Cesar Alvarez
Quantitative trader and co-author of “Short Term Trading Strategies That Work”; writes Alvarez Quant Trading
Short-term mean reversion in stocks with trend filters. A blog post with a complete base mean-reversion strategy, the filters he tests on it and the results he reports. The base rule differs from the well-known “RSI(2) below 10” version.
Sources
Rules
- FilterUniverse: stocks that are members of the S&P 500. Trend filter: the close is above its 200-day moving average. Market filter: the 126-day return of the S&P 500 is above zero.[1]
- FilterInternal Bar Strength IBS = (close − low) ÷ (high − low) × 100, so a close at the low is zero. The idea: a low IBS suggests the next day closes higher.[1]
- FilterReported in an all-trades test: keeping only trades with IBS under 10 (34% of trades) raised the average profit per trade by 58%; IBS under 25 kept 63% of trades with a 21% increase. Winners fell from 71% to 57% as IBS rose from 0 to 100.[1]
- EntryEntry: the 2-period RSI crosses below 2.5; buy on the next open.[1]
- ExitExit: the 2-period RSI closes above 50; sell on the next open.[1]
- DisciplineHe concludes that IBS alone did not work as a stand-alone mean-reversion signal: it only looks at one-day mean reversion. The test takes all signals; it is not a portfolio test.[1]
Not confirmed
Often attributed to this trader, but not found in the sources above. Not listed as his or her rules.
- The widely cited “buy when RSI(2) is below 10 above the 200-day average, sell above the 5-day average” is attributed to his book, but the post read here uses a 2.5 threshold and a 50 exit; the book’s own text was not read.
Limits of these rules
The post does not state the test period (a promo on the page says “from 2003”), costs or a stop; mean reversion with no stop can produce large single losses. Percent changes in average profit are relative to a base case whose absolute size is not given.
Other traders
Rules are our paraphrase of the sources; only short quotes are verbatim. This is information, not advice or a promise of profit.