The time of year affects human activities and moods, both through natural variations in the environment and through artificial customs and laws. Do such calendar effects systematically and significantly influence investor/trader attention and mood, and thereby equity prices? These blog entries relate to calendar effects in the stock market.
November 5, 2024 - Calendar Effects, Gold
Do gold and gold mining stocks exhibit exploitable seasonality? Using monthly closes for spot gold and the S&P 500 Index since December 1974, PHLX Gold/Silver Sector (XAU) since December 1983, AMEX Gold Bugs Index (HUI) since June 1996 and SPDR Gold Shares (GLD) since November 2004, all through September 2024, we find that: Keep Reading
October 31, 2024 - Calendar Effects, Political Indicators
Do hopes and fears of U.S. election outcomes, and associated political machinations, alter the “normal” seasonal variation in monthly stock market returns? To check, we compare average returns and variabilities (standard deviations of returns) by calendar month for the S&P 500 Index during years with and without quadrennial U.S. presidential elections and biennial congressional elections. Using monthly S&P 500 Index closes over the period December 1927 through September 2024 (nearly 97 years), we find that: Keep Reading
September 25, 2024 - Bonds, Calendar Effects
The Trading Calendar looks at S&P 500 Index behaviors over the calendar year, finding some consistent patterns. Are there any comparable insights from movements of the U.S. Treasury 10-year constant maturity note (T-note) yield over the calendar year? To investigate, we track T-note yield and cumulative change in T-note yield by business day over all available calendar years, even (U.S. national election) years, odd years and presidential election years. Using daily T-note yield during January 1962 through early September 2024, we find that: Keep Reading
September 19, 2024 - Calendar Effects, Equity Premium
Do stock markets following predictable long boom and bust periods? In the August 2024 draft of their paper entitled “The Anatomy of Lost Stock Market Decades”, Todd Feldman and Brian Yang examine the regularity/frequency of bull periods (strong gains) and lost periods (no gains) of at least 10 years. They also test two metrics to identify when the S&P 500 Index is in a bull or lost period: (1) the ratio of the S&P 500 Index level to a dividend discount model (DDM) valuation of the index; and, (2) an exponential cumulative loss metric calibrated via a 20-year moving average (weighting recent losses more than older losses to sharpen regime shift detection). Using monthly stock market levels from Global Financial Data for the U.S., Canada, Japan, Australia, Germany and France and Robert Schiller’s data for the S&P Composite Index from the 1800s through 2023, they find that:
September 5, 2024 - Calendar Effects
Do exchange-traded funds (ETF) that track asset classes, such as those used in the Simple Asset Class ETF Momentum Strategy (SACEMS) and the Simple Asset Class ETF Value Strategy (SACEVS), exhibit reliable seasonalities? To check, we look at average return by calendar month for the following nine ETFs:
Using monthly dividend-adjusted returns for these ETFs over a common sample period during March 2006 (limited by DBC) through July 2024, we find that: Keep Reading
August 27, 2024 - Calendar Effects
Does the Labor Day holiday, marking the end of summer distractions, signal unusual return effects by refocusing U.S. stock investors on managing their portfolios? By its definition, this holiday brings with it any effects from the turn of the month. To investigate the possibility of short-term effects on stock market returns around Labor Day, we analyze the historical behavior of the stock market during the three trading days before and the three trading days after the holiday. Using daily closing levels of the S&P 500 Index for 1950 through 2023 (74 observations), we find that: Keep Reading
August 5, 2024 - Calendar Effects, Volatility Effects
Does the CBOE Volatility Index (VIX) exhibit exploitable seasonality? To investigate, we calculate by calendar month and compare average monthly:
Using monthly closes of VIX since January 1990, monthly split-adjusted closes for for VIXY since inception in January 2011 and monthly split-adjusted closes for SVXY since inception in October 2011, all through June 2024, we find that: Keep Reading
June 27, 2024 - Calendar Effects, Momentum Investing
Are there interactions between stock return momentum and days of the week? In their March 2024 paper entitled “Same-Weekday Momentum”, Zhi Da and Xiao Zhang investigate how momentum interacts with days of the week. They first perform regression tests to evaluate abilities of same-day and other-day past returns to predict day-of-the-week momentum. They then evaluate economic significance of findings by comparing three trading strategies:
Using daily data for publicly listed U.S. stocks, excluding those priced less than $5 and those in the bottom tenth of NYSE market capitalizations, during 1963 through 2021 and daily equity fund/institutional trading data as available, they find that: Keep Reading
June 24, 2024 - Calendar Effects
The middle of the year might be a time for funds to dress their windows and investors to review and revise portfolios. The 4th of July celebration might engender optimism among U.S. investors. Are there any reliable patterns in daily U.S. stock market returns around mid-year and the 4th of July? To check, we analyze historical behavior of the S&P 500 Index from five trading days before through trading days after both the end of June and the 4th of July. Using daily closing levels of the index for 1950-2023, we find that: Keep Reading
June 17, 2024 - Calendar Effects
Does the U.S. stock market have a predictable pattern of returns around ends of calendar quarters? Do funds deploy cash to bid stocks up at quarter ends to boost portfolio values in quarterly reports (with subsequent reversals)? Or, do they sell stocks to raise cash for fund redemptions? Is any end-of-quarter effect distinct from the Turn-of-the-Month (TOTM) effect? To investigate, we calculate average daily stock market (S&P 500 Index) returns before and after ends of calendar quarters and compare those returns to TOTM returns. Using daily closes of the S&P 500 Index during January 1928 through May 2024, we find that: Keep Reading