Seasonality for SPY
Heatmaps & annual profiles to quickly understand historical tendencies.
Annual Cumulative Returns
Seasonality Heatmap
Summary Statistics
Understanding Seasonality
What is Seasonality?
Seasonality is the study of recurring patterns and tendencies in asset prices that occur at specific times of the year, month, or week. While not a guarantee of future performance, analyzing these historical trends can provide a statistical edge and valuable context for current market behavior.
How to Interpret the Charts
- Heatmaps: These show the average historical return for a given period (e.g., each month of the year). Green indicates a historically positive average return, while red indicates a negative one. The intensity of the color reflects the magnitude of the average move.
- Summary Statistics: This table provides key metrics like the "Win Rate" (P(+)), which is the percentage of time that period was profitable historically, and the average gain or loss.
- Annual Returns: This chart overlays the cumulative return for each year, allowing you to see how the current year is tracking against historical paths and identify outlier years.
Practical Applications
- Identify periods that have historically offered a bullish or bearish edge for an asset.
- Time entries or exits to better align with historical tailwinds or headwinds.
- Develop context for whether current price action is "normal" or anomalous for the time of year.