Many quantitative firms have suffered substantial losses as a result of the COVID-19 selloff.

In this note, Prof. Alexander Lipton and Marcos Lopez de Prado highlight three lessons that quantitative researchers could learn from this episode.

The Standard and Poor's 500 index on February 19 reached an all-time close level at 3393.52. On March 24, 2020, when the