2017
DOI: 10.2139/ssrn.3320485
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Making Citizen-Generated Data Work. Towards a Framework Strengthening Collaborations Between Citizens, Civil Society Organizations, and Others

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(6 citation statements)
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“…Although essential and valuable, these traditional data sources exhibit several limitations (Ballerini and Bergh, 2021). Primarily are technical constraints, involving costly and time-consuming collection processes, along with limited spatial variation and coverage which results in infrequent data collection cycles, substantial data gaps, and unrepresentative samples that systematically exclude marginalized populations, such as vulnerable minorities, and sensitive issues (Lämmerhirt et al, 2016). Other often-mentioned constraints are related to the risk of manipulation by public officials to suppress contentious information, downplay their public institutions' challenges or artificially enhance their performances, and inadequacy of traditional data sources for capturing contextual information and local knowledge (Ballerini and Bergh, 2021).…”
Section: Literature Reviewmentioning
confidence: 99%
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“…Although essential and valuable, these traditional data sources exhibit several limitations (Ballerini and Bergh, 2021). Primarily are technical constraints, involving costly and time-consuming collection processes, along with limited spatial variation and coverage which results in infrequent data collection cycles, substantial data gaps, and unrepresentative samples that systematically exclude marginalized populations, such as vulnerable minorities, and sensitive issues (Lämmerhirt et al, 2016). Other often-mentioned constraints are related to the risk of manipulation by public officials to suppress contentious information, downplay their public institutions' challenges or artificially enhance their performances, and inadequacy of traditional data sources for capturing contextual information and local knowledge (Ballerini and Bergh, 2021).…”
Section: Literature Reviewmentioning
confidence: 99%
“…Fritz et al (2019) divided them into 5 main categories: Earth Observations, spatial data infrastructure, official sensor networks, commercial data and citizen-generated data. This last category consitutes data voluntarily generated and gathered by individuals, herein referred to as "citizens," with the purpose to monitor, advocate for, or instigate change in matters directly affecting them (Lämmerhirt et al, 2016;Ballerini and Bergh, 2021). It includes a wide variety of approaches and methods, with citizens utilizing a diverse array of technologies and participatory methodologies such as community-based monitoring, crowdsourcing on online platforms, or digital sensors (Lämmerhirt et al, 2016;Ballerini and Bergh, 2021).…”
Section: Literature Reviewmentioning
confidence: 99%
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