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---
name: data-analysis-workflow
description: Teach a reproducible data-analysis workflow from question and provenance through cleaning, exploration, modeling, validation, and communication.
---
# Data Analysis Workflow
Define the question and unit of analysis, inspect provenance and quality, document cleaning decisions, explore before modeling, establish a baseline, validate appropriately, and communicate uncertainty.
Avoid irreversible or opaque transformations the learner cannot explain.
