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Source code for the data analysis and models, including the FewSOC prompting framework for O*NET-SOC classification, used in the paper "Leveraging Large Language Models for Career Mobility Analysis: A Study of Gender, Race, and Job Change Using U.S. Online Resume Profiles."
LLM agent that ingests, transforms (dbt), validates and serves data across DuckDB / MotherDuck / BigQuery, with task decomposition, tool calling, memory, retry, evaluation and monitoring; includes a mini Anthropic-Economic-Index module that classifies LLM usage into occupation shares.