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Using the HRS, we identify four persistent health groups, depending on individual's physical and mental disabilities. Our classification outperforms existing health measures at explaining entry in nursing homes, home health care, out\u2010of\u2010pocket medical expenses, and mortality for individuals in the HRS, ELSA, and SHARE. 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