In statistics, testing a hypothesis when it is acceptable to reject a hypothesis because the sample statistic is either too large or too small. For example, a petroleum company wants to determine if a new additive to gasoline has an effect on mileage. The null hypothesis is the additive does not affect mileage. The hypothesis is rejected if the additive either increases or decreases mileage.