 box type 0 and in group 2 box type 1. Click Continue.
5. Click continue and then click OK.
6. Check your answers to the Week 5 t Test Excercises SPSS Output.
Assignment: Through analysis of the data answer the questions below with your findings from this t-test.
1. How many women were employed versus not employed in the sample?
2. What is the total sample size?
3. What are the mean and standard deviation for the CES-D scores for each group?
4. Interpret the Levene’s statistic. (Hint: Is the assumption of homogeneity of variance met? Are equal variances assumed or not assumed?) Why?
5. What is the value of the t-statistic, number of degrees of freedom and the p-value?
6. Does the data support the hypothesis? Why or why not?
Part II
Hypothesis: Women who reported depression scores in wave 1 and wave 2 of the study did not have a significant difference in their level of depression.
Using Polit2SetC SPSS dataset, determine if the above hypothesis is true.
Follow these steps when using SPSS:
1. Open Polit2SetC dataset.
2. Click Analyze then click Compare Means, then Paired Samples T-test.
3. First click on CES-D Score (cesd) and move it into the box labelled Paired Variables (in the rectangle for Pair 1 of Variable 1 and then click on CESD Score, Wave 1 (cesdwav1) and move it into the Paired Variables box (in the rectangle next to CES-D Score, pair 1, variable 2).
4. Click continue and then click OK.
5. Check your answers to the Week 5 t Test Excercises SPSS Output
Assignment: Through analysis of the data and answer the questions below for the findings from this t-test.
1. What is the total sample size?
2. What are the mean and the standard deviation of the CES-D scores at wave 1 and wave 2?
3. What is the mean difference between the two time periods?
4. What is the value of the t-statistic, number of degrees of freedom and the p-value(sig)?
5. Does the data support the hypothesis? Why or why not?
Part III
Using Polit2SetC dataset, run independent groups t-tests for three outcomes. The outcome variables are CES-D Score (cesd), SF12: Physical Health Component Score, standardized (sf12phys) and SF12: Mental Health Component Score, standardized (sf12ment).
Follow these steps when using SPSS:
1. Open Polit2SetC dataset.
2. Click Analyze then click Compare Means, then Independent Sample T-test.
3. Move the Dependent Variables (CES_D Score “cesd”, SF12: Physical Health Component Score, standardized (sf12phys), and SF12: Mental Health Component Score, standardized (sf12ment) ) in the area labelled Test Variable.
4. Move the Independent Variable (Educational Attainment “educatn”) into the area labelled Grouping Variable. The educatn variable is coded as (1= no high school credential and 2=diploma or GED). Click on Define Groups in group 1 box type 1 and in group 2 box type 2. Click Continue.
5. Click continue and then click OK.
6. Check your answers to the Week 5 t Test Excercises SPSS Output
Assignment: Create a table to present your results, use the table 6.3 in Chapter 6 in your book as a model. Write one or two paragraphs explaining and summarizing your results. Do not submit the SPSS output that is provided.
Week
5 t Test Exercises SPSS Output
Independent t test
Group Statistics
Currently employed? N Mean Std. Deviation Std. Error
Mean
CES-D
Score
dimension1
No 524 20.8965 12.46425 .54450
Yes 436 15.8239 10.13655 .48545
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
CES-D
Score
Equal variances
assumed
23.615 .000 6.825 958 .000 5.07264 .74326 3.61404 6.53124
Equal variances not
assumed
6.954 957.514 .000 5.07264 .72949 3.64107 6.50421
Dependent t test
Paired Samples Statistics
Mean N Std. Deviation Std. Error Mean
Pair 1 CES-D Score 18.5516 157 11.87462 .94770
CESD Score, Wave 1 17.8344 157 11.49908 .91773
Paired Samples Correlations
N Correlation Sig.
Pair 1 CES-D Score & CESD
Score, Wave 1
157 .412 .000
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 CES-D Score –
CESD Score, Wave 1
.71718 12.67921 1.01191 -1.28164 2.71599 .709 156 .480
Independent t test with 3 outcome variables
Group Statistics
Educational attainment N Mean Std. Deviation Std. Error Mean
CES-D Score No high school diploma 453 20.1408 11.49986 .54031
Diploma or GED 475 17.5931 11.72389 .53793
SF12: Physical
Health
Component
Score,
standardized
No high school diploma 421 44.03546 10.781420 .525454
Diploma or GED 440 46.27713 10.597265 .505205
SF12: Mental Health
Component Score,
standardized
No high school diploma 421 45.70217 10.693544 .521171
Diploma or GED 440 47.48328 10.895127 .519405
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
CES-D Score Equal variances
assumed
.228 .633 3.340 926 .001 2.54776 .76278 1.05078 4.04474
Equal variances
not assumed
3.342 925.265 .001 2.54776 .76243 1.05146 4.04406
SF12: Physical
Health
Component
Score,
standardized
Equal variances
assumed
1.106 .293 -3.076 859 .002 -2.241671 .728649 -3.671812 -.811529
Equal variances
not assumed
-3.075 855.772 .002 -2.241671 .728927 -3.672364 -.810977
SF12: Mental
Health
Component
Score,
standardized
Equal variances
assumed
.174 .677 -2.420 859 .016 -1.781113 .736103 -3.225884 -.336341
Equal variances
not assumed
-2.421 858.441 .016 -1.781113 .735800 -3.225290 -.336936
Variable Diploma No Diploma t df p db
CES-D 17.59 20.14 3.34 926 .001 2.55
Physical Health 46.28 44.04 -3.076 859 .002 -2.24
Mental Health 47.48 45.70 -2.420 859 .016 -1.78
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