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This study proposes an extended speed and accuracy model to relax the assumption of constant reading speed in model-based oral reading fluency assessment. Variable reading speed is defined in the form of a quadratic growth model. Theoretical and practical implications are demonstrated through the analysis of an empirical dataset.