•Even with harmonized cognitive scores, ignoring visit-specific measurement precision biases longitudinal inference.

•Accounting for measurement uncertainty yields more realistic trajectories and advances the estimated onset of clinically meaningful memory impairment by years.

•To improve statistical efficiency and power to detect cognitive change, precision-aware modeling should be considered in longitudinal cognitive-aging analyses and in the design and implementation of clinical trials.