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Background: One year after elective hip or knee total joint arthroplasty (TJA), >30% of older adults meet criteria for postoperative neurocognitive disorder. However, this is not contextualized with long‐term cognitive outcomes in comparable surgical and nonsurgical controls. We analyzed population‐based data to compare long‐term cognitive outcomes in older adults after TJA, other surgeries, and with and without arthritis pain. Methods: This was a retrospective observational analysis of United States older adults in the Health and Retirement Study (HRS) who underwent elective TJA, or elective surgery without expected functional benefits (e.g., cholecystectomy; inguinal herniorrhaphy), between 1998 and 2018 at aged 65 or older. TJA recipients were also age‐ and sex‐matched to nonsurgical controls who reported moderate–severe arthritic pain or denied pain, so that comparison groups included surgical and nonsurgical (pain‐suffering and pain‐free) controls. We modeled biennially‐assessed memory performance, a measure of direct and proxy cognitive assessments, before and after surgery, normalized to the rate of memory decline ("cognitive aging") in controls to express effect size estimates as excess, or fewer, months of memory decline. We used linear mixed effects models adjusted for preoperative health and demographic factors, including frailty, flexibly capturing time before/after surgery (knots at −4, 0, 8 years; discontinuity at surgery). Results: There were 1947 TJA recipients (average age 74; 63% women; 1358 knee, 589 hip) and 1631 surgical controls (average age 76; 38% women). Memory decline 3 years after TJA was similar to surgical controls (5.2 [95% confidence interval, CI −1.2 to 11.5] months less memory decline in the TJA group, p = 0.11) and nonsurgical controls. At 5 years, TJA recipients experienced 5.0 [95% CI −0.9 to 10.9] months less memory decline than arthritic pain nonsurgical controls. Conclusion: There is no systematic accelerated memory decline at 3 years after TJA compared with surgical or nonsurgical controls. See related editorial by Tammy Hshieh and article by Reich et al. in this issue. [ABSTRACT FROM AUTHOR]