Data Quality Requirements Reporting of Open Datasets in Environmental Research - A sample study to identify the gaps in data quality reporting between open dataset stakeholders
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Typ
Examensarbete för masterexamen
Master's Thesis
Master's Thesis
Modellbyggare
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Sammanfattning
Environmental research requires a large amount of data that are often provided by
various private and public organizations. This ease of access introduces concerns
about the quality of this data and how applicable they can be for the purposes of
each individual task. This study aims to identify key data quality aspects (DQAs)
and how they are viewed from the perspectives of three stakeholders: data portal
maintainers, dataset providers, and dataset consumers.
The perspectives of these stakeholders were investigated using a sample study, which
is also known as a survey study. Different populations were identified and contacted
to partake in a questionnaire containing found DQAs from different sources and
prompted to evaluate the importance from their role’s perspective. The collected
responses were analysed using Bayesian data analysis. It was identified that different
roles have different perspectives when it comes to the data quality aspects that
should be prioritized during reporting. This research emphasizes the importance
of effective and transparent communication between stakeholders and enhance the
quality of the data used in environmental research.
Beskrivning
Ämne/nyckelord
Data Quality, Open Datasets, Environmental Research, Software Engineering, AI Engineering, Data Portals, Dataset Providers, Dataset Consumers