Menu

HomeHow it worksContact UsContact Us

Daily prospective associations of structured and unstructured physical activity within 24-hour movement behaviour composition with next-day affect in adolescent athletes: a Bayesian multilevel compositional analysis

Yunfeng Song, Ming Liu, Yizhu Tang, Shanjie Liu, Yuhong Ren, Chi Xu Β· Scientific Reports Β· 2026

This study tracked 169 adolescent athletes over 14 days to see how their daily balance of sleep, sitting time, light activity, and moderate-to-vigorous exercise affected their mood the next day. The researchers found that spending more time doing light physical activity was linked to better moods and less negative emotions the following day, while spending more time sitting was associated with worse moods, and replacing sitting time with light activity showed clear mood benefits.
Takeaway: Prioritize light physical activity and reduce sitting time throughout your day to improve your next-day mood and emotional state.
Abstract (source)

Daily 24-h behaviours, including sleep (SLP), sedentary behaviour (SB), light physical activity (LPA), structured moderate-to-vigorous physical activity (S-MVPA), and unstructured moderate-to-vigorous physical activity (US-MVPA), may influence adolescent athletes’ mental health through their associations with everyday affective experiences. However, these behaviours are co-dependent components of a finite 24-h day and have rarely been examined prospectively in youth athletes. Here, we investigated the daily, prospective associations between 24-h behaviour composition and next-day affect. This study used a repeated-measures prospective daily

Design: . A total of 169 adolescent rowing and canoe/kayak athletes completed 14 consecutive days of accelerometer-based behavioural monitoring and ecological momentary affect assessment, yielding 2,366 daily observations and 2,197 lagged observations. Daily time use was classified into SLP, SB, LPA, S-MVPA, and US-MVPA. Four affective outcomes were assessed: high-arousal positive affect, low-arousal positive affect, high-arousal negative affect, and low-arousal negative affect. Bayesian multilevel compositional models were used to examine between-person and within-person associations, adjusting for individual- and day-level covariates. Pairwise compositional isotemporal substitution analyses estimated expected changes in next-day affect following 30-min reallocations between behaviours. Associations between 24-h behaviours and next-day affect were most evident at the within-person level. Relative to the remaining behaviours, more LPA was associated with higher high-arousal positive affect (posterior mean = 0.294 [95% Bayesian credible interval: 0.241, 0.346]) and low-arousal positive affect (posterior mean = 0.269 [0.218, 0.320]), as well as lower high-arousal negative affect (posterior mean = βˆ’ 0.226 [βˆ’ 0.260, βˆ’ 0.192]) and low-arousal negative affect (posterior mean = βˆ’ 0.198 [βˆ’ 0.229, βˆ’ 0.167]). In contrast, more SB was associated with lower high-arousal positive affect (posterior mean = βˆ’ 0.092 [βˆ’ 0.141, βˆ’ 0.042]) and low-arousal positive affect (posterior mean = βˆ’ 0.144 [βˆ’ 0.194, βˆ’ 0.094]), and higher high-arousal negative affect (posterior mean = 0.113 [0.081, 0.146]) and low-arousal negative affect (posterior mean = 0.076 [0.048, 0.104]). Further, 30-min reallocations from SLP, SB, and S-MVPA to LPA were associated with higher high-arousal positive affect (posterior mean = 0.034 [0.012, 0.062], 0.092 [0.045, 0.152], and 0.043 [0.017, 0.076], respectively) and low-arousal positive affect (posterior mean = 0.025 [0.004, 0.050], 0.067 [0.027, 0.117], and 0.032 [0.008, 0.062]). Reallocating 30 min from SB to LPA was also associated with lower high-arousal negative affect (posterior mean = βˆ’ 0.057 [βˆ’ 0.099, βˆ’ 0.005]), whereas reallocating time from SB to US-MVPA showed no clear evidence of an association with affective outcomes. Among adolescent athletes, 24-h movement-behaviour compositions were prospectively associated with next-day affect. Greater relative time spent in LPA, particularly replacing SB, was associated with more favourable affective states, whereas SB to US-MVPA reallocations showed no clear association. These

Findings: support considering the overall balance of daily movement behaviours in relation to athlete wellbeing.

Read the original β†’