On this page, I compile publicly available resources for data preparation and analysis, writing and other grad school shenanigans. As a conscientious causal inference enthusiast, I comprehensively demonstrate the application of cutting-edge causal inference techniques based on my personal projects.
Teaching and resources
Writing
- Writing Science
- Practical Tips for Writing and Publishing Applied Economics Papers
- The Introduction Formula in Economics
- The Middle Bits Formula
- The Conclusion Formula
- How to Write Applied Papers in Economics
Coding
- Stata
Coming soon… - Python
Coming soon… - R
Coming soon… - GAMS
Coming soon… - Github
Coming soon… - LaTeX
Coming soon…
Causal inference
- OLS
Coming soon… - RCT
Coming soon… - Diff-in-Diff (DiD) & event studies
– Classical DiD (Canonical 2x2 DiD)
Coming soon…
– DiD with Multiple Time Periods (Pre and/or Post
Coming soon…
– Two-way Fixed Effects (TWFE)
Coming soon…
– Event study DiD (Traditional Approach)
Coming soon…
– Staggered DiD (Callaway & Sant’Anna Estimator, CSDiD)
Coming soon…
– Sun & Abraham Estimator (SA)
Coming soon…
– Imputation-based DiD
Coming soon…
– Gardener Two-stage DiD (Clean controls)
Coming soon…
– de Chaisermartin & D’Haultfoeuille Estimator(DID_M, DID_CSR)
Coming soon…
– Stacked Regression /Pooled Estimators
Coming soon…
– Local Projects DiD (LP-DiD
Coming soon…
– Synthetic DiD
Coming soon…
– Triple-Difference (DDD/DiDiD)
Coming soon…
– Fuzzy DiD
Coming soon…
– Continuous Treatment DiD (Dose-Response DiD
Coming soon…
– Spatial DiD / DiD with spillovers
Coming soon…
– Changes-in-Changes (CiC)
Coming soon…
– Quantile DiD (QDiD)
Coming soon…
– Matrix Completion DiD
Coming soon…
– DiD with Reversible Treatments (Switchback or On-Off Designs)
Coming soon…
– DiD with Instrumental Variables (IV-DiD /DiDIV)
Coming soon…
– DiD for repeated Cross-Sections
Coming soon…
– Repeated Cross-Sectional Synthetic DiD (RC-SDiD)
Coming soon…
– DiD with Matching/reweighting (e.g. PSM-DiD, IPW-DiD)
Coming soon…
– Doubly Robust DiD (DR-DiD)
Coming soon…
– DiD with Anticipation Effects/Aschenfelter Dips
Coming soon…
– Functional Difference-in-Difference (fDiD)
Coming soon…
– Bayesian DiD Approaches
Coming soon…
– Machine Learning-Enhanced DiD
Coming soon…
– Difference-in-Differences Estimators When No Unit Remains Untreated
Coming soon…
– Difference-in-Differences for Continuous Treatments and Instruments with Stayers
Coming soon… - Synthetic Control Method (SCM)
Coming soon… - Generalised Synthetic Control Method (GSC)
Coming soon… - Augmented Synthetic Control Method (ASCM)
Coming soon… - Standard IV
Coming soon… - Shift-share IV
Coming soon… - Regression Discontinuity Design
Coming soon… - Difference-in-Discontinuities (DiDC) design
Coming soon… - Spatial Regression Discontinuity Design
Coming soon… - Donut Regression Discontinuity Designs
Coming soon… - Half-Donut Regression Discontinuity Designs
Coming soon… - Multi-Cutoff Regression Discontinuity Designs
Coming soon… - Bunching
Coming soon… - Matching
Coming soon… - Spatial Matching
Coming soon… - Generalized Propensity Score Matching
Coming soon… - Causal Mechanisms
Coming soon… - Machine Learning for Impact Evaluation
Coming soon…
