Literature DB >> 29795862

A Latent Transition Analysis Model for Assessing Change in Cognitive Skills.

Feiming Li1, Allan Cohen2, Brian Bottge3, Jonathan Templin4.   

Abstract

Latent transition analysis (LTA) was initially developed to provide a means of measuring change in dynamic latent variables. In this article, we illustrate the use of a cognitive diagnostic model, the DINA model, as the measurement model in a LTA, thereby demonstrating a means of analyzing change in cognitive skills over time. An example is presented of an instructional treatment on a sample of seventh-grade students in several classrooms in a Midwestern school district. In the example, it is demonstrated how hypotheses could be framed and then tested regarding the form of the change in different groups within the population. Both manifest and latent groups also are defined and used to test additional hypotheses about change specific to particular subpopulations. Results suggest that the use of a DINA measurement model expands the utility of LTA to practical problems in educational measurement research.

Keywords:  Cognitive diagnostic models; Latent transition analysis

Year:  2015        PMID: 29795862      PMCID: PMC5965583          DOI: 10.1177/0013164415588946

Source DB:  PubMed          Journal:  Educ Psychol Meas        ISSN: 0013-1644            Impact factor:   2.821


  1 in total

1.  Antecedents and outcomes of joint trajectories of mother-son conflict and warmth during middle childhood and adolescence.

Authors:  Christopher J Trentacosta; Michael M Criss; Daniel S Shaw; Eric Lacourse; Luke W Hyde; Thomas J Dishion
Journal:  Child Dev       Date:  2011-08-29
  1 in total
  15 in total

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Journal:  Psychometrika       Date:  2019-08-20       Impact factor: 2.500

2.  Using Penalized EM Algorithm to Infer Learning Trajectories in Latent Transition CDM.

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Journal:  Psychometrika       Date:  2021-01-15       Impact factor: 2.500

3.  A Hidden Markov Model for Learning Trajectories in Cognitive Diagnosis With Application to Spatial Rotation Skills.

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Journal:  Appl Psychol Meas       Date:  2017-09-05

4.  An Improved Strategy for Bayesian Estimation of the Reduced Reparameterized Unified Model.

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Journal:  Appl Psychol Meas       Date:  2017-05-16

5.  Assessing Growth in a Diagnostic Classification Model Framework.

Authors:  Matthew J Madison; Laine P Bradshaw
Journal:  Psychometrika       Date:  2018-09-27       Impact factor: 2.500

6.  Stratified Item Selection Methods in Cognitive Diagnosis Computerized Adaptive Testing.

Authors:  Jing Yang; Hua-Hua Chang; Jian Tao; Ningzhong Shi
Journal:  Appl Psychol Meas       Date:  2019-12-21

Review 7.  Review of Issues About Classical Change Scores: A Multilevel Modeling Perspective on Some Enduring Beliefs.

Authors:  Zhengguo Gu; Wilco H M Emons; Klaas Sijtsma
Journal:  Psychometrika       Date:  2018-04-30       Impact factor: 2.500

8.  The Potential for Interpretational Confounding in Cognitive Diagnosis Models.

Authors:  Qi Helen Huang; Daniel M Bolt
Journal:  Appl Psychol Meas       Date:  2022-04-15

9.  Recommendation System for Adaptive Learning.

Authors:  Yunxiao Chen; Xiaoou Li; Jingchen Liu; Zhiliang Ying
Journal:  Appl Psychol Meas       Date:  2017-03-26

10.  First-Order Learning Models With the GDINA: Estimation With the EM Algorithm and Applications.

Authors:  Hulya D Yigit; Jeffrey A Douglas
Journal:  Appl Psychol Meas       Date:  2021-02-15
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