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THE MULTIVARIATE ANALYSIS OF CATEGORICAL DATA EXERCISE 1: TERMINOLOGY, ODDS RATIOS, AND DEGREES OF FREEDOM Susan Carol Losh Department of Educational Psychology and Learning Systems Florida State University |
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This exercise will give you some preliminary experience with three way cross-tabulation tables. We are starting out "easy" because each of the three variables has only two categories or values. The data (n = 3391) are aggregated from two separate NSF Surveys of Public Understanding of Science and Technology (2001 and 2006). The table uses the following three variables:
GENDER: 1 = Male 2 = Female For purposes of this assignment,
consider the value "male" to be a "success".
EARTHDUM: 1= Correct answer, the earth goes around the sun
0 = any other answer. For purposes of this assignment, consider the value
"earth goes around the sun" to be a "success".
YEAR:
2001 or 2006. For purposes of this assignment, consider the value "2006"
or "correct" to be a "success".
This 2 X 2 X 2 table looks as follows:
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2006 | |||||||
| PLANET QUESTION |
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EARTH GOES AROUND SUN (CORRECT)
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104
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282
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386
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146
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305
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451
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OTHER
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649
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538
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1187
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652
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715
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1367
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753
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820
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1573
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798
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1020
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1818
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USE THE TABLE ABOVE TO ANSWER THE FOLLOWING
QUESTIONS.
PLEASE BE SURE TO ANSWER ALL DESIGNATED
PARTS OF A QUESTION.
PLEASE SHOW YOUR WORK ON ALL QUESTIONS.
1. (1 point) FOR THE TOTAL SAMPLE, what is the odds on GENDER--MALE:FEMALE?
2. (1 point) FOR THE TOTAL SAMPLE, what is the odds on YEAR, 2006--2001?
3. (1 point) FOR THE TOTAL SAMPLE, what is the odds on the PLANET question--CORRECT:OTHER?
4. (1 point) What is the FIRST ORDER CONDITIONAL ODDS for each category of GENDER for "PLANET"--CORRECT:OTHER?
5. (1 point) What is the FIRST ORDER CONDITIONAL ODDS for each category of YEAR for "PLANET"--CORRECT:OTHER?
6. (1 point) FOR THE TOTAL SAMPLE, what
is the second order odds ratio for YEAR and PLANET?
(1 point) Do you think there is an association
between year and answers to the Planet science question? Why or why not?
7. (1 point) FOR THE TOTAL SAMPLE, what
is the second order odds ratio for YEAR and GENDER ?
(1 point) Do you think there is an association
between gender and year? Why or why not?
8. (1 point) FOR THE TOTAL SAMPLE, what
is the second order odds ratio for GENDER and PLANET?
(1 point) Do you think there is an association
between gender and answers to the Planet science question? Why or why not?
9. (1 point) FOR THE TOTAL SAMPLE, what
is the third order odds ratio for GENDER, YEAR, and PLANET?
(2 points) How do you interpret this odds
ratio IN WORDS? (HINT: Try calculating some percentages and see if that
gives you clues about interpreting the results)?
(1 point) Do you think there is a statistical
interaction among gender, year and the science question?
(1 point) Why or why not?
10. (1 point) How many TOTAL degrees of freedom are there in this 2 X 2 X 2 table?
11. (1 point) If we fix the total case base (i.e., constrain the model case base to equal the observed case base), how many degrees of freedom ARE LEFT?
12. Suppose you have a FULLY SATURATED model for GENDER X YEAR X PLANET.
(1 point) Which parameters have you fixed
in this case?
(1 point) What is the degrees of freedom
associated with this fully saturated model?
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Susan Carol Losh
January 28 2009