Embodiments of the present invention are directed to developing and administering subject-appropriate ITAs. Various embodiments of the present invention evaluate many aspects of ITA content, content presentation, and administration with regard to particular categories of test subjects in order to develop subject-appropriate ITAs (“SAITAs”) and to administer SAITAs appropriately to the categories of test subjects for which the tests are developed. Aspects of SAITA presentation and administration that are evaluated include input devices, presentation formats, presentation language, presentation media, colors used in presentation of tutorials and stimuli, words, pictures, and symbols used in a presentation of tutorials and stimuli, the pace and length of various portions of SAITAs, human vs. computer administration of SAITAs, presentation of feedback to test subjects during SAITAs, ITAs and many other aspects of ITA content, content presentation, and administration. Embodiments of the present invention employ systematic methods for both development and administration of SAITAs.