Macro Recruiting Intensity from Micro Data

We merge QCEW and JOLTS microdata to study the recruiting intensity of firms in the cross section and over time. Vast establishment-level heterogeneity in vacancy filling rates is entirely explained by differences in gross hiring rates. Through the lens of standard theory, we aggregate firm-level decisions into an easily computable measure of aggregate recruiting intensity (ARI).