Section 13.2 – Chi-Squared Tests for Homogeneity We will be comparing a given variable between two populations. Testing for “sameness” between distributions. *Differences from GOF: Expected count = row total column total table total d.f. = (rows – 1) (columns – 1) Example: Distribution of Grades A 49 52 101 Math Phys. Sci. Totals B 69 73 142 C 64 78 142 D 42 23 65 Two populations: math and physical science F 61 48 109 Totals 285 274 559 One Variable: grades We’re going to test to see if the grade distributions between the two classes are the same. 2 -test for homogeneity of populations State: Hypotheses: H0: Math and science have the same grade distribution Ha: At least one of the grade categories is different. Plan: Procedure: 2 -test for homogeneity Calculating total Expected Values: Math Phys. Sci. Totals A 51.49 49.51 101 Expected count = B 72.4 69.6 142 row total column total table total C 72.4 69.6 142 Ex. D 33.14 31.86 65 101 285 51.49 559 d.f. = (rows – 1)(columns – 1) = (2 – 1)(5 – 1) = 1*4 = 4 Do: In calculator: Use matrices 2nd MATRIX EDIT Enter both observed & expected counts in separate matrices. When editing, ROW # X COLUMN # STAT 2 -Test Observed: [A] (or whatever matrix you’ve put the information in) Expected: [B] Calculate: 2 = 8.47 p-value = 0.0757 d.f. = 4 F 55.57 53.43 109 Totals 285 274 559 Conclude: Since the p-value of 0.0757 is somewhat small, we have possible evidence to reject H0. There is possible evidence that at least one of the grade categories is different. Follow-up: Where is the biggest difference? Compare % of observed amongst populations Take number and divide by row total. Ex. 49/285 = 17% Observed: Math A 17% (49) B 24% (69) C 22% (64) D 15% (42) F 21% (61) Totals 100% (285) Phys. Sci. 19% (52) 27% (73) 28% (78) 8% (23) 18% (48) 100% (274) Totals 101 142 142 65 109 559 Expected: just look at column totals since we “expect” the distributions to be the same. A 51.49 49.51 18.1% (101) Math Phys. Sci. Totals B 72.4 69.6 25.4% (142) C 72.4 69.6 25.4% (142) Compare: D 33.14 31.86 11.6% (65) F 55.57 53.43 19.5% (109) Totals 285 274 100% (559) expected value: 30 Percentage 25 20 Math 15 Phys. Sci. 10 5 0 A B C D F Grade We see major differences in the C & D range. The math class has more Ds than the Physical Science class, but less Cs.