Tutorials & Examples
Learn Causal Agent through hands-on tutorials, comprehensive case studies, and practical examples. This section provides interactive learning materials for users at all levels.
All tutorials include downloadable Jupyter notebooks that you can run locally or in cloud environments like Google Colab or Binder.
Learning Materials
- Interactive Notebooks
- Case Studies
- Education Policy Analysis: Learning Mindset Intervention
- Healthcare Treatment Effects: Hospital Treatment Analysis
- Marketing Campaign Evaluation: Instrumental Variables Analysis
- Economic Policy Impact: Minimum Wage Analysis
- Technology Product Features: A/B Testing Analysis
- Case Study Structure
- Featured Case Studies
- Learning Objectives
- Datasets and Resources
- Code Examples
Learning Path
- For Beginners
Review basic Code Examples for common use cases
Explore simple Case Studies to see complete analyses
- For Intermediate Users
Work through domain-specific Case Studies
Compare methods using Code Examples
Try advanced Interactive Notebooks with complex datasets
- For Advanced Users
Study comprehensive Case Studies with multiple methods
Explore edge cases in Code Examples
Contribute your own tutorials to the community
Tutorial Categories
- By Domain
Economics and Policy Analysis
Healthcare and Medical Research
Education and Social Sciences
Marketing and Business Analytics
Technology and Product Analysis
- By Method
Randomized Controlled Trials (RCT)
Difference-in-Differences (DiD)
Instrumental Variables (IV)
Regression Discontinuity (RDD)
Propensity Score Methods
- By Complexity
Beginner: Basic concepts and simple analyses
Intermediate: Multi-step analyses with diagnostics
Advanced: Complex scenarios and method comparisons