Evidence-based investing research
Value Investing Strategy (Strategy Overview)
Allocations for November 2026 (Final)
Cash TLT LQD SPY
Momentum Investing Strategy (Strategy Overview)
Allocations for November 2026 (Final)
1st ETF 2nd ETF 3rd ETF

In Search of Super-anomalies

Steve LeCompte | | Posted in: Big Ideas, Calendar Effects, Size Effect

Guide Calendar Effects Calendar studies

Key Insight

Ogden and Fitzpatrick find a common mispricing factor explains five stock anomalies, with seasonal effects peaking January-April and minimizing August-November (1974-2008; 60,301 firm-year observations).

Is there a common factor explaining multiple widely accepted stock return anomalies? In the March 2010 version of their paper entitled “Do Five Asset Pricing Anomalies Share a Common Mispricing Factor?Multifaceted Empirical Analyses of Failure Risk Proxies, External Financing, and Stock Returns” , Joseph Ogden and Julie Fitzpatrick investigate the ability of a single factor, involving operating profit and external financing, to explain five stock return  anomalies: (1) the failure-risk anomaly; (2) earnings momentum; (3) the external financing (stock buybacks/secondary offerings) anomaly; (4) the accruals anomaly; and, (5) the book-to-market anomaly.  Using monthly stock return and firm fundamentals data for a broad sample of U.S. stocks to form 205 portfolios over the period 1974-2008 (60,301 firm-year observations), they find that:

  • Evidence suggests that the size effect derives largely  from rational risk pricing, while  most of the above five anomalies derive largely from irrational mispricing.
  • Firm size and one mispricing factor common to all five of the above anomalies drive the variation in stock returns.
  • Evidence from market/size-adjusted hedge portfolios that are long/short extreme quintiles on mispricing-related factors indicates  strong seasonality, with an annually repeating maximum during January-April and minimum during August-November (see chart below). In other words, the anomalies work during January-April but not during August-November.
  • Stock price “hyping” in advance of stock issuance is a plausible explanation for the common  mispricing factor. Arbitrage costs may inhibit investors from correcting mispricing quickly.

The following chart, taken from the paper, shows average monthly market/size-adjusted returns for hedge portfolios formed on various mispricing-related factors over the 66 months after year-end portfolio formation during 1974-2006. Each series represents a different mispricing-related factor (such as book-to-market ratio). Results indicate an annual seasonality to mispricing, with anomalies working most effectively during January-April and not working during August-November. The authors guess that seasonality is related to correction of mispricings with releases of annual (10-K)  financial reports during January-April.

In summary, investors may be able to streamline the search for anomalous returns by focusing on two factors: (1) firm size, representing the rational risk of failure; and, (2) a seasonal factor related to operating profit and buybacks-secondaries, representing irrational mispricing.

Calendar Effects guide

More on calendar studies

  • Using AI to Discover Calendar-based Return Anomalies Premium Grok-identified turn-of-the-month window (last 3 to first 3 trading days; 38% of days) averaged 0.084% daily S&P 500 return vs 0.000% outside (Dec 1927–mid-Oct…
  • Alternative U.S. Stock Market Calendar Visualizations Free S&P 500 monthly returns show December and September as best and worst months respectively by reward-to-risk ratio, with January, April, July also favorable (Jan…
  • Aggregate Firm Events as a Stock Return Anomaly Free Aggregate firm event strategies generated gross monthly alphas of 0.27% to 1.12% (through Dec 2016; long-short equal-weighted; earnings/dividend announcements, ex-days, splits; 100% monthly turnover).
  • Short-term VIX Calendar Effects Free VIX exhibits a Monday close-to-close pop and OE-1 decline, but VXX futures data suggests limited exploitability (VIX 1990-2015, VXX 2009-2015; day-of-week and options expiration…
  • Interaction of Calendar Effects with Other Anomalies Free Most U.S. stock anomalies exhibit January effects (several switch sign) and first-month-of-quarter effects; 11 anomalies tested (Jan 1964–Dec 2013; gross returns, value-weighted portfolios).

All 183 articles in the Calendar Effects guide