We often trade the first day of the month, since we have done a considerable amount of research on the subject.
The table below shows the gains from trading $SPX on only the first day of the month. That is, it is theoretically bought at the close on trading on the last trading day of the previous month, and it is sold at the close of the first trading day of the new month.