Abstract: An optimization engine builds a set of test forms, called a pallet for use in a qualification test setting. The pallet is generated using a optimization engine programmed with constraints and goals for each test form in the pallet and for the pallet in general. A test information floor is set at the cut point of the test which causes test items to be focused at the area of the test where the pass/fail decision is made. The test items may be separated into families by assigning test items selected for a test form in each test generation cycle to one of several families. Because each family has unique test items compared to other families, a person re-taking a qualification test from a particular pallet may be given a test form from another family, ensuring that no item from the first administration will appear on the subsequent test.

Abstract: An optimization engine builds a set of test forms, called a pallet for use in a qualification test setting. The pallet is generated using a optimization engine programmed with constraints and goals for each test form in the pallet and for the pallet in general. A test information floor is set at the cut point of the test which causes test items to be focused at the area of the test where the pass/fail decision is made. Further constraints may be programmed to maximize the item diversity, that is, to spread the use of available test items as uniformly as possible.