
A high backtest Sharpe ratio proves little: what real validation requires
Reported Sharpe ratios inflate with every unreported trial, and the corrections that account for this are arithmetic, not opinion.

Reported Sharpe ratios inflate with every unreported trial, and the corrections that account for this are arithmetic, not opinion.

Two advisers paid penalties in March 2024 for overstating their use of machine learning, and the orders turn on the gap between claimed and actual model use.
Out-of-sample scoring is the only published test that approximates live trading, and most papers still manage to overstate it.

A diagnostic built to answer one question a good Sharpe ratio can't: how much of a backtested strategy's performance is signal, and how much is the number of…

A spread decomposes into processing cost, inventory risk and adverse selection — and each component behaves differently when markets speed up.
Volume counts transactions, not conviction — and the modern tape's count includes flows that carry no opinion at all.

Multiple testing turns luck into apparent skill. What the correction procedures control, the hurdles the replication literature settled on, and what a corrected…

Turnover measures the pace of trading in the portfolio — a fact with predictable cost and tax consequences, not a verdict on skill.

AI-driven trading and forecasting tools are often sold on the strength of impressive backtested results. Here is the mechanism by which those results can be…

The advance estimate prints 1.5 percent annualized growth after 1.6 percent in Q1 — and by design it is an estimate of an estimate.

Federal regulators rewrote model risk management guidance in April 2026, keeping the same validation core built around conceptual soundness and outcomes…

The 2026 results — 32 banks, $708 billion in projected losses — arrive inside a methodology overhaul that trades year-to-year volatility for smoother…

Ten trials are enough to yield an in-sample Sharpe ratio of 1.57 from strategies with zero expected out-of-sample performance. What validation, multiple-testing…

The 9-3 vote on July 29, 2026 kept the range at 3.50 to 3.75 percent, the year's first hawkish dissents arriving after a unanimous June.

Point-in-time integrity, provenance, history depth and decay tests — the questions that separate a signal from a spreadsheet.

The two numbers answer different questions, and the measurable gap between them is a premium, not a forecast.

The Fed's June 24 results show a 1.6-point CET1 drawdown under the severely adverse scenario — the first cycle read under the new averaging framework.

A 61-day window, a substantially identical security, and a deferred loss — the mechanics as the IRS writes them.