This document discusses reliability, validity, generalizability, and the use of multi-item scales in research. It describes how to evaluate scales for internal consistency reliability using Cronbach's alpha, test-retest reliability, and construct validity through convergent and discriminant validity testing. The document provides an example of how to develop a multi-item scale and assess its psychometric properties using statistical tools like structural equation modeling in Amos.