Personal climate actions in a popular smartphone app
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Smartphone apps hold significant potential to encourage and measure personal climate action at scale. Using global data from the AWorld app, we analysed 139 self-reported actions from 4,369 users (1,088,258 logged actions) to investigate which actions are reported, the temporal patterns, and the relationship with self-reported carbon footprint. The reported action set for a given user is moderately stable over time. Users reported easily repeatable actions most frequently, such as walking or turning off lights, which tend to have modest impacts on greenhouse gas emissions. We found no strong evidence linking the frequency of reported actions to the users' annual self-reported carbon footprints, except in the food domain, or psychological factors such as climate concern. Although apps facilitate the large-scale monitoring of climate actions, challenges remain in evaluating their effectiveness in behavioural change studies. We discuss how these challenges can be overcome.