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. 2015 Jul 1;8(3):297-302.
doi: 10.70252/LANZ1453. eCollection 2015.

Use and Misuse of the Likert Item Responses and Other Ordinal Measures

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Use and Misuse of the Likert Item Responses and Other Ordinal Measures

Phillip A Bishop et al. Int J Exerc Sci. .

Abstract

Likert, Likert-type, and ordinal-scale responses are very popular psychometric item scoring schemes for attempting to quantify people's opinions, interests, or perceived efficacy of an intervention and are used extensively in Physical Education and Exercise Science research. However, these numbered measures are generally considered ordinal and violate some statistical assumptions needed to evaluate them as normally distributed, parametric data. This is an issue because parametric statistics are generally perceived as being more statistically powerful than non-parametric statistics. To avoid possible misinterpretation, care must be taken in analyzing these types of data. The use of visual analog scales may be equally efficacious and provide somewhat better data for analysis with parametric statistics.

Keywords: Visual analog scale; exercise science; statistical analysis; subjective.

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References

    1. Allen IE, Seaman CA. Likert Scales and Data Analyses Quality Progress. 2007;40(7):64–65.
    1. Armstrong RL. The Midpoint on a Five-point Likert-type Scale. Perceptual Motor Skills. 1987;64(2):359–362.
    1. Borg G. Physical Performance and Perceived Exertion. [Akademisk avhandling]. Lund: Lund; 1962.
    1. Borg G. Borg’s Perceived Exertion and Pain Scales. Champaign, IL: Human Kinetics; 1998.
    1. Carifio J, Perla R. Resolving the 50-year Debate Around using and Misusing Likert Scales. Med Educ. 2008;42(12):1150–1152. - PubMed

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