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Canli Capital

Research

Pre-Registered Quality (GP/A + ROE): a killed candidate

Verdict: KILLED
Test window: 2005-01-04 to 2026-06-01
Identity: prereg_quality

Pre-registered quality on 21 years. Net Sharpe -0.83, the worst sleeve. KILLED; the wide-universe quality thesis fails to replicate on the available data.

Why it was worth testing

Quality investing is the claim that profitable, stable, low-accrual businesses earn more than their risk explains. It is among the best-documented anomalies in the literature and among the most heavily traded, which is exactly why it deserved a test on a survivorship-free universe with costs charged rather than assumed away. A premium that survives in a paper and dies in a fill is not a premium.

The result

Measure Value
Net Sharpe -0.8316
Annualized return -4.27%
Total return -60.75%
Annualized volatility 7.29%
Maximum drawdown -64.06%
Annualized turnover 2.63
Trading days 5385
Final equity (USD) 39,248.43
Fees paid (USD) 321.76

What this does and does not say

It says this configuration, on this data, net of the costs we charge, did not clear the bar it pre-registered. It does not say the underlying economic effect does not exist, that no implementation of it works, or that someone with different data or different execution would reach the same conclusion. A null is evidence about a test, not a proof about a market.

It also does not say the trial was free. Every hypothesis tested raises the deflated-Sharpe hurdle for every sleeve already in the book, including the ones that survived. That is why the kill count is published beside the survivor count rather than behind it.