1 crj 716 - prof. kaci. 2 abany prot. 68 cathol. 38 yes 7671 no 8 41 221 12167 9179...

15
1 Measures of Association: Nominal / Ordinal Variables 1- Lambda ( ) and Gamma ( ) CRJ 716 - Prof. Kaci

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Page 1: 1 CRJ 716 - Prof. Kaci. 2 ABANY Prot. 68 Cathol. 38 Yes 7671 No 8 41 221 12167 9179 JewNoneOtherTotal 144109 1062 21346Total  167 people support Abortion

1

Measures of Association:

Nominal / Ordinal Variables

1- Lambda () and Gamma ()

CRJ 716 - Prof. Kaci

Page 2: 1 CRJ 716 - Prof. Kaci. 2 ABANY Prot. 68 Cathol. 38 Yes 7671 No 8 41 221 12167 9179 JewNoneOtherTotal 144109 1062 21346Total  167 people support Abortion

2

Measures of Association: Lambda Impact of Religion on Abortion Attitudes

ABANY Prot.

68

Cathol.

38Yes76 71No

8 41

2 21

12 167

9 179

Jew None Other Total

144 109 10 62 21 346Total

167 people support Abortion for any reason 179 people oppose Abortion for any reason We would make less errors if we guessed “No” every

time: We would make 167 errors.

CRJ 716 - Prof. Kaci

Page 3: 1 CRJ 716 - Prof. Kaci. 2 ABANY Prot. 68 Cathol. 38 Yes 7671 No 8 41 221 12167 9179 JewNoneOtherTotal 144109 1062 21346Total  167 people support Abortion

3

If we knew each person’s religion we would improve our guess:

Religion Guess Educated Errors

Protestant No 68

Catholic No 38

Jewish Yes 2

None Yes 21

Other Yes 9

Total 138CRJ 716 - Prof.

Kaci

Measures of Association: Lambda Impact of Religion on Abortion Attitudes

ABANY Prot.

68

Cathol.

38Yes76 71No

8 41

2 21

12 167

9 179

Jew None Other Total

144 109 10 62 21 346Total

Page 4: 1 CRJ 716 - Prof. Kaci. 2 ABANY Prot. 68 Cathol. 38 Yes 7671 No 8 41 221 12167 9179 JewNoneOtherTotal 144109 1062 21346Total  167 people support Abortion

4

Religion Guess Educated Errors

Total 138

17.4% reduced error when religion is a known factor in guessing attitudes on Abortion for any reason.

Measures of Association: Lambda Impact of Religion on Abortion Attitudes

ABANY Prot.

68

Cathol.

38Yes76 71No

8 41

2 21

12 167

9 179

Jew None Other Total

144 109 10 62 21 346Total

CRJ 716 - Prof. Kaci

Page 5: 1 CRJ 716 - Prof. Kaci. 2 ABANY Prot. 68 Cathol. 38 Yes 7671 No 8 41 221 12167 9179 JewNoneOtherTotal 144109 1062 21346Total  167 people support Abortion

5

Measures of Association: Lambda Impact of Religion on Abortion Attitudes

CRJ 716 - Prof. Kaci

Measure of Association Lambda ()

Type of Variable Nominal x NominalNominal x Ordinal

Values (Strength)

Range from 0 to 1

0 No Association

1 Perfect Association

Direction Not Applicable

Page 6: 1 CRJ 716 - Prof. Kaci. 2 ABANY Prot. 68 Cathol. 38 Yes 7671 No 8 41 221 12167 9179 JewNoneOtherTotal 144109 1062 21346Total  167 people support Abortion

6

Measures of Association: Gamma ()

CRJ 716 - Prof. Kaci

Measure of Association Gamma ()

Type of Variable Ordinal x Ordinal

Values (Strength)

Range from -1 to +1

-1 Perfect Negative Association

0 No Association

+1 Perfect Positive Association

Direction

+indicates Positive AssociationAs one variable increases (decreases), so too does the other (variables move in the same direction)

- indicates Negative AssociationAs one variable increases, the other decreases (variables move in the opposite direction)

Page 7: 1 CRJ 716 - Prof. Kaci. 2 ABANY Prot. 68 Cathol. 38 Yes 7671 No 8 41 221 12167 9179 JewNoneOtherTotal 144109 1062 21346Total  167 people support Abortion

7

Significance Tests:

Nominal / Ordinal Variables

2- Chi-square (X2)

CRJ 716 - Prof. Kaci

Page 8: 1 CRJ 716 - Prof. Kaci. 2 ABANY Prot. 68 Cathol. 38 Yes 7671 No 8 41 221 12167 9179 JewNoneOtherTotal 144109 1062 21346Total  167 people support Abortion

8

Measures of Association: Chi-square Impact of Religion on Abortion Attitudes

ABANY Prot.

68

Cathol.

38Yes76 71No

8 41

2 21

12 167

9 179

48.3%

51.7%

Jew None Other Total

144 109 10 62 21 346Total

CRJ 716 - Prof. Kaci

Page 9: 1 CRJ 716 - Prof. Kaci. 2 ABANY Prot. 68 Cathol. 38 Yes 7671 No 8 41 221 12167 9179 JewNoneOtherTotal 144109 1062 21346Total  167 people support Abortion

9

Measures of Association: Chi-square Calculating Chi-square

ABANY Prot.

68

Cathol.

38Yes76 71No

8 41

2 21

12 167

9 179

48.3%

51.7%

Jew None Other Total

144 109 10 62 21 346Total

70 53

74 565 30

5 32

10

11

Expected:

144 * .483

144 * .517 CRJ 716 - Prof.

Kaci

Page 10: 1 CRJ 716 - Prof. Kaci. 2 ABANY Prot. 68 Cathol. 38 Yes 7671 No 8 41 221 12167 9179 JewNoneOtherTotal 144109 1062 21346Total  167 people support Abortion

10

Measures of Association: Chi-square Calculating Chi-square

ABANY Prot.

68

Cathol.

38Yes76 71No

8 41

2 21

12 167

9 179

48.3%

51.7%

Jew None Other Total

144 109 10 62 21 346Total

70 53

74 56

5 305 32

10

11Expecte

d:

-2 -15

2 153 11

-3 -11

2

-2

Difference between: Observed - Expected

CRJ 716 - Prof. Kaci

Page 11: 1 CRJ 716 - Prof. Kaci. 2 ABANY Prot. 68 Cathol. 38 Yes 7671 No 8 41 221 12167 9179 JewNoneOtherTotal 144109 1062 21346Total  167 people support Abortion

11

Measures of Association: Chi-square Calculating Chi-square

ABANY Prot. Cathol.

Jew None Other Total

70 53

74 56

5 305 32

10

11

Expected:

-2 -15

2 153 11

-3 -11

2

-2

Difference between: Observed - Expected

0.06 4.25

0.05 4.02

1.8 4.031.8 3.78

0.4

0.36

(-2)2 / 70

22 / 74

Square the difference and divide by the EXPECTED values

Square the difference and divide by the EXPECTED values

CRJ 716 - Prof. Kaci

Page 12: 1 CRJ 716 - Prof. Kaci. 2 ABANY Prot. 68 Cathol. 38 Yes 7671 No 8 41 221 12167 9179 JewNoneOtherTotal 144109 1062 21346Total  167 people support Abortion

12

Measures of Association: Chi-square Calculating Chi-square

0.06 4.25

0.05 4.02

1.8 4.031.8 3.78

0.4

0.36

Add these values up. The sum is the Chi-square value.

Add these values up. The sum is the Chi-square value.

0.05 4.25 4.02 1.8 1.8 4.03 3.78 0.4 0.36 20.55

CRJ 716 - Prof. Kaci

Page 13: 1 CRJ 716 - Prof. Kaci. 2 ABANY Prot. 68 Cathol. 38 Yes 7671 No 8 41 221 12167 9179 JewNoneOtherTotal 144109 1062 21346Total  167 people support Abortion

13

Degrees of Freedom DF = (row - 1) * (column -

1) = = (2-1) * (5-1) = 1 * 4 df = 4

Measures of Association: Chi-square Calculating Chi-square

CRJ 716 - Prof. Kaci

Page 14: 1 CRJ 716 - Prof. Kaci. 2 ABANY Prot. 68 Cathol. 38 Yes 7671 No 8 41 221 12167 9179 JewNoneOtherTotal 144109 1062 21346Total  167 people support Abortion

14

Where: X2 Chi-square O Observed Values E Expected Values under Ho

Measures of Association: Chi-square Chi-square Formula

CRJ 716 - Prof. Kaci

Page 15: 1 CRJ 716 - Prof. Kaci. 2 ABANY Prot. 68 Cathol. 38 Yes 7671 No 8 41 221 12167 9179 JewNoneOtherTotal 144109 1062 21346Total  167 people support Abortion

15

Questions???

CRJ 716 - Prof. Kaci