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Cognitive problems are common in people with Multiple Sclerosis (MS), and researchers and clinicians have used a vast array of measures to assess cognition. Our aim was to systematically identify cognitive measures routinely used in MS research, and outline their different uses. Previous recommendations of cognitive measures to use in MS have relied on expert consensus approaches. We believe this systematic review is a starting point for an evidence-based approach to recommend cognitive tests for use with people with MS. We systematically searched electronic databases using relevant search terms for studies that assessed cognitive functioning in MS (last search in February 2020). From 11,854 abstracts retrieved, based on title and abstract review, 2563 remained. Data were extracted from 1526 studies. Studies used 5665 measures of cognition, with 316,053 people with MS. Substitutional style tests, serial addition tests, and word list learning tests were the most commonly used individual tests, and the Brief Repeatable Battery of Neuropsychological Tests was the most commonly used battery. Some of the most frequently used measures were potentially inappropriate due to measuring irrelevant domains of cognition, and issues with sensitivity. Further research is needed to ascertain the psychometric properties, and acceptability of measures for people with MS.