Research published by Yale Hirsch in the Stock Trader’s Almanac shows that the market year is broken into two six-month seasonality periods. The period from May 1 through October 31 is seasonally unfavorable, and the market most often finishes lower than it was at the beginning of the period. The period from November 1 through April 30 is seasonally favorable, and the market most often finishes the period higher.