Autoregressive Latent Trajectory (Alt) Models: An Assessment 25 Years Later

July 21, 2026PsychometrikaOpen Access

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Key Points

The central aim is to evaluate the progress and effectiveness of autoregressive latent trajectory (ALT) models over the past 25 years.
Review of literature surrounding ALT models established in the last quarter-century
Comparison of statistical methodologies and their applications in various fields
Assessment of the advancements in addressing measurement errors in longitudinal data
Significant developments were identified in the application of ALT models since their inception
Improved statistical methods have enhanced the accuracy in capturing trajectories
Findings indicate a broader acceptance of ALT models across diverse research domains

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Assessment examines autoregressive latent trajectory models over 25 years, suggesting developments in statistical methods.

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Bollen et al. (2026) studied this question.

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