Projects

Research & applied systems

Curated work organized by maturity — from flagship systems to archival records.

2025 · Experiment

Hypothesis Structuring with Language Models

Formalized hypotheses before estimation reduce specification drift in applied research.

Exploratory tooling to formalize economic hypotheses before estimation, preserving statistical rigor in the modeling loop.

  • LLM
  • Research Workflow

2024 · Experiment

Reservoir Computing for Volatility

Echo-state dynamics capture short-horizon variance structure missed by linear GARCH specifications.

Experimental comparison of echo-state networks against classical GARCH-family models on high-frequency return series.

  • Machine Learning
  • Volatility

2025 · Experiment

Causal Discovery on Financial Panels

Constraint-based structure learning can surface stable causal graphs under regime shifts in panel data.

Pilot study applying PC-stable and score-based algorithms to equity factor panels with rolling validation windows.

  • Causality
  • Panel Data
  • Python

2024 · Experiment

Order Book Microstructure Features

Depth imbalance at short horizons contains information orthogonal to mid-price momentum signals.

Feature engineering sandbox on L2 snapshots with leakage controls and transaction cost-aware evaluation.

  • Microstructure
  • High-Frequency
  • Features

Graduate Thesis in Econometrics

2021Research · Econometrics, Thesis

Risk Reporting Automation

2020Quantitative Finance · Risk, Reporting, Python

Energy Load Forecasting Study

2019Energy Systems · Time Series, Energy

Retail Demand Segmentation

2018Retail · Clustering, Retail

Applied Econometrics Replication

2017Research · Replication, Econometrics