This research was supported by a grant from the U.S. Social Security Administration (SSA) as part of the Retirement and Disability Research Consortium (RDRC). We are also grateful to the Robert Wood Johnson Foundation for financial support. The findings and conclusions are solely those of the authors and do not represent the views of SSA, any agency of the federal government, or the NBER Retirement and Disability Research Center.