Estimation of reliability: a better alternative for Cronbach's alpha
Kimmo Vehkalahti, Simo Puntanen, L Tarkkonen
Abstract
Kimmo Vehkalahti, Simo Puntanen, L Tarkkonen
Abstract
We study the estimation of the reliability of measurement scales. The subject has been partially obscured because of poor estimators, such as Cronbach’s alpha, which is the most widely applied estimator of reliability. We show that a recently proposed estimator that we are calling Tarkkonen’s rho, provides a general method for the task. Examining the assumptions behind these estimators we prove that Cronbach’s alpha is a special case of Tarkkonen’s rho under certain one-dimensional measurement models. In practice, the conditions required for Cronbach’s alpha to be a valid estimator of reliability are difficult to encounter, whereasTarkkonen’s rho is well suited for more general measurement settings. Our conclusion is that Tarkkonen’s rho is a better alternative for Cronbach’s alpha.
OpenAlex reports 41 citations for this work. Citation counts describe recorded attention and do not establish research quality.
A contribution statement is not available in the OpenAlex record.
Method details are not available in the OpenAlex metadata.
Findings are not separately available in the OpenAlex metadata.
Limitations are not available in the OpenAlex metadata.
Application details are not available in the OpenAlex metadata.
We study the estimation of the reliability of measurement scales. The subject has been partially obscured because of poor estimators, such as Cronbach’s alpha, which is the most widely applied estimator of reliability. We show that a recently proposed estimator that we are calling Tarkkonen’s rho, provides a general method for the task. Examining the assumptions behind these estimators we prove that Cronbach’s alpha is a special case of Tarkkonen’s rho under certain one-dimensional measurement models. In practice, the conditions required for Cronbach’s alpha to be a valid estimator of reliability are difficult to encounter, whereasTarkkonen’s rho is well suited for more general measurement settings. Our conclusion is that Tarkkonen’s rho is a better alternative for Cronbach’s alpha.
Key concepts: Cronbach's alpha, Estimator, Reliability (semiconductor), Alpha (finance), Estimation, Statistics, Computer science, Mathematics