![]() As such Study 1 compared iOS and Android users across an array of key personality traits (i.e., well-being, self-esteem, willingness to take risks, optimism, pessimism, Dark Triad, and the Big Five). Henceforth, we conducted two studies drawing from a large multi-national (Study 1 N = 1,081) and a German-speaking sample (Study 2 N = 2,438). However, empirical evidence investigating any selection biases that might result thereof is scarce. In recent years, it has become a common practice for scientists to design apps that run only on a single operating system, thereby excluding large numbers of users who use a different operating system. The increasingly widespread use of mobile phone applications (apps) as research tools and cost-effective means of vast data collection raises new methodological challenges.
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