This document discusses various scales and measures used in research. It outlines Thurstone scales, Guttman scales, feeling thermometers, and ranking scales which are used to measure direction, intensity, commitment, and compare references. Composite measures are used to simplify data analysis. Quality control and reliability ensure unbiased questions and stable results. There are various types of reliability testing like split-half, test-retest, and inter-coder. Validity measures if a scale accurately measures what it intends through content, criterion, predictive, and construct validity testing.