Correlation and Regression Analysis in SPSS: A Step-by-Step Guide for Psych 124 Students, Study notes of Statistics

Instructions for conducting correlation and regression analyses using spss software for psych 124 students during the winter 2005 semester. Entering data, computing correlation matrices, simple regressions, and multiple regressions. Students are encouraged to compare the spss output to the results calculated in class.

Typology: Study notes

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Psych 124
Winter 2005
Correlation and Regression in SPSS
1. Enter the data from last week’s example on graduate school admissions into SPSS
(see data below). Be sure to label your variables. Remember that each person should
have their data on one row.
2. Compute a correlation matrix for all of your variables.
a. Select ANALYSIS ! CORRELATE ! BIVARIATE
b. Move the variables you want correlations for into the “Variables” box.
c. Click “OK”.
d. Compare the SPSS output to the results we calculated by hand in class last week.
3. Compute simple regressions for each of the independent variables and the dependent
variable.
a. Select ANALYSIS ! REGRESSION ! LINEAR
b. Move your dependent (y) variable into the “Dependent” box.
c. Move one independent (x) variable into the “Independent” box.
d. Click “OK”.
e. Compare the SPSS output to the results we calculated by hand in class last week.
4. Compute a multiple regression so all of the independent variables predict the
dependent variable.
a. Select ANALYSIS ! REGRESSION ! LINEAR
b. Move your dependent (y) variable into the “Dependent” box.
c. Move all independent (x) variables into the “Independent” box.
d. Click “OK”.
e. Compare the SPSS output to the multiple regression equation I gave you in class
last week.
Evaluation of graduate admission candidates data
GRE
GPA
Letters
“Success”
Adam
650
3.4
8
20
Beth
700
3.6
6
30
Chris
800
3.2
5
35
Danielle
590
3.7
7
50
Ethan
630
3.3
7
15
Fiona
730
3.8
9
75
George
675
3.7
6
Psych 124
Winter 2005
Reliability Analyses in SPSS
1. Enter the data from your scale into SPSS. Be sure to label your variables. Remember
that each person should have their data on one row. Each column should be the
response to a single test question. The Need for Cognition data from today’s handout
is available in an Excel file in the Course Materials folder on COLLAB.
2. Find the reliability of your scale.
a. Select ANALYSIS ! SCALE ! RELIABILITY ANALYSIS
b. Move all your test items into the “Items” box.
c. Click “Statistics”.
d. Check boxes to include Descriptives for “Item”, “Scale”, and “Scale if item
deleted”. [You can also get a correlation matrix for all your questions by
checking “Correlations”.]
e. Click “Continue”.
f. Click “OK”.
g. Compare the SPSS output to the output handed out.

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Psych 124 Winter 2005

Correlation and Regression in SPSS

  1. Enter the data from last week’s example on graduate school admissions into SPSS (see data below). Be sure to label your variables. Remember that each person should have their data on one row.
  2. Compute a correlation matrix for all of your variables. a. Select ANALYSIS! CORRELATE! BIVARIATE b. Move the variables you want correlations for into the “Variables” box. c. Click “OK”. d. Compare the SPSS output to the results we calculated by hand in class last week.
  3. Compute simple regressions for each of the independent variables and the dependent variable. a. Select ANALYSIS! REGRESSION! LINEAR b. Move your dependent (y) variable into the “Dependent” box. c. Move one independent (x) variable into the “Independent” box. d. Click “OK”. e. Compare the SPSS output to the results we calculated by hand in class last week.
  4. Compute a multiple regression so all of the independent variables predict the dependent variable. a. Select ANALYSIS! REGRESSION! LINEAR b. Move your dependent (y) variable into the “Dependent” box. c. Move all independent (x) variables into the “Independent” box. d. Click “OK”. e. Compare the SPSS output to the multiple regression equation I gave you in class last week. Evaluation of graduate admission candidates data GRE GPA Letters “Success” Adam 650 3. 4 8 20 Beth 700 3. 6 6 30 Chris 800 3. 2 5 35 Danielle 590 3. 7 7 50 Ethan 630 3. 3 7 15 Fiona 730 3. 8 9 75 George 675 3. 7 6 Psych 124 Winter 2005

Reliability Analyses in SPSS

  1. Enter the data from your scale into SPSS. Be sure to label your variables. Remember that each person should have their data on one row. Each column should be the response to a single test question. The Need for Cognition data from today’s handout is available in an Excel file in the Course Materials folder on COLLAB.
  2. Find the reliability of your scale. a. Select ANALYSIS! SCALE! RELIABILITY ANALYSIS b. Move all your test items into the “Items” box. c. Click “Statistics”. d. Check boxes to include Descriptives for “Item”, “Scale”, and “Scale if item deleted”. [You can also get a correlation matrix for all your questions by checking “Correlations”.] e. Click “Continue”. f. Click “OK”. g. Compare the SPSS output to the output handed out.