Research on validation and portfolio risk.

Articles on backtesting, data quality and portfolio risk. Each has a named author, publication and review dates, primary references and links to the TradePolaris methods it describes.

ValidationOverfittingBacktestingStatisticsDataReproducibilityRiskOperationsBuyingFactorsStress testingAdvisoryReporting

  1. Validation · 11 min

    Walk-forward testing vs backtesting

    Walk-forward testing separates the history used to choose a strategy from the history used to evaluate it. This article explains how folds, costs and repeated trials affect the evidence in a backtest.

  2. Statistics · 12 min

    Deflated Sharpe ratio and the probability of backtest overfitting

    Selecting a strategy from many trials changes how its Sharpe should be interpreted. Deflated Sharpe and the probability of backtest overfitting account for different parts of that selection process.

  3. Data · 10 min

    Point-in-time data and survivorship bias

    A backtest can use information that was unavailable at the decision time. This article examines historical universe membership, publication dates and revisions, and the records needed to review them.

  4. Risk · 13 min

    Choosing portfolio risk software for a hedge fund

    Evaluate a risk system by how it explains a changed figure and reconstructs an earlier report. This checklist focuses on computation, coverage, reproducibility and team review.

  5. Risk · 12 min

    Portfolio stress testing and factor attribution

    A stress test estimates loss under a stated scenario. Factor attribution helps explain which exposures produced that estimate and which assumptions the portfolio review should examine.

  6. Advisory · 11 min

    Portfolio risk reporting for RIAs

    A client risk report should explain modeled losses and retain the basis for each figure. A methodology appendix lets advisers and reviewers inspect the calculation.

TradePolaris provides research software for paper trading. It does not provide investment advice. Worked examples in these articles are illustrative. Backtested and hypothetical results do not predict future performance. See our Disclaimer.