Scientists have demonstrated the potential of using smartphones for conducting large-scale behavioural studies.
Fani Tsapeli from the University of Birmingham and her colleague and Mirco Musolesi from University College London in UK evaluated the cause of increased stress levels of participants employing user-generated data, harvested from their phones.
Most of the research work relying on smartphones has focused on detecting factors in the features extracted from smartphone data.
The trouble is that pure correlation analysis does not provide for a sufficient understanding of human behaviour.
In the study, the scientists used data from a research project at Dartmouth College in US, called StudentLife.
It includes information on participants' location taken from raw Global Positioning System (GPS) data, which helps determine whether they are working or socialising.
Also included is data on activity levels, like running, walking or travelling on public transport, inferred from participants' raw accelerometer data.
They found that exercising and spending time outside the home and working environment have a positive effect on participants' stress levels. By contrast, they found that reduced working hours only slightly impact stress.
The study was published in the journal EPJ Data Science.
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