The DOI matches its Crossref record; 42 of the 42 references it cites were found in a registry or an index.
Rethinking Internal Consistency in Cronbach’s Alpha
Abstract
Cronbach's alpha estimates the internal consistency of responses in multi-item bipolar scales. This article examined three research questions (RQ): (1) To what extent do inconsistencies exist in data (e.g., responses of −2 −2 2 2)? (2) Does the number of scale items influence the amount of inconsistency? (3) Does Cronbach's alpha mask inconsistencies? Data were obtained from 29 research projects (n = 10,616). Each survey had place attachment questions comprising two concepts: place identity and place dependence. Respondents were classified as consistent or inconsistent based on their responses to the place attachment questions. Results demonstrated that: (a) inconsistent response patterns existed in the data (RQ1), (b) number of scale items influenced amount of inconsistency (RQ2), and (c) alpha masked these inconsistencies (RQ3). Discussion focused on implications of these findings.
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“Reliability analysis was performed with Cronbach’s-α to test the internal consistency of PSQ and CHIME scores as well as for corresponding scales following Vaske et al.’s [45] recommendations for interpretation.”
Citations
Cites
Coefficient Alpha and the Internal Structure of Tests
Cronbach, L. J. (1951) · Psychometrika · doi:10.1007/bf02310555 · Cited by 43,931
(1991) · Cited by 15,554
Making sense of cronbach’s alpha.
Tavakol, M., & Dennick, R. (2011) · International Journal of Medical Education · doi:10.5116/ijme.4dfb.8dfd · Cited by 15,126
Scale Development: Theory and Applications.
Xie, Y.-P., & Devellis, R. (1992) · Contemporary Sociology A Journal of Reviews · doi:10.2307/2075704 · Cited by 14,143
What is coefficient alpha? An examination of theory and applications
Cortina, J. M. (1993) · Journal of Applied Psychology · doi:10.1037/0021-9010.78.1.98 · Cited by 8,810 · cited 6×
“The unstandardized alpha should be in the range that has been recommended by others (see Cortina, 1993; DeVellis, 2003; Nunnally & Bernstein, 1994; Vaske, 2008).”
BackgroundInfluentialAn updated paradigm for scale development incorporating unidimensionality and its assessment
Gerbing, D. W., & Anderson, J. C. (1988) · Journal of Marketing Research · doi:10.1177/002224378802500207 · Cited by 6,293
An Updated Paradigm for Scale Development Incorporating Unidimensionality and Its Assessment
Gerbing, D. W., & Anderson, J. C. (1988) · Journal of Marketing Research · doi:10.2307/3172650 · Cited by 6,293
Wildlife Society (2011) · Wildlife Society Bulletin · doi:10.1002/(issn)1938-5463a · Cited by 5,571
Starting at the beginning: an introduction to coefficient alpha and internal consistency
Streiner, D. L. (2003) · Journal of Personality Assessment · doi:10.1207/s15327752jpa8001_18 · Cited by 3,794
Food, M.-D. (2011) · Edward Elgar Publishing eBooks · doi:10.4337/9781849807630.00020 · Cited by 3,154
Research works printed but not linked: 4
- Dawes J., 2002, Australian Journal of Market Research, 10, 1
- Green S. B., 2005, Handbook of research in clinical psychology
- Likert R., 1932, Archives of Psychology, 140, 44
- Nunnally J. C., 1994, Psychometric theory
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Metadata
- Authors
- Vaske, J. J., Beaman, J., & Sponarski, C. C.
- Affiliations
- Colorado State University (US)
- Stanford University (US)
- Corresponding author
- Vaske, Jerry J.
- Venue
- Leisure Sciences
- Publisher
- Informa UK Limited
- Published
- 2016-05-06
- Volume
- 39
- Issue
- 2
- Pages
- 163-173
- ISSN
- 0149-0400 (ISSN-L)
- 1521-0588
- OpenAlex
- W2345483851
- Cited by
- 856
- References
- 41
- Citations by year
- 2026: 95 · 2025: 146 · 2024: 149 · 2023: 127 · 2022: 115 · 2021: 106 · 2020: 63 · 2019: 29 · 2018: 20 · 2017: 3 · 2016: 2
- FWCI
- 19.73
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Leisure Sciences (publishedVersion)
- Topics
- Social Sciences › Decision Sciences › Management Science and Operations Research › Psychometric Methodologies and Testing
- Social Sciences › Sociology and Political Science › Survey Methodology and Nonresponse
- Social Sciences › Sociology and Political Science › Place Attachment and Urban Studies
- Keywords
- Cronbach's alpha, internal consistency, bipolar scales, place attachment, place identity, place dependence, scale reliability
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