Stat 430 Handout 10/15/01 DISCUSSION OF THE MEANING OF RELATIVE RISKS VERSUS ODDS-RATIOS. Consider the setting of Problem 3 on HW 4, in which several students told me, with reference to the Cody & Smith book, that Odds-ratios were not appropriate to look at but Risk-ratios were. Actually, both of these statistics are perfectly meaningful (estimates of) ratios of cell probabilities for the two-way table in a particular study. The key issue, which neither the book nor I explained sufficiently well, was whether one or the other ratio made sense to generalize to the whole population, andthis in turn depends upon how the individuals in the study were sampled, i.e., were chosen for inclusion. Here is a fuller explanation. Suppose that we are talking about a rare effect in the population, which can be seen either in people taking a particular drug or, with still smaller frequency in people not taking the drug. Suppose that in the general population (i.e., with people sampled completely at random), the typical frequencies are Effect OK Totals Drug 80 3920 4000 No-Drug 20 5980 6000 Totals 100 9900 10000 Thus. 40% of people take the drug, but Drug-takers suffer the Effect 0.2% of the time , while others show the effect only 0.33% of the time. So in the general population, the relative risk for showing the Effect is (80/4000)/(20/6000 = 6 , and because we are talking about very small probabilities, the odds-ratio of showing th Effect for Drug-takers versus Non- Drug-takers is approximately the same. Now suppose that we conducted a case-control study by sampling 100 people at random from those known to show the Effect (say, at a certain hospital), and 100 people at random from those not showing the Effect. The data might look like this: Effect OK Totals Drug 80 41 121 No-Drug 20 59 79 Totals 100 100 200 In this small study, the relative risk of getting th Effect from the Drug is (estimated by) (80/121)/(20/79) = 2.612 , while the odds-ratio is (estimated by) (80/41)/(20/59) = 5.756 . The conclusion to draw from this little example is not that one or the other of these functions of cell-probabilities --- relative risk or odds ratio --- is "right" and that one is "wrong", because both represent meaningful quantities for the study population. The conclusion is that, for populations sampled like case-control populations to fixed marginal totals in one direction only, the relative risk is DIFFERENT in the special sampled population than in the general population. The odds ratio is in this sense the more "robust" of the two statistics: it is meaningful and relfective of the general population without depending too much on the typicality of the marginal totals.