I have a test divided into two sections of 25 questions each. The two sections (A & B) use different likert scales: A - 0 to 6, and B - 1 to 5. I want to calculate the mean score (score / number of answers) for everybody on those scale for each section and for the test.
Since there are two Likert-type scales, can I calculate separate mean for each part and then transform them into z-scores and then add them together?
(Because after that I want to do a t-test to compare the two groups on that.)