The alternative hypothesis represents the researcher’s claim that there is a real effect, difference or relationship in the population. It is accepted when sufficient evidence leads to rejection of the null hypothesis. The alternative may be directional or non-directional, depending on whether the direction of the effect is specified. Hence, the competing claim that there is an effect is correctly termed the alternative hypothesis.
Option A:
A research hypothesis is a broader term for the investigator’s expectation and often overlaps with the alternative hypothesis, but in statistical notation the specific competing claim is denoted as the alternative. The stem uses language drawn from statistical testing, so research is less precise here.
Option B:
Option B, alternative hypothesis, is symbolised as H1 or Ha and directly contrasts with the null hypothesis H0. When test statistics fall in the critical region, the decision is to reject H0 in favour of this alternative, which aligns exactly with the question.
Option C:
A directional hypothesis specifies the expected direction of the effect, such as “greater than”, but not every alternative is directional; some are non-directional. The stem does not restrict itself to direction, so directional is not the best answer.
Option D:
A non-directional hypothesis states that a difference exists but does not specify the direction. It is a type of alternative, but the question is about the general competing claim, making the broader term “alternative” more accurate.
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