Practice Effects on Repeated Self-Administered Digital Cognitive Assessments in Cognitively Intact Older Adults from the Framingham Heart Study: Longitudinal Observational Study
Authors:
- Kieffer ChristiansonKCKieffer Christianson
- Chenglin LyuCLChenglin Lyu
- Cody KarjadiCKCody Karjadi
- Sherral DevineSDSherral Devine
- Ting Fang Alvin AngTATing Fang Alvin Ang
- Ileana De Anda-DuranIAIleana De Anda-Duran
- Vijaya B KolachalamaVKVijaya B Kolachalama
- Honghuang LinHLHonghuang Lin
- Huitong DingHDHuitong Ding
- Katherine A GiffordKGKatherine A Gifford
- Rhoda AuRARhoda Au
- Phillip H HwangPHPhillip H Hwang
Open Access
- 19 October 2026
- journal article
- Published by JMIR Publications Inc. in JMIR Aging
- Vol. 9, e87208
Abstract
Background: Remote, self-administered digital assessments provide scalable approaches for monitoring cognition in older adults. Practice effects (PEs), once viewed as measurement noise, are increasingly recognized as potential markers of cognitive decline. As disease-modifying therapies for neurodegenerative conditions emerge, longitudinal digital assessments may capture subtle cognitive changes. Although the majority of PE studies have focused on memory tasks, it is critical to determine whether PEs occur in other domains. Clarifying the potential presence of PEs across multiple time points on the Food and Drug Administration–cleared Defense Automated Neurocognitive Assessment (DANA) platform remains critical for determining whether PEs can serve as a measure of cognitive decline longitudinally. Objective: This study aimed to examine whether PEs occur and whether demographics moderate them across quarterly self-administrations of digital cognitive tasks spanning different cognitive domains in cognitively intact older adults. Methods: Cognitively intact older adults from the Framingham Heart Study self-administered DANA tasks at baseline and every 3 months for 1 year (4 assessments: T1-T4). Tasks included Simple Reaction Time (SRT), Go/No-Go (GNG), and Code Substitution (CS). These tasks varied in complexity, from simple motor responding (SRT) to inhibitory control (GNG) and associative learning with working memory demands (CS). The primary outcome was Cognitive Efficiency, a derived measure of speed and accuracy, which are also recorded as secondary measures. PEs were quantified using linear mixed-effects models, and the change in mean score across time points was expressed in pooled SD units as Cohen d . Results: A total of 717 participants completed all 4 time points (mean age 64.1, SD 9.5 years; n=469, 65.4% female participants; n=481, 67.1% college-educated). PEs were observed on all tasks, with small effects on CS ( d =0.43) and GNG ( d =0.32) and a below-threshold effect on SRT ( d =0.16). Demographics influenced baseline performance: older age predicted lower baseline scores on all tasks, females scored lower on SRT and GNG, and higher education predicted better performance on all tasks. Age was the only demographic moderator of PEs, with smaller improvements on CS among participants aged 65 years or older (B=−0.39; P <.001). Conclusions: Quarterly self-administered digital cognitive assessments elicited measurable PEs across processing speed, inhibitory control, and visual scanning, with stronger effects on more complex tasks. Demographics influenced baseline performance, while age moderated PEs on the most demanding task. These findings provide baseline data against which PEs in clinical populations can be compared in future work, complementing prior evidence on other cognitive instruments.Keywords
This publication has 54 references indexed in Scilit:
- Practice effects on digital cognitive assessment tools: insights from the defense automated neurobehavioral assessment batteryAlzheimer's & Dementia, 2025
- Parallel changes in cognition, neuropsychiatric symptoms, and amyloid in cognitively unimpaired older adults and those with mild cognitive impairmentAlzheimer's & Dementia, 2025
- Latent change‐on‐change between amyloid accumulation and cognitive declineAlzheimer's & Dementia, 2024
- Revised criteria for diagnosis and staging of Alzheimer's disease: Alzheimer's Association WorkgroupAlzheimer's & Dementia, 2024
- The effect of task complexity on the neural network for response inhibition: An ALE meta-analysisNeuroscience & Biobehavioral Reviews, 2024
- Feasibility of frequent self‐administered mobile cognitive assessments in adults with and without cognitive impairmentAlzheimer's & Dementia, 2023
- Computerized cognitive practice effects in relation to amyloid and tau in preclinical Alzheimer's disease: Results from a multi‐site cohortAlzheimer's & Dementia: Diagnosis, Assessment & Disease Monitoring, 2023
- Unsupervised mobile cognitive testing for use in preclinical Alzheimer's diseaseAlzheimer's & Dementia: Diagnosis, Assessment & Disease Monitoring, 2021
- Diminished Learning Over Repeated Exposures (LORE) in preclinical Alzheimer's diseaseAlzheimer's & Dementia: Diagnosis, Assessment & Disease Monitoring, 2020
- Practice effects due to serial cognitive assessment: Implications for preclinical Alzheimer's disease randomized controlled trialsAlzheimer's & Dementia: Diagnosis, Assessment & Disease Monitoring, 2015