A chi-square test of independence is one-tailed test. The reason is that
we are testing whether the frequencies exceed their expected values.
we square the deviations so the test statistic lies at or above zero.
hypothesis tests are one-tailed tests when dealing with sample data.
the chi-square distribution is positively skewed