The BEA’s State Personal Income (SPI) and Local Area Personal Income (LPI) datasets contain primarily earnings data, but also include employment estimates.

Lightcast uses the SPI/LPI datasets primarily to provide earnings and employment estimates for various industries not covered in the QCEW Employees Class of Worker, most notably Military employment.