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Linked Data: Imputation and Multiple Imputation
Linked Data: Imputation and Multiple Imputation
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This presentation gives an introduction to imputation and multiple imputation, including building imputation models, imputation methods (for univariate and multivariate non-response), and it provides an application example using the R package mice. This presentation is the second part of a set of presentations on the topic of "Linked Data: Remedies & Corrections".

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Transparency, Reproducibility, and Ethical Considerations II
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Transparency, Reproducibility, and Ethical Considerations IIThis presentation discusses the tension between openness and privacy/data protection as well as potential solutions to this, the concept of FAIR data, and how to ensure and increase the reuse value/potential of data (and other materials) while also ensuring that legal requirements and ethical standards are met. This presentation is the tenth part of a set of presentations on the topic of "Tools and Workflows".
Learning Resource Type
Course
File Format
MP4, PDF
Languages
English
Media Type
Presentation, Video
Publication Date
2026-09-23
License
CCBYSA
Authors
Keywords
#FAIR data#data protection
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Binder
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BinderThis presentation continues the exploration of literate programming with Binder while integrating dependency management to achieve one-click online reproducibility. The mybinder.org service, as well as its documentation (MyBinder Documentation), and relevant sections in The Turing Way handbook (Zero to Binder) will be introduced. This presentation is the ninth part of a set of presentations on the topic of "Tools and Workflows".
Learning Resource Type
Course
File Format
MP4, PDF
Languages
English
Media Type
Presentation, Video
Publication Date
2026-09-23
License
CCBYSA
Authors
Keywords
#literate programming#Binder
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Computational Environment
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Computational EnvironmentThis presentation introduces computational environments and the relationship between computational reproducibility and computational environments. This presentation is the eighth part of a set of presentations on the topic of "Tools and Workflows".
Learning Resource Type
Course
File Format
MP4, PDF
Languages
English
Media Type
Presentation, Video
Publication Date
2026-09-23
License
CCBYSA
Authors
Keywords
#computational environments
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Computational Reproducibility
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Computational ReproducibilityThis presentation provides a general introduction to computational reproducibility according to Schoch et al. (2024), by defining computational reproducibility, including the relationship between reproducibility and computational environments. This presentation is the seventh part of a set of presentations on the topic of "Tools and Workflows".
Learning Resource Type
Course
File Format
MP4, PDF
Languages
English
Media Type
Presentation, Video
Publication Date
2026-09-23
License
CCBYSA
Authors
Keywords
#computational reproducibility
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LLMs in the Research Workflow
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LLMs in the Research WorkflowIn this presentation, large language models (LLMs) are introduced as a tool in the social science research workflow. LLMs can be used for a multitude of possible tasks, but in order to use them effectively, an understanding of how they work is needed - both from a technical and data quality perspective. The presentation introduces the internal logic of LLMs and what they can be used for, as well as different types of LLMs, access options, and prompting strategies. Additionally, it discusses how these decisions impact data quality and explores mitigation strategies and reporting standards for better reproducibility. This presentation is the sixth part of a set of presentations on the topic of "Tools and Workflows".
Learning Resource Type
Course
File Format
MP4, PDF
Languages
English
Media Type
Presentation, Video
Publication Date
2026-09-23
License
CCBYSA
Authors
Keywords
#reproducibility#LLMS#prompting strategies
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Documentation and Mitigation Strategies for Measurement
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Documentation and Mitigation Strategies for MeasurementThis presentation introduces tools that enable the identification and documentation of data quality issues in the measurement process. It explores specific tools that researchers can utilize to document these decisions, which may, but do not necessarily, relate to data quality concerns. Additionally, mitigation strategies and steps implemented throughout the research process to ensure measurement validity are examined. The analysis covers tools for both survey and text data. This presentation is the fifth part of a set of presentations on the topic of "Tools and Workflows".
Learning Resource Type
Course
File Format
MP4, PDF
Languages
English
Media Type
Presentation, Video
Publication Date
2026-09-23
License
CCBYSA
Authors
Keywords
#documentation#data quality issues#identification#mitigation strategies
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