This study developed and validated an improved statistical algorithm to accurately convert child overweight and obesity prevalence rates from one BMI reference (e.g., WHO) to another (e.g., IOTF, CDC). The revised algorithm, using paired overweight and obesity prevalence, explained 96.7% of the variance in prevalence across 2320 comparisons.