Research Overview
This section collects the research behind the claims in the guide.
The main guide stays practical on purpose. These pages are where the caveats, sample limitations, and methodology notes live.
How to Read This Section
Section titled “How to Read This Section”- Treat results as directional, not universal rules
- Prefer first-party studies and official reports
- Check publication dates before applying a claim
- Look at methodology before copying a headline number
What You’ll Find
Section titled “What You’ll Find”- Productivity Research: mixed results and context-dependent gains
- Code Quality & Security: defect and vulnerability patterns
- Adoption & Trends: usage, trust, and workflow changes
- Learning Impacts: skill development, cognitive effects, and the performance-learning paradox
Scope Note
Section titled “Scope Note”Many studies measure specific cohorts, tasks, and tool setups. If your team context differs, validate with your own pilot metrics.