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We responded to the need for replication in psychotherapy research by extending a prior naturalistic study documenting the effectiveness of long‐term psychodynamic treatment. We employed three novel analytic strategies and evaluated their influence on substantive interpretations offered in the prior study. The sample consisted of clients (N = 387; Mage = 31.61; SD = 11.13; 58.9% female; 79.1% Caucasian/White)...