About

Seeking Edge Investment LLC is an independent quantitative research lab focused on systematic equity and options analysis.

Our Mission

We believe institutional-quality quantitative research should be transparent, reproducible, and held to the highest standards of statistical rigor.

Seeking Edge bridges the gap between academic factor research and practical portfolio construction — with real execution costs, real implied volatility surfaces, and real out-of-sample validation.

Team

HG

Hongyi Gu

Founder & Lead Researcher

Quantitative researcher with background in statistical modeling, options pricing, and systematic portfolio construction. Columbia University.

We're growing

Interested in joining? Reach out below.

Research Principles

Radical Transparency

Every model, assumption, and result is published. No black boxes. Predictions are time-stamped before evaluation.

Out-of-Sample Rigor

No look-ahead bias. No in-sample cherry-picking. Every metric reported is from held-out test periods.

Real Execution Costs

Backtests include evidence-based bid-ask spreads from 282 real options chain observations. No frictionless assumptions.

Reproducible Research

Full pipeline code, data sources, and parameters are documented. Results are independently reproducible by any practitioner.

What We Deliver

Published Research

Peer-review-ready papers on factor models, options pricing, and portfolio construction. Pre-registered and time-stamped.

Signal Dashboard

Interactive access to live predictions, conviction tiers, and vol-edge metrics across 46 US mega-cap equities.

API Access

RESTful API for programmatic access to signals, portfolio weights, and regime data. Sub-50ms median latency.

Technology Stack

Data PipelinePython, pandas, NumPy
ML Frameworkscikit-learn, XGBoost
Options PricingMonte Carlo (GBM), BSM
InfrastructureREST API, Vercel Edge
FrontendNext.js 14, React, Tailwind
MonitoringReal-time health checks

Get in Touch

Institutional inquiries, research collaborations, or API access requests.

contact@seekingedgeinvestment.com

Seeking Edge Investment LLC · New York, NY · All research is for informational purposes only.