TY - JOUR AU - Oh, Kyue Taek AU - Ko, Jisu AU - ­Jin, Nayoung AU - Han, Sangbin AU - Yoon, Chan Yul AU - Shin, Jaemyung AU - Ko, Minsam PY - 2024 DA - 2024/11/29 TI - Understanding Morning Emotions by Analyzing Daily Wake-Up Alarm Usage: Longitudinal Observational Study JO - JMIR Hum Factors SP - e50835 VL - 11 KW - morning emotion KW - wake-up alarm usage KW - morning context KW - emotion monitoring KW - longitudinal observational study AB - Background: Morning emotions can significantly affect daily wellness. While many studies have analyzed daily survey responses to identify factors influencing morning emotions, these methods require additional time and effort from individuals for emotional monitoring. Objective: This study aims to identify daily alarm usage patterns related to morning emotions. Methods: We recruited 373 users of the Alarmy app (DelightRoom) in the United States and South Korea and surveyed their demographics and usual behaviors related to morning emotions. Participants described their morning emotions over a 2-week period, during which we collected daily alarm app logs. We used a generalized estimating equation (GEE) method to identify factors affecting morning emotions. Results: The findings indicate that varied alarm usage is related to morning emotions. Alarm set time was positively associated with feelings of peacefulness and refreshment in the morning, while task-based alarms were related to nervousness. The time taken to deactivate the alarm after it rang was negatively correlated with happiness. In addition, usual behaviors and demographic factors were found to be related to morning emotions, consistent with previous studies. Conclusions: The study reveals that daily alarm usage is related to morning emotions, suggesting that daily alarm logs can supplement survey methods to facilitate daily emotion monitoring. SN - 2292-9495 UR - https://humanfactors.jmir.org/2024/1/e50835 UR - https://doi.org/10.2196/50835 DO - 10.2196/50835 ID - info:doi/10.2196/50835 ER -