“…However, he also concluded that the absolute magnitude of this correlation was so small that its ''practical relevance for MNOs is more than doubtful'' (Gerpott, 2010a, p. 441). Karikoski and Luukkainen (2011) and Karikoski and Soikkeli (2013) gathered objective usage data from a sample of 183 early adopters of a Nokia smartphone in Finland between 2008 and 2010. They found that SMS and MI services ''are used for different purposes .…”
Section: Conceptual Background and Research Questionsmentioning
“…However, he also concluded that the absolute magnitude of this correlation was so small that its ''practical relevance for MNOs is more than doubtful'' (Gerpott, 2010a, p. 441). Karikoski and Luukkainen (2011) and Karikoski and Soikkeli (2013) gathered objective usage data from a sample of 183 early adopters of a Nokia smartphone in Finland between 2008 and 2010. They found that SMS and MI services ''are used for different purposes .…”
Section: Conceptual Background and Research Questionsmentioning
“…When compared to other similar research conducted in the area of smartphone measurements and reviewed in the related work chapter, this article extends the literature by providing also participant attitudes in addition to the process description itself. As a proof of concept, the handset-based data collected in the OtaSizzle project have already been utilized in studying social relations (Karikoski & Nelimarkka, 2011), substitution in smartphone communication services (Karikoski & Luukkainen, 2011) and diversity and context in smartphone usage sessions (Soikkeli et al, 2011).…”
Section: Discussion and Future Researchmentioning
confidence: 99%
“…The innovativeness of the participants together with the low number of participants makes the generalization of the results challenging, but as discussed before the usage patterns of these participants may reflect the situation that will take place this or next year among the majority of subscribers. Furthermore, these early adopter users are a salient user group when analyzing services that are not yet adopted by the average user (such as the mobile Internet communication services studied by Karikoski and Luukkainen (2011), for example). The participants are also naturally networked to some extent (as demonstrated by Karikoski and Nelimarkka, 2011) which enables studying social networks among the participants which would be a lot more difficult with a random sample.…”
Handset-based measurements are an emerging method for collecting behavioral data about smartphone users. Setting up these kinds of measurements is challenging because of the personal nature of the data collection device and a lack of standards related to behavioral data and the method as a whole. Privacy issues related to the participants of the data collection are of major importance when dealing with behavioral data. Introduced is the process of collecting handset-based data in the OtaSizzle project in the Aalto University community in Finland together with a literature review of other similar data collection efforts in academia and industry. A survey is also deployed to study the incentives for participation, privacy concern levels and innovativeness of the user group participating in the measurements. This article contributes to the body of knowledge regarding measurements conducted with smartphones and sheds light on participant attitudes about them.
“…In line with prior research (e.g. Gerpott 2015; Karikoski and Luukkainen, 2011;Verkasalo, 2007), we selected the monthly duration of outgoing mobile voice calls and averaged it over the 13 study months instead of taking the sheer mean of the number of monthly calls (Ghose and Han, 2011;Wei, 2008). This measurement is believed to more accurately capture the individuals' actual use intensity than the frequency of established outgoing connections.…”
Section: Sample Generation and Variable Measurementsmentioning
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