A hypothesis is a proposed explanation for a research question that is tested for potential rejection or approval, with the goal of drawing a conclusion and adding to existing knowledge. When testing hypotheses, a type I error occurs when rejecting a true null hypothesis, while a type II error is the failure to reject a false null hypothesis.