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Peer-Reviewed Publication
Sleep2026;49(6)June 15, 2026Journal Article

How many nights are needed? The short-term stability of intraindividual variability in sleep parameters derived from accelerometry data in a cohort of normal sleepers.

Josh Leota1,2,3, Brett A Messman4,5, Flora Le1, Summer Jasinski3, Emily R Capodilupo3, Elise R Facer-Childs1, Joshua F Wiley1
1School of Psychological Sciences, Monash University, Melbourne, Vic, Australia.
2Division of Sleep and Circadian Disorders, Department of Medicine, Brigham and Women's Hospital, Boston, MA, United States.
3Department of Research, Algorithms, and Data Science, Whoop Inc., Boston, MA, United States.
4Department of Psychology, University of North Texas, Denton, TX, United States.
5Center for Healthy Aging, The Pennsylvania State University, State College, PA, United States.

Abstract

STUDY OBJECTIVES: Individual sleep/wake patterns can be characterized by the intraindividual mean (iM) and variability (iSD), which captures night-to-night fluctuations. Most accelerometry-based sleep studies assess 7-14 nights, which may be insufficient for reliable variability estimates. This pre-registered, large-cohort study quantifies how many nights are needed for reliable sleep iM and iSD e…

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