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EncyclopediaThe Likert-type scale is a widely used psychometric instrument for measuring attitudes, opinions, or perceptions in research contexts. It presents respondents with a series of statements accompanied by symmetrical response options, typically structured ...
Malcolm Koo, Shih-Wei Yang
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The Meagerness of Simple Likert Scale in Assessing Risk: How Appropriate the Fuzzy Likert is? [PDF]
NUST Journal of Social Sciences and Humanities, 2021 Social scientists around the world commonly use the Likert scale. The scale has some limitations; in many cases, researchers are ignoring those limitations.
A.K.M. Kanak Pervez +4 more
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Ordering motivation and Likert scale ratings: When a numeric scale is not necessarily better [PDF]
Frontiers in Psychology, 2022 Measuring psychological attributes, such as motivation, typically involves rating scales, assuming that an attribute can be ordered, and that ratings represent this order. Previously, only the first assumption had been tested, albeit limited.
Yulia Tyumeneva +3 more
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A Review of Key Likert Scale Development Advances: 1995–2019 [PDF]
Frontiers in Psychology, 2021 Developing self-report Likert scales is an essential part of modern psychology. However, it is hard for psychologists to remain apprised of best practices as methodological developments accumulate.
Andrew T. Jebb, Vincent Ng, Louis Tay
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Measuring attitude towards mathematics using Likert scale surveys: The weighted average. [PDF]
PLoS ONE, 2020 In the research on mathematics education, numerous Likert-type instruments estimating attitudes toward mathematics are sometimes composed of factors with a high correlation, which can make it difficult to assign the statements from the scale to each ...
Carmen León-Mantero +3 more
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Integration of the Forced-Choice Questionnaire and the Likert Scale: A Simulation Study [PDF]
Frontiers in Psychology, 2017 The Thurstonian item response theory (IRT) model allows estimating the latent trait scores of respondents directly through their responses in forced-choice questionnaires.
Yue Xiao +3 more
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Designing, Constructing, and Analyzing Likert Scale Data [PDF]
Journal of Education and Community Health, 2018 Background & Objective: Today, Likert scale data is used in many studies in medical, educational, and psychometric fields to understand the attitudes of individuals.
Alireza Mirahmadizadeh +3 more
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Methods in Psychology, 2021 How people make choices among alternatives are of interest in different areas of psychological research. One paradigm to answer this question is by applying Likert Scale (LS) to compare the agreements to different alternatives, and the respective LS ...
Che Cheng +3 more
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Reading comprehension beliefs of Mexican pre-service language teachers: a Likert scale study
Cuadernos de Investigación Educativa, 2023 This paper aims to report the adaptation of a new version of the Scale of Implicit Theories of Reading Comprehension (ETICOLEC as per its Spanish acronym) with a sample of 77 randomly chosen English majors at a peripheral campus of a small university in
Moisés Damián Perales-Escudero +2 more
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A Theoretical Examination of the Composite Index or Measuring a Variable Using Likert Scale
Research Journal of Business and Finance, 2023 The assumption whilst using Likert scales is that the intensity or strength of character and personality traits such as attitudes can be measured on a linear continuum from strongly agree to strongly disagree. This paper discusses Likert scale items vis-
Chimwani Pamela Muhenje
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