You write that the data supported your hypothesis.
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because Hypothesis itself is an assumption and we always use the term hypothesis only for assuming a perfect answer. so,we use mostly three forms,directional,non-directional and null hypothesis. it is a very simple and straightforward way to prove or make correct our hypothesis.
No. Rejecting the Null Hypothesis means that there is a high degree of probability that it is not correct. This degree of probability is the critical level that you choose for the test statistic. However, there is still a small probability that the null hypothesis was correct.
It means tell them how your hypothesis was right or not.
No, you are never certain.
A hypothesis is a statement/prediction that will be further explored to see if it is correct.