Overview

✅ Workflow Checklists

This section contains the ✅ Workflow Checklists for the QuickRef library. Each checklist is designed to ensure thorough, repeatable execution of analytics workflows across EDA, modeling, and evaluation stages.

Each checklist provides concise, actionable steps that keep projects methodical and defensible while reducing oversight. Use them as a companion during project execution to maintain speed and consistency without sacrificing quality.

📂 Available Checklists

🧼 EDA & Cleaning

• ✅ General EDA Workflow — Step-by-step guide for structured exploratory data analysis.
• ✅ Linear Regression Visual EDA — Visual interpretation workflow for linear models.
• ✅ Logistic Regression EDA — Diagnostic EDA tailored to logistic regression.
• ✅ Foundational Cleaning — Core cleaning and normalization steps.
• ✅ Advanced QA & Production Cleaning — High-rigor QA and production-ready cleaning process.

🧪 Modeling & Evaluation

• ✅ ANOVA / ANCOVA / MANOVA / MANCOVA EDA — Multivariate and covariance analysis checklist.
• ✅ Classifier Evaluation — Consistent evaluation framework for classifiers.
• ✅ Clustering Evaluation — Workflow for assessing clustering models.
• ✅ Linear Regression Modeling — Modeling pipeline for linear regression.
• ✅ Logistic Regression Modeling — Modeling pipeline for logistic regression.