Questions tagged [likert]

Classically, a Likert scale was composed of the sum of many Likert items (ordinal ratings of the amount of agreement with a statement), where all the items were equally valid. Today the term sometimes is used synonymously with 'ordinal rating scale' (which may be based on only 1 item).

A Likert scale is a measurement instrument commonly used in questionnaires that is intended to assess the strength of a person's attitude or belief. The original theory pertained to the sum or average of many Likert items (individual questions) that all measured the same construct, and where the responses to each item were a set of ordered categories from "strongly disagree" to "strongly agree" with some number of intermediate response levels in between. Today, the term is often used to refer to any ordinal rating scale.

A prototypical Likert item might be:

I often wonder about ____________.  

        Strongly       Disagree       Neither agree        Agree       Strongly
        disagree                      nor disagree                      agree  

From the perspective of the theory of levels of measurement, there has been a long-running debate regarding whether it is proper to consider Likert data to be interval level, or only ordinal.

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What are good basic statistics to use for ordinal data?

I have some ordinal data gained from survey questions. In my case they are Likert style responses (Strongly Disagree-Disagree-Neutral-Agree-Strongly Agree). In my data they are coded as 1-5. I don't think means would mean much here, so what basic…
PaulHurleyuk
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Under what conditions should Likert scales be used as ordinal or interval data?

Many studies in the social sciences use Likert scales. When is it appropriate to use Likert data as ordinal and when is it appropriate to use it as interval data?
A Lion
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Is Amazon's "average rating" misleading?

If I understand correctly, book ratings on a 1-5 scale are Likert scores. That is, a 3 for me may not necessarily be a 3 for someone else. It's an ordinal scale IMO. One shouldn't really average ordinal scales but can definitely take the mode,…
PhD
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Is there Factor analysis or PCA for ordinal or binary data?

I have completed the principal component analysis (PCA), exploratory factor analysis (EFA), and confirmatory factor analysis (CFA), treating data with likert scale (5-level responses: none, a little, some,..) as a continuous variable. Then, using…
user116948
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Visualizing Likert Item Response Data

What are good ways to visualize set of Likert responses? For example, a set of items inquiring about the importance of X to one's decisions about A, B, C, D, E, F & G? Is there something better than stacked bar charts? What should be done with…
alex hoffman
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Group differences on a five point Likert item

Following on from this question: Imagine that you want to test for differences in central tendency between two groups (e.g., males and females) on a 5-point Likert item (e.g., satisfaction with life: Dissatisfied to Satisfied). I think a t-test…
Jeromy Anglim
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Visualizing Likert responses using R or SPSS

I have 82 respondents in 2 groups (43 in Group A and 39 in Group B) that completed a survey of 65 Likert questions each ranging from 1 – 5 (strongly agree - strongly disagree). I therefore have a dataframe with 66 columns (1 for each question + 1…
Adam
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A 6th response option ("I don't know") was added to a 5-point Likert scale. Is the data lost?

I need a little bit of help salvaging the data from a questionnaire. One of my colleagues applied a questionnaire, but inadvertently, instead of using the original 5-point Likert scale (strongly disagree to strongly agree), he inserted a 6th answer…
streamline
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Factor analysis of questionnaires composed of Likert items

I used to analyse items from a psychometric point of view. But now I am trying to analyse other types of questions on motivation and other topics. These questions are all on Likert scales. My initial thought was to use factor analysis, because the…
pbneau
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Is it appropriate to treat n-point Likert scale data as n trials from a binomial process?

I've never liked how people typically analyze data from Likert scales as if error were continuous & Gaussian when there are reasonable expectations that these assumptions are violated at least at the extremes of the scales. What do you think of the…
Mike Lawrence
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How to interpret this PCA biplot coming from a survey of what areas people are interested in?

Background: I asked hundreds of participants in my survey how much they are interested in selected areas (by five point Likert scales with 1 indicating "not interested" and 5 indicating "interested"). Then I tried PCA. The picture below is a…
sitems
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Can one validly reduce the numbers of items in a published Likert-scale?

[edits made in response to feedback- thanks :-) ] Doh! More edits! Sorry! Hello- I am doing some rather rough and ready data collection with a survey sent out to healthcare staff using a published scale about morale and other such issues. The only…
Chris Beeley
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Statistical significance of changes over time on a 5-point Likert item

Context: I have two data sets from the same questionnaire run over two years. Each question is measured using a 5-Likert scale. Q1: Coding scheme At the moment, I have coded my responses on a [0, 1] interval, with 0 meaning "most negative response",…
Mac
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Spearman's or Pearson's correlation with Likert scales where linearity and homoscedasticity may be violated

I am wanting to run correlations on a number of measurements where Likert scales were used. Looking at the scatterplots it appears the assumptions of linearity and homoscedasticity may have been violated. Given that there appears to be some debate…
user3958
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Treating ordinal variables as continuous for regression problems

In the social sciences I have encountered that it is common to treat ordinal variables as continuous, for example variables originating from rating or Likert scales (strongly disagree, disagree, agree, strongly agree). This topic has been discussed…
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