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Updated: Jan 31, 2026

Using Cholesky Decomposition to Explore Individual Differences in Longitudinal Relations between Reading Skills
Published on: September 17, 2019
Early reading skill profiles in typically developing and at-risk first grade readers to inform targeted early reading
Ryan P Grimm1, Emily J Solari1, Nancy S McIntyre1
1School of Education, University of California, Davis, 1 Shields Ave., Davis 95616, CA, United States.
Abstract:
This study identified distinct, homogeneous latent profiles of at-risk (n = 141) and not at-risk (n = 149) first grade readers. Separate latent profile analyses were conducted with each subgroup using measures of phonological awareness, decoding, linguistic comprehension, and oral reading fluency. This study also examined which measures best differentiated the latent profiles. Finally, we examined differences on two measures of reading comprehension as a function of profile membership. Results showed two latent profiles of at-risk students and three latent profiles of not at-risk students. Latent profiles were generally rank ordered with regard to achievement across measures. However, the higher performing at-risk profile and the lowest performing not at-risk profile were nearly identical across measures. Phonological awareness and decoding measures were best at differentiating latent profiles, but linguistic comprehension was also important for the lowest performing students. Oral reading fluency was limited to distinguishing the highest achieving students from the other profiles, and did not perform well with the lower achieving profiles. Most of the pairwise comparisons of reading comprehension scores were consistent across measures, but the nearly identical profiles showed a significant difference on only one reading comprehension measure. Implications for identifying at-risk first grade readers and designing targeted early reading interventions for at-risk students are discussed.
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