Typing and mouse clicks could detect office stress
The way people type and use their computer mouse can be better stress indicators than their heart rate, Swiss researchers said on April 11, adding their model could help prevent chronic stress.
Researchers at the Swiss Federal Institute of Technology in Zurich (ETHZ) said they had used new data and machine learning to develop a fresh model for detecting stress levels at work, based solely on the way people type or use their mouse.
"How we type on our keyboard and move our mouse seems to be a better predictor of how stressed we feel in an office environment than our heart rate," mathematician and study author Mara Nagelin said.
For the study, the ETHZ researchers observed 90 participants in the lab performing close-to-reality office tasks, like planning appointments or recording and analyzing data.
They recorded the participants' mouse and keyboard behavior as well as their heart rates, and regularly asked the participants how stressed they felt.
While some participants were allowed to work undisturbed, half the group were repeatedly interrupted with chat messages and were also asked to take part in a job interview.
They determined that stressed people type and move their mouse differently from relaxed people.
"People who are stressed move the mouse pointer more often and less precisely and cover longer distances on the screen," Nagelin said.
The researchers also found that people who feel stressed in the office make more mistakes when typing and tend to write in fits and starts, with many brief pauses.
Relaxed people by contrast take fewer but longer pauses when typing, they found.
The connection between stress, and keyboard and mouse behavior can be explained through so-called neuromotor noise...
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