The basic idea is to give you a general idea of how to run a Computer Adaptive Test.
We will utilise catR
package.
It works well with concerto.
Developed by awesome people.
Let’s use student as participants to put things in context.
The idea of a CAT test is to distribute questions based on the ability of the student. This means that unfortunately, student won’t be able to see the next item until they have completed the current item. Hence, it makes it difficult for CAT to be used in pencil and paper tests.
THe logic goes like that.
While the general concept of a CAT is rather straightforward. The algorithms employed are rather sophisticated. Therefore, we need break down the concept and look at several component of the CAT principle separately and ask ourselves the following questions:
How are the items selected?
How is the final ability estimate determined?
What are the stopping rules available?
Let’s tackle these questions one at a time.