Our study evaluates whether aggregate earnings growth can help macro forecasters predict GDP growth based on accounting earnings data that are publicly available in real time. Accordingly, we restrict our sample of firm-quarter observations to those with accounting earnings releases that were available to SPF panelists in real time when forming their expectations about future GDP growth.