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Bivariate Analysis: Test<strong>in</strong>g Relations 613<br />

TABLE 20.8<br />

Dobk<strong>in</strong> de Rios’s Data on Experience with Witchcraft by Gender<br />

Women clients Men clients Row totals<br />

Personal experience with witchcraft 63 12 75<br />

No personal experience with witchcraft 5 15 20<br />

Column totals 68 27 95<br />

2 us<strong>in</strong>g formula 20.9<br />

2 <br />

95(945 60)2<br />

(75)(20)(68)(27) 74,406,375 27.02 p.001<br />

2,754,000<br />

SOURCE: Repr<strong>in</strong>ted from Social Science and Medic<strong>in</strong>e, Vol. 15B, M. Dobk<strong>in</strong> de Rios ‘‘Socioeconomic Characteristics<br />

of an Amazon Urban Healer’s Clientele,’’ pp. 51–63, 1981, with permission of Elsevier.<br />

The Odds Ratio<br />

The odds ratio, while also not a PRE statistic, is a measure of the relation<br />

between nom<strong>in</strong>al variables. In table 20.8, among those who report hav<strong>in</strong>g personal<br />

experience with witchcraft the odds are 5.25-to-1 that it’s a woman (63/<br />

12 5.25). Among those who report not hav<strong>in</strong>g had personal experience with<br />

witchcraft, the odds are one-third (5/15 .33) that it’s a man.<br />

For 2 2 tables, the two primary odds are a/c and b/d. The odds ratio is<br />

a/c<br />

b/d<br />

Formula 20.10<br />

which can be collapsed to simply ad/bc. The odds ratio for is table 20.8 is:<br />

945/60 15.75<br />

If the ratio of a/c were the same as the ratio of b/d, then the odds ratio would<br />

be 1. The degree to which the odds ratio is not 1 is a measure of association<br />

between the variables. In this case, the ratio of a/c is more than 15 times bigger<br />

than the ratio of b/d. This means that women clients are that much more likely<br />

than men clients to have had personal experience with witchcraft.<br />

Fisher’s Exact Test<br />

Notice that there are only five cases <strong>in</strong> one of the cells <strong>in</strong> table 20.8—<br />

women who report no personal experience with witchcraft. When there are

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