The World Health Organization (WHO) growth standards provide the most recognized and widely accepted way of assessing child growth. To ensure its applicability, accuracy, and reliability, studies have validated WHO growth standards against local populations and other internationally recognized growth references. We reviewed outcomes of evaluations done on WHO growth standards and assess the appropriateness of using these growth standards on a global level. We undertook a systematic quantitative review of studies published from 2011 to 2020 from multiple databases. Studies were included if they considered children aged 59 months and below and reported on validation of growth standards. There was an agreement in studies that validated WHO growth standards against international growth references of its superiority in identifying stunted, overweight, and obese children. However, they were less likely to identify underweight children. None of the studies reviewed reported similar growth trajectories to WHO standards in all indicators considered. Regional differences in child growth were observed in comparison to WHO growth standards. Adoption of regional-specific standards increases the sensitivity of identifying children with adverse nutrition outcomes.