Cargando…
Part II: On the Use, the Misuse, and the Very Limited Usefulness of Cronbach’s Alpha: Discussing Lower Bounds and Correlated Errors
Prior to discussing and challenging two criticisms on coefficient [Formula: see text] , the well-known lower bound to test-score reliability, we discuss classical test theory and the theory of coefficient [Formula: see text] . The first criticism expressed in the psychometrics literature is that coe...
Autores principales: | , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer US
2021
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8636457/ https://www.ncbi.nlm.nih.gov/pubmed/34387809 http://dx.doi.org/10.1007/s11336-021-09789-8 |
_version_ | 1784608531775750144 |
---|---|
author | Sijtsma, Klaas Pfadt, Julius M. |
author_facet | Sijtsma, Klaas Pfadt, Julius M. |
author_sort | Sijtsma, Klaas |
collection | PubMed |
description | Prior to discussing and challenging two criticisms on coefficient [Formula: see text] , the well-known lower bound to test-score reliability, we discuss classical test theory and the theory of coefficient [Formula: see text] . The first criticism expressed in the psychometrics literature is that coefficient [Formula: see text] is only useful when the model of essential [Formula: see text] -equivalence is consistent with the item-score data. Because this model is highly restrictive, coefficient [Formula: see text] is smaller than test-score reliability and one should not use it. We argue that lower bounds are useful when they assess product quality features, such as a test-score’s reliability. The second criticism expressed is that coefficient [Formula: see text] incorrectly ignores correlated errors. If correlated errors would enter the computation of coefficient [Formula: see text] , theoretical values of coefficient [Formula: see text] could be greater than the test-score reliability. Because quality measures that are systematically too high are undesirable, critics dismiss coefficient [Formula: see text] . We argue that introducing correlated errors is inconsistent with the derivation of the lower bound theorem and that the properties of coefficient [Formula: see text] remain intact when data contain correlated errors. |
format | Online Article Text |
id | pubmed-8636457 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Springer US |
record_format | MEDLINE/PubMed |
spelling | pubmed-86364572021-12-03 Part II: On the Use, the Misuse, and the Very Limited Usefulness of Cronbach’s Alpha: Discussing Lower Bounds and Correlated Errors Sijtsma, Klaas Pfadt, Julius M. Psychometrika Revisiting Cronbach’s Alpha Prior to discussing and challenging two criticisms on coefficient [Formula: see text] , the well-known lower bound to test-score reliability, we discuss classical test theory and the theory of coefficient [Formula: see text] . The first criticism expressed in the psychometrics literature is that coefficient [Formula: see text] is only useful when the model of essential [Formula: see text] -equivalence is consistent with the item-score data. Because this model is highly restrictive, coefficient [Formula: see text] is smaller than test-score reliability and one should not use it. We argue that lower bounds are useful when they assess product quality features, such as a test-score’s reliability. The second criticism expressed is that coefficient [Formula: see text] incorrectly ignores correlated errors. If correlated errors would enter the computation of coefficient [Formula: see text] , theoretical values of coefficient [Formula: see text] could be greater than the test-score reliability. Because quality measures that are systematically too high are undesirable, critics dismiss coefficient [Formula: see text] . We argue that introducing correlated errors is inconsistent with the derivation of the lower bound theorem and that the properties of coefficient [Formula: see text] remain intact when data contain correlated errors. Springer US 2021-08-13 2021 /pmc/articles/PMC8636457/ /pubmed/34387809 http://dx.doi.org/10.1007/s11336-021-09789-8 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/ Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Revisiting Cronbach’s Alpha Sijtsma, Klaas Pfadt, Julius M. Part II: On the Use, the Misuse, and the Very Limited Usefulness of Cronbach’s Alpha: Discussing Lower Bounds and Correlated Errors |
title | Part II: On the Use, the Misuse, and the Very Limited Usefulness of Cronbach’s Alpha: Discussing Lower Bounds and Correlated Errors |
title_full | Part II: On the Use, the Misuse, and the Very Limited Usefulness of Cronbach’s Alpha: Discussing Lower Bounds and Correlated Errors |
title_fullStr | Part II: On the Use, the Misuse, and the Very Limited Usefulness of Cronbach’s Alpha: Discussing Lower Bounds and Correlated Errors |
title_full_unstemmed | Part II: On the Use, the Misuse, and the Very Limited Usefulness of Cronbach’s Alpha: Discussing Lower Bounds and Correlated Errors |
title_short | Part II: On the Use, the Misuse, and the Very Limited Usefulness of Cronbach’s Alpha: Discussing Lower Bounds and Correlated Errors |
title_sort | part ii: on the use, the misuse, and the very limited usefulness of cronbach’s alpha: discussing lower bounds and correlated errors |
topic | Revisiting Cronbach’s Alpha |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8636457/ https://www.ncbi.nlm.nih.gov/pubmed/34387809 http://dx.doi.org/10.1007/s11336-021-09789-8 |
work_keys_str_mv | AT sijtsmaklaas partiiontheusethemisuseandtheverylimitedusefulnessofcronbachsalphadiscussinglowerboundsandcorrelatederrors AT pfadtjuliusm partiiontheusethemisuseandtheverylimitedusefulnessofcronbachsalphadiscussinglowerboundsandcorrelatederrors |