Personalizing treatment for late-life depression requires identifying and integrating information from multiple factors that influence treatment efficacy (moderators). We performed exploratory moderator analyses using data from a multi-site, randomized, placebo-controlled, double-blind trial of aripiprazole augmentation. Patients (n = 159) aged ≥60 years had major depressive disorder that failed to remit with venlafaxine monotherapy. We examined effect sizes of 39 potential moderators of aripiprazole (vs. placebo) augmentation efficacy using the outcome of percentage reduction in depressive symptom after 12 weeks. We then incorporated information from the individually relevant variables in combined moderators. A larger aripiprazole treatment effect was related to: white race, better physical function, better performance on Trail-Making, attention, immediate, and delayed memory tests, greater psychomotor agitation and suicidality symptoms, and a history of adequate antidepressant pharmacotherapy. A smaller aripiprazole treatment effect was observed in patients with: more pain and more work/activity impairment and libido symptoms. Combining information from race and Trail-Making test performance (base combined moderator (Mb*)) produced a larger effect size (Spearman effect size = 0.29 (95% confidence interval (CI): 0.15, 0.42)) than any individual moderator. Adding other individually relevant moderators in the full combined moderator (Mf*) further improved effect size (Spearman effect size = 0.39 (95% CI: 0.25, 0.52)) and identified a sub-group benefiting more from placebo plus continuation venlafaxine monotherapy than adjunctive aripiprazole. Combining moderators can help clinicians personalize depression treatment. We found the majority of our patients benefited from adjunctive aripiprazole, but a smaller subgroup that is identifiable using clinical measures appeared to benefit more from continuation venlafaxine plus placebo., Competing Interests: SFS, MLW, BSD, MAB, MAD, SJA, FEL have no conflicts of interest to declare. Dr. Lenze reports current grants from NIH (NIA, NCCIH, NIMH, OBSSR), grants from FDA, grants from McKnight Brain Research Foundation, grants from Taylor Family Institute for Innovative Psychiatric Research, grants from Barnes Jewish Foundation, grants from Takeda, grants from Lundbeck, and past grants from Roche, Sidney R. Baer Foundation, that did not influence the submitted work. Dr. Reynolds III, MD reports grants from National Institute of Health (NIH), grants from Center for Medicare and Medicaid Services (CMS), grants from Patient Centered Outcomes Research Institute (PCORI), grants from John A. Hartford Foundation, grants from American Foundation for Suicide Prevention, grants from Commonwealth of Pennsylvania, grants from Clinical and Translational Science Institute (CTSI), grants from National Palliative Care Research Center (NPCRC), during the conduct of the study; personal fees from American Association for Geriatric Psychiatry, personal fees from UPMC Endowment in Geriatric Psychiatry, an speakers honorarium from Medscape/WebMD did not influence the submitted work; in addition, Dr. Reynolds III, MD has a patent Psychometric analysis of the Pittsburgh Sleep Quality Index (PSQI) with royalties paid to Dr. Daniel Buysse. Bristol Meyers Squibb, Forrest Labs, Lily, Pfizer provide pharmaceutical supplies for NIH-sponsored work (these pharmaceutical companies play no role in the design, analysis, or reporting of my data in peer reviewed journals). Dr. Blumberger reports other from Tonika Magventure, grants from Canadian Institutes of Health Research, grants from National Institute of Health, other from Brain Research and Development Services, grants from Brain Canada, did not influence the submitted work. Dr. Mulsant reports grants from National Institute of Mental Health (NIMH, USA), non-financial support from Pfizer, non-financial support from Bristol-Myers-Squibb, during the conduct of the study; grants from Brain Canada, grants from Canadian Institutes of Health Research, grants from US National Institute of Health, grants from Centre for Addiction and Mental Health Foundation, non-financial support from Eli Lilly, non-financial support from General Electric, did not influence the submitted work. Dr. Karp reports receipt of medication supplies for investigator initiated studies from Pfizer and Invidior that did not influence the submitted work., (Copyright © 2016 Elsevier Ltd. All rights reserved.)