Thanks to Peter Blair, Jediphi Cabal, Michael Dinerstein, Paul Goldsmith-Pinkham, Peter Hull, Gregor Jarosch, Conrad Miller, Luigi Pistaferri, Evan Rose, Yotam Shem-Tov, Jason Sockin, and seminar and conference participants at the American Economic Association Annual Meetings, Atlanta Fed Employment Conference, Barcelona Summer Forum: Macroeconomics of Labor Markets, BFI Discrimination in the 21st Century Conference, Bilkent, Cambridge, the Celebration of Michigan Labor Economics, Central Bank of Chile, Columbia, Cowles Labor/Public Conference, Edinburgh, Koc, Minneapolis Fed OIGI, NBER SI: Labor Studies, NBER SI: Macro Perspectives, Princeton, Richmond Fed Conference, SoCCAM, SOFI, SOLE, St Louis Fed/WUSTL, UCL, U.S. Census Bureau and the West Coast Junior Labor Conference for helpful comments and conversations. Thanks to Lauren Harris, Tamar Matiashvili, Brendan Moore, Lucas Warwar, and Alex Wellman for research assistance. Thanks to the Alfred P. Sloan Foundation for support. This research uses data from the Census Bureau's Longitudinal Employer Household Dynamics Program, which was partially supported by the following National Science Foundation Grants SES-9978093, SES-0339191 and ITR-0427889; National Institute on Aging Grant AG018854; and grants from the Alfred P. Sloan Foundation. Any views expressed are those of the authors and not those of the U.S. Census Bureau. The Census Bureau has reviewed this data product to ensure appropriate access, use, and disclosure avoidance protection of the confidential source data used to produce this product. This research was performed at a Federal Statistical Research Data Center under FSRDC Project Number 2109. (CBDRB-FY23-P2109-R10441, CBDRB-FY23-P2109-R10679 and CBDRB-FY25-P2109-R12171). The views expressed herein are those of the author and do not necessarily reflect the views of the National Bureau of Economic Research.