This is a huge win for our corporate brand customers. Why? As much as startups are incentivized to move fast; researchers are incentivized to be meticulous. While working with Guy Aridor, Lena Song and a team of talented economists last year, we found that our commercial data quality was 10x-ing every time they were in our inbox, thanks to row-level scrutiny into our data capture & aggregation processes. We've decided to formalize this natural exchange with Northwestern & other universities. This is world-class quality assurance. We'll be expanding these partnerships throughout the year.