Detecting Job Promotion in Information Workers Using Mobile Sensing

التفاصيل البيبلوغرافية
العنوان: Detecting Job Promotion in Information Workers Using Mobile Sensing
المؤلفون: Shayan Mirjafari, Aaron Striegel, Pino G. Audia, Subigya Nepal, Andrew T. Campbell, Gonzalo J. Martinez
المصدر: Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies. 4:1-28
بيانات النشر: Association for Computing Machinery (ACM), 2020.
سنة النشر: 2020
مصطلحات موضوعية: Computer Networks and Communications, Computer science, business.industry, media_common.quotation_subject, 05 social sciences, Internet privacy, Behavioral pattern, Wearable computer, Passive sensing, law.invention, Beacon, Human-Computer Interaction, Bluetooth, Promotion (rank), Hardware and Architecture, law, 0502 economics and business, 0501 psychology and cognitive sciences, Salary, Mobile sensing, business, 050203 business & management, 050107 human factors, media_common
الوصف: Most people desire promotions in the workplace. Typically, rising through the ranks comes with increased demands, better salary and higher status among peers. However, promoted workers have to deal with new challenges, such as, adjusting to new roles and responsibilities, which can in turn impact their physical and mental wellbeing. In this year long study, we use mobile sensing to track physiological and behavioral patterns of N=141 information workers who are promoted. We show that the workers experience a change in their physiological and behavioral patterns after promotion captured by passive sensing from phones, wearables and Bluetooth beacons. Furthermore, we use a random convolutions based approach to extract patterns from multivariate time series signals and evaluate the performance of different models to classify a worker's mobile sensing data as belonging to a promoted or non-promoted period with an AUC of 0.72. As a result, we report for the first time that mobile sensing can detect job promotion events by modeling physiological and behavioral changes of information workers in an objective manner.
تدمد: 2474-9567
URL الوصول: https://explore.openaire.eu/search/publication?articleId=doi_________::39f506855fc99d7a716c6b1bf08346b1
https://doi.org/10.1145/3414118
رقم الأكسشن: edsair.doi...........39f506855fc99d7a716c6b1bf08346b1
قاعدة البيانات: OpenAIRE