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A Multisensor Person-Centered Approach to Understand the Role of Daily Activities in Job ...

Talkat UbiComp / ISWC 2020 · 2020-09-12..09-17· [data-visualization]
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name:Suwen Lin
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name:Kari Nies
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name:Qiang Liu
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name:Louis Tay
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Uses sensor data from 603 information workers (Tesserae) and multimodal streams—wearables smartphones bluetooth social media—to cluster day-level activity and combine that with personality clusters into four “organizational personas.” Applies classical clustering and regression tests and finds activity context independently explains job outcomes, with activity having equal or larger effect than personality on organizational citizenship behavior and significant effects on task proficiency and deviance. The strongest-performing persona shows fewer location visits batched phone-use shorter desk sessions longer sleep, suggesting actionable, malleable activity features relate to better performance.

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