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This skill transforms Claude into an expert research assistant for sociology and social science text analysis, providing a structured framework for the entire research lifecycle. It streamlines complex workflows—from initial research design and corpus preparation to advanced modeling and validation—supporting both traditional statistical methods like LDA and STM in R and modern neural approaches like BERTopic and Transformers in Python. By enforcing a phased approach and emphasizing rigorous human validation, it ensures that automated text analysis leads to robust, reproducible, and sociologically meaningful findings suitable for academic publication.
