In development · 2026 — ongoing

Point-in-Time Multi-Factor Equity Portfolio

A transparent long-short U.S. equity backtest designed around point-in-time fundamentals, realistic implementation constraints, and defensible validation.

Factor InvestingBacktestingPortfolio ConstructionPython
THE QUESTION
Can a factor portfolio retain useful signal after neutralization, trading costs, liquidity constraints, and out-of-sample testing?
APPROACH
01

Combining market prices with lagged SEC fundamentals to prevent look-ahead bias.

02

Testing value, momentum, quality, and low-volatility signals against SPY and Fama–French benchmarks.

03

Adding sector and beta neutrality, liquidity filters, position caps, slippage, borrow costs, and turnover attribution.

04

Planning walk-forward validation, regime analysis, and a transparent research dashboard.