<human>:  I need to know how to interpret the results of a chi-square test.
<bot>: Interpreting the results of a chi-square test involves considering the value of the test statistic (the chi-square statistic), the degrees of freedom, and the associated p-value. If the p-value is smaller than a desired significance level (commonly 0.05 or 0.01), then the results of the test indicate a statistically significant result. The chi-square statistic can be interpreted in two ways, either as an indication of the degree of association between the two variables in question or as an indication of how well the data provided fit the expected values.