Original title: What Useful Alphas?
Andrew Y. Chen, Ivo Welch · July 2026
Researchers often find stock trading rules, called anomalies, that seem to beat the market. These strategies buy certain stocks and sell others without investing cash upfront. The authors tested about 200 published anomaly strategies to see if they actually make money. Through December 2005, across all stocks, the median return was 48 bp per month. One bp, or basis point, is one hundredth of a percent. But when looking at January 2006 onward, that return dropped to 19 bp. Looking only at larger, non-micro stocksStocks of companies that are not extremely small, specifically the top 3,000 by market capitalization. dropped it to 26 bp. Combining both modern years and non-micro stocks shrank the return to just 7 bp. Accounting for modest luck or trading costs erases those last 7 bp, meaning these strategies were useless to modern managers.
Imagine you have a secret recipe for perfect cookies that worked every time for years. Then one day, the cookies come out flat. You realize the recipe only worked with a specific brand of flour that is no longer available. In this paper, the 'recipe' is the set of stock trading strategies that worked before 2005, the 'flour' is the market conditions of that era, and the 'cookies' are the profits. After 2005, the conditions changed, and the strategies no longer produce profits for large stocks.
For decades, investors and fund managers used academic research to pick stocks that beat the market. This paper shows that after 2005, those strategies stopped working for large, liquid stocks. After accounting for trading costs, the profits vanish entirely. That means relying on these published anomalies is no longer a viable investment strategy for most professional investors.
The abstract only examines anomalies from one database (Chen and Zimmermann, 2022) and does not test individual strategies. It focuses on US stocks and does not consider other markets or time periods beyond the data shown. It also does not account for potential changes in transaction costs or the possibility that some anomalies still work for micro-cap stocks.
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What Useful Alphas? — Andrew Y. Chen, Ivo Welch
Abstract licence: CC0
Explanation generated by Synthesis from the abstract — it is not the original paper. This is a preprint, so it hasn't necessarily been peer reviewed.