Work

I help researchers and teams move from question → design → implementation → decision.

Typical engagements

Causal strategy

• Define the causal question, estimand, and identification strategy
• DAG review + assumptions audit
• Sensitivity analysis plan (what could break the conclusion?)

Research engineering

• Reproducible pipelines (data → features → models → report)
• Versioned outputs + clean project structure
• Lightweight dashboards for exploration (e.g., Streamlit)

Model review

• Check leakage, overfitting, and evaluation design
• Interpretability and robustness checks
• “Is this decision justified?” style review

What I don’t do

• Black-box modeling without a decision context
• Overconfident claims when assumptions are weak

Contact

Email: you@domain.com (replace)