Visual Analytics of Work Behavior Data - Insights on Individual Differences
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Date
2015
Journal Title
Journal ISSN
Volume Title
Publisher
The Eurographics Association
Abstract
Stress in working environments is a recent concern. We see potential in collecting sensor data to detect patterns in work behavior with potential danger to well-being. In this paper, we describe how we applied visual analytics to a work behavior dataset, containing information on facial expressions, postures, computer interactions, physiology and subjective experience. The challenge is to interpret this multi-modal low level sensor data. In this work, we alternate between automatic analysis procedures and data visualization. Our aim is twofold: 1) to research the relations of various sensor features with (stress related) mental states, and 2) to develop suitable visualization methods for insight into a large amount of behavioral data. Our most important insight is that people differ a lot in their (stress related) work behavior, which has to be taken into account in the analyses and visualizations.
Description
@inproceedings{10.2312:eurovisshort.20151129,
booktitle = {Eurographics Conference on Visualization (EuroVis) - Short Papers},
editor = {E. Bertini and J. Kennedy and E. Puppo},
title = {{Visual Analytics of Work Behavior Data - Insights on Individual Differences}},
author = {Koldijk, Saskia and Bernard, Jürgen and Ruppert, Tobias and Kohlhammer, Jörn and Neerincx, Mark and Kraaij, Wessel},
year = {2015},
publisher = {The Eurographics Association},
ISBN = {},
DOI = {10.2312/eurovisshort.20151129}
}