Special contexts and additional considerations

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Managing unique data sources and technical complexity

While standard data management principles apply across all social science research, certain types of data introduce distinct ethical, technical, and legal challenges. Factors such as how data were originally gathered, how secondary permissions are structured, and whether data are real or artificially generated require adapted workflows.

This section highlights key considerations for specific data types and collection methods. Rather than replacing core data stewardship practices, these guidelines explain how data preparation, licensing, consent frameworks, and documentation standards adapt when working with these data sources.