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Many healthy marriage and responsible fatherhood (HMRF) programs serve paired partners simultaneously, such as couples seeking to improve their relationship or coparents raising a child together. This brief describes challenges that evaluators face in correctly analyzing data from paired partners and offers some strategies researchers can consider for addressing them.