Contingency tables - YOURNAME 20:23 Sunday, February 17, 2008 1 A simple 3x3 contingency table given 12 records: NOTE OVERALL, WITHIN-ROW, and WITHIN-COLUMN PERCENTAGES: The FREQ Procedure Table of Yval by Xval Yval Xval Frequency‚ Percent ‚ Row Pct ‚ Col Pct ‚ 1‚ 2‚ 3‚ Total ƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒˆ 1 ‚ 1 ‚ 3 ‚ 2 ‚ 6 ‚ 8.33 ‚ 25.00 ‚ 16.67 ‚ 50.00 ‚ 16.67 ‚ 50.00 ‚ 33.33 ‚ ‚ 25.00 ‚ 60.00 ‚ 66.67 ‚ ƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒˆ 2 ‚ 1 ‚ 1 ‚ 1 ‚ 3 ‚ 8.33 ‚ 8.33 ‚ 8.33 ‚ 25.00 ‚ 33.33 ‚ 33.33 ‚ 33.33 ‚ ‚ 25.00 ‚ 20.00 ‚ 33.33 ‚ ƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒˆ 3 ‚ 2 ‚ 1 ‚ 0 ‚ 3 ‚ 16.67 ‚ 8.33 ‚ 0.00 ‚ 25.00 ‚ 66.67 ‚ 33.33 ‚ 0.00 ‚ ‚ 50.00 ‚ 20.00 ‚ 0.00 ‚ ƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒˆ Total 4 5 3 12 33.33 41.67 25.00 100.00 Contingency tables - YOURNAME 20:23 Sunday, February 17, 2008 2 TWO SIMILAR 2X2 CONTINGENCY TABLES WITH COUNTS GIVEN: AN EXAMPLE ILLUSTRATING SIMPSON'S PARADOX The data as SAS sees it: Obs Sex Row Col Num 1 FEMALE NewDrug Improved 80 2 FEMALE NewDrug NotImproved 20 3 FEMALE Standard Improved 210 4 FEMALE Standard NotImproved 90 5 MALE NewDrug Improved 120 6 MALE NewDrug NotImproved 180 7 MALE Standard Improved 30 8 MALE Standard NotImproved 70 Contingency tables - YOURNAME 20:23 Sunday, February 17, 2008 3 TWO SIMILAR 2X2 CONTINGENCY TABLES WITH COUNTS GIVEN: AN EXAMPLE ILLUSTRATING SIMPSON'S PARADOX Among FEMALEs, NEWDRUG does better. Also among MALEs, NEWDRUG does better. The FREQ Procedure Table 1 of Row by Col Controlling for Sex=FEMALE Row Col Frequency‚ Percent ‚ Row Pct ‚ Col Pct ‚Improved‚NotImpro‚ Total ‚ ‚ved ‚ ƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒˆ NewDrug ‚ 80 ‚ 20 ‚ 100 ‚ 20.00 ‚ 5.00 ‚ 25.00 ‚ 80.00 ‚ 20.00 ‚ ‚ 27.59 ‚ 18.18 ‚ ƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒˆ Standard ‚ 210 ‚ 90 ‚ 300 ‚ 52.50 ‚ 22.50 ‚ 75.00 ‚ 70.00 ‚ 30.00 ‚ ‚ 72.41 ‚ 81.82 ‚ ƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒˆ Total 290 110 400 72.50 27.50 100.00 Table 2 of Row by Col Controlling for Sex=MALE Row Col Frequency‚ Percent ‚ Row Pct ‚ Col Pct ‚Improved‚NotImpro‚ Total ‚ ‚ved ‚ ƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒˆ NewDrug ‚ 120 ‚ 180 ‚ 300 ‚ 30.00 ‚ 45.00 ‚ 75.00 ‚ 40.00 ‚ 60.00 ‚ ‚ 80.00 ‚ 72.00 ‚ ƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒˆ Standard ‚ 30 ‚ 70 ‚ 100 ‚ 7.50 ‚ 17.50 ‚ 25.00 ‚ 30.00 ‚ 70.00 ‚ ‚ 20.00 ‚ 28.00 ‚ ƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒˆ Total 150 250 400 37.50 62.50 100.00 Contingency tables - YOURNAME 20:23 Sunday, February 17, 2008 4 TWO SIMILAR 2X2 CONTINGENCY TABLES WITH COUNTS GIVEN: AN EXAMPLE ILLUSTRATING SIMPSON'S PARADOX For ALL HUMANS, HOWEVER, STANDARD DRUG does better! This is an example of SIMPSON'S PARADOX The FREQ Procedure Table of Row by Col Row Col Frequency‚ Percent ‚ Row Pct ‚ Col Pct ‚Improved‚NotImpro‚ Total ‚ ‚ved ‚ ƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒˆ NewDrug ‚ 200 ‚ 200 ‚ 400 ‚ 25.00 ‚ 25.00 ‚ 50.00 ‚ 50.00 ‚ 50.00 ‚ ‚ 45.45 ‚ 55.56 ‚ ƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒˆ Standard ‚ 240 ‚ 160 ‚ 400 ‚ 30.00 ‚ 20.00 ‚ 50.00 ‚ 60.00 ‚ 40.00 ‚ ‚ 54.55 ‚ 44.44 ‚ ƒƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒˆƒƒƒƒƒƒƒƒˆ Total 440 360 800 55.00 45.00 100.00