MEASUREMENT OF VARIABLES: OPERATIONAL DEFINITION AND SCALES CHAPTER 8
HOW VARIABLES ARE MEASURED? Two types of variables: Variable that lends itself to objective and precise measurement Variable that doesn’t lend itself to accurate measurement because of its subjective nature. Abstract notions observable characteristic behavior measurable in a tangible way called operationalizing the concepts Operational definition is a statement of the specific dimensions and elements through which a concept will become measurable
OPERATIONAL DEFINITION: DIMENSIONS AND ELEMENTS
OPERATIONAL DEFINITION: DIMENSIONS AND ELEMENTS
SCALES very low very high Nominal Scales: splits data into groups, e.g., men, women Ordinal Scales: ranks data in some order, e.g., exercising for 20 minutes is good, for 30 minutes is better, for 40 minutes is best Interval Scales: sets data on a continuum, e.g. 1 2 3 4 5 very low very high Ratio Scales: starts with absolute zero and indicates proportion, e.g. 0 5 10 ten is twice as big as five
MEASUREMENT: SCALING, RELIABILITY, VALIDITY CHAPTER 9
SCALING TECHNIQUES: 1. Rating Scales Dichotomous Scales yes or no answer Category Scales uses multiple items to elicit a single response Likert Scales to examine how strongly subjects agree or disagree with statement on a 5-point scale Semantic Differential Scales several bipolar attributes are identified at the extremes of the scale Numerical Scales similar with Semantic Differential Scales with number on 5 or 7 point scale are provided
SCALING TECHNIQUES: 1. Rating Scales…con’t Itemized Rating Scales a 5 or 7 point scale with anchors is provided for each item and the respondent state the appropriate number on the side of each item Fixed or Constant Sum Rating Scales the respondents are asked to distribute a given number of points across various items, the sum is constant Stapel Scales measure both direction and intensity of the attitude toward the item under study Graphic Rating Scales placing a mark at the appropriate point on the line
SCALING TECHNIQUES 2. Ranking Scales Paired Comparisons used when, among small number of objects, respondents are asked to choose between two objects at a time. Forced Choice enables respondents to rank objects relative to one another, among alternatives provided. Comparative Scales provides a benchmark or a point of reference to assess attitude toward the current object, event, or situation under study.
GOODNESS OF MEASURES Stability Internal Consistency Validity Test-retest reliability Parallel-form reliability Internal Consistency Split-half reliability Interitem consistency reliability Validity Content Validity Face validity Criterion-Related Validity Concurrent validity Predictive validity Construct Validity