Recognizing Academic Performance, Sleep Quality, Stress Level, and Mental Health using Personality Traits, Wearable Sensors and Mobile Phones

International Conference on Wearable and Implantable Body Sensor Networks
Akane SanoRosalind W Picard

Abstract

What can wearable sensors and usage of smart phones tell us about academic performance, self-reported sleep quality, stress and mental health condition? To answer this question, we collected extensive subjective and objective data using mobile phones, surveys, and wearable sensors worn day and night from 66 participants, for 30 days each, totaling 1,980 days of data. We analyzed daily and monthly behavioral and physiological patterns and identified factors that affect academic performance (GPA), Pittsburg Sleep Quality Index (PSQI) score, perceived stress scale (PSS), and mental health composite score (MCS) from SF-12, using these month-long data. We also examined how accurately the collected data classified the participants into groups of high/low GPA, good/poor sleep quality, high/low self-reported stress, high/low MCS using feature selection and machine learning techniques. We found associations among PSQI, PSS, MCS, and GPA and personality types. Classification accuracies using the objective data from wearable sensors and mobile phones ranged from 67-92%.

Citations

Aug 20, 2019·Neuropsychopharmacology : Official Publication of the American College of Neuropsychopharmacology·Andrea N Goldstein-PiekarskiLeanne M Williams
Oct 2, 2019·Journal of Research on Adolescence : the Official Journal of the Society for Research on Adolescence·Samantha DockrayOwen Jump
Oct 24, 2018·Sensors·Michał T TomczakMałgorzata Jędrzejewska-Szczerska
Oct 17, 2019·Journal of Sleep Research·Ivan C ZibrandtsenTroels W Kjaer
Sep 26, 2019·PloS One·Xingyun LiuTingshao Zhu
Jun 28, 2020·Sleep & Breathing = Schlaf & Atmung·Haitham JahramiZainab Hasan
Aug 11, 2020·The Australian and New Zealand Journal of Psychiatry·Simon ByrneAnthony Harris
Feb 15, 2017·Journal of Medical Internet Research·Helga ÞórarinsdóttirMaria Faurholt-Jepsen
Oct 31, 2018·Nature·Matt Kaplan
Oct 3, 2020·International Journal of Environmental Research and Public Health·Darnisha RagupathiBeatrice Ng Andrew
Jan 28, 2021·Journal of Technology in Behavioral Science·Donald M HiltyElizabeth A Krupinski
Jun 8, 2021·Frontiers in Public Health·Ricarda Schleupner, Jana Kühnel
Jul 3, 2021·Journal of Dental Education·Renata Grazziotin-Soares, Diego Machado Ardenghi

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