A lot, actually. This chart (h/t Brad DeLong & Matt Yglasias) makes this clear.
You can see that the depression-era policies of FDR drove up the demand for labor thereby injecting much-needed liquidity into the economy. In fact, it drove up demand by nearly 40%. The sloppy, ideologically-driven "research" by Cole/Ohanian is disproven yet again.