Blaine Tomkins Thanks for your answer. But in my research, only one objective is comparing the results of two groups where I need to employ a t-test but the rest of the objectives are not about comparing any groups. So Can I develop a hypothesis only for one single objective where it is required or it will be methodologically incorrect? Kindly help me out
Aarti Singh You would only include a hypothesis when doing an inferential test, such as a t-test. If you're doing descriptive statistics with the data, such as only being interested in obtaining the mean, variance, standard deviation, percentiles, shape of the distribution, etc., - No, you do not need to include a hypothesis.
In short - Yes, you can create one hypothesis for the t-test and only look at descriptive statistics for the rest of the study. It's quite common to obtain both descriptive and inferential statistics in a study or project. It really comes down to what it is you want to know from the data.
Aarti Singh No problem. One last thing I should've mentioned above: when conducting a t-test, in most cases the researcher has a prediction about whether (or how) the two groups will differ, but no always. This has been referred to as a 'research hypothesis' by some.
If you're conducting a t-test simply to determine if two groups differ, but have no predictions about whether they differ or not - there is still a statistical hypothesis, but not a research hypothesis. In other words, there is always a statistical hypothesis when conducting an inferential test, but not necessarily always a research hypothesis.