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# Facts About the Chi-Square Distribution

1. The curve is nonsymmetrical and skewed to the right.
2. There is a different chi-square curve for each dfdf.
3. The test statistic for any test is always greater than or equal to zero.
4. When df > 90 df>90, the chi-square curve approximates the normal. For XX ~ χ 1000 2 χ 1000 2 the mean, μ = df = 1000 μ=df=1000 and the standard deviation, σ = 2 1000 = 44.7 σ= 2 1000 =44.7. Therefore, XX ~ N ( 1000 , 44.7 ) N(1000,44.7), approximately.
5. The mean, μ μ, is located just to the right of the peak.

In the next sections, you will learn about four different applications of the Chi-Square Distribution. These hypothesis tests are almost always right-tailed tests. In order to understand why the tests are mostly right-tailed, you will need to look carefully at the actual definition of the test statistic. Think about the following while you study the next four sections. If the expected and observed values are "far" apart, then the test statistic will be "large" and we will reject in the right tail. The only way to obtain a test statistic very close to zero, would be if the observed and expected values are very, very close to each other. A left-tailed test could be used to determine if the fit were "too good." A "too good" fit might occur if data had been manipulated or invented. Think about the implications of right-tailed versus left-tailed hypothesis tests as you learn the applications of the Chi-Square Distribution.

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