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First, exploratory factor analysis on 23 activities yielded two activity groups: those related to information and communications technologies (texting/emailing/messaging, reading electronically, and using social websites/apps) and those that are more passive in nature (viewing scenery or people watching and thinking/daydreaming). This work investigated travel-based multitasking and its potential determinants across multiple travel modes (automobile, nonmotorized, and transit) using a 2016 survey of around 650 commuters in the Portland, Oregon, region. Research on multitasking during travel has increased, yet most studies have focused on public transit passengers.