A few comments on the Seasonal Pattern for House Prices

Two key points:
1) There is a clear seasonal pattern for house prices.
2) The surge in distressed sales during the housing bust distorted the seasonal pattern.  This was because distressed sales (at lower price points) happened at a steady rate all year, while regular sales followed the normal seasonal pattern.  This made for larger swings in the seasonal factor during the housing bust.

Click on graph for larger image.

This graph shows the month-to-month change in the NSA Case-Shiller National index since 1987 (through October 2023). The seasonal pattern was smaller back in the '90s and early '00s and increased once the bubble burst.

The seasonal swings declined following the bust, however the more recent price surge changed the month-over-month pattern.

The second graph shows the seasonal factors for the Case-Shiller National index since 1987. The factors started to change near the peak of the bubble, and really increased during the bust since normal sales followed the regular seasonal pattern - and distressed sales happened all year.   

The swings in the seasonal factors were decreasing following the bust but have increased again recently - this time without a surge in distressed sales.