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Balanced Likert scale

As explained in Effective Data Analysis

A balanced Likert scale provides equal numbers of positive and negative response options.

A balanced Likert scale offers equal numbers of positive and negative response options. Unbalanced choices can steer responses toward one direction, so format selection matters when measuring opinions or feelings. section 6.2.2

Use these criteria when configuring a Likert response format:

  • Include a neutral midpoint or an opt-out such as “Unsure/Don’t Know” when respondents may lack an opinion. section 6.2.2
  • Choose enough response options to capture meaningful differences without creating confusion or choice paralysis; five to seven options fit most questions. section 6.2.2

NPS as a cautionary example

A 0–10 likelihood scale appears balanced, but its reporting rules are not: scores 9–10 are promoters, 7–8 are neutral, and 0–6 are negative. Thus, a visually balanced scale can produce an unbalanced metric. section 6.2.2

Figure 6.8 Assessment of the NPS question on the appropriate Likert scale criteria
figure

Compare the NPS question against appropriate Likert-scale criteria. section 6.2.2

How Effective Data Analysis covers it

How deep it goes
Explains balance, neutral and opt-out choices, option counts, and NPS limitations through practical criteria.
Examples
Uses the NPS 0–10 likelihood question to show how reporting categories can unbalance an apparently balanced scale.
What you can do after
Apply survey-software response-format criteria to limit arbitrary and directionally skewed answers.
How it connects
Connects self-report measures, question wording, response formats, and Net Promoter Score.

This explainer was generated by Manning's knowledge graph from the text of Effective Data Analysis. The section links point to the parts of the book it draws on.