A comprehensive guide to Likert scales covering the distinction between a Likert item and a Likert scale, the different response formats (4, 5, 6, and 7 points), when and how to use them, common response biases (acquiescence, central tendency, social desirability), and the correct statistical methods for analysis. Key guidance includes using median and nonparametric tests for single items versus mean and Cronbach's alpha for multi-item scales, and practical design tips like balancing positively and negatively worded items to reduce bias.

11m read timeFrom r-bloggers.com
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Table of contents
Likert Scale vs. Likert Item: An Important DistinctionTypes of Likert Scale Response OptionsLikert Scale Formats: 4, 5, 6, and 7 Points ComparedWhen to Use a Likert ScaleHow to Design an Effective Likert ScaleLikert Scale Response Bias: What Can Distort Your DataHow to Analyze Likert Scale DataAdvantages and Disadvantages of Likert ScalesConclusionFrequently Asked Questions
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