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Pediatric obesity is a serious global health challenge. In East Asia, rapid socioeconomic changes have increased obesity rates. This study examines weight distribution and obesity trends in East Asian children using WHO criteria. Data from the Non-Communicable Disease Risk Factor Collaboration was used to analyze weight categories (thinness, normal weight, overweight, and obesity) among children aged 5 to 19 in China, Japan, South Korea, and Taiwan. Data were collected through probabilistic sampling and national surveys and classified using WHO BMI standards. Age standardized prevalence rate enabled cross-country comparisons for boys and girls from 2010 to 2022. Statistical methods included arithmetic statistics, linear regression, and time series analysis using the ARIMA model, with SAS 9.4 and SPSS for analysis. Significant trends were found (p for trend < 0.05). Taiwan and South Korea showed increased thinness, while China and Japan showed decreases. Normal weight prevalence declined, notably among South Korean boys. Overweight and obesity rates rose, especially among South Korean boys and Chinese girls. Japan's rates remained stable, while Taiwan showed minor fluctuations. Boys had higher overweight and obesity rates than girls in all countries. The highest rates were among children aged 10 to 11 years. East Asia, particularly South Korea and China, has seen rising obesity rates. Increasing thinness in South Korea and Taiwan also requires attention. The decline in healthy-weight children is concerning. Interventions should target children before ages 10 to 11. Urgent, tailored public health interventions are needed., Competing Interests: The authors have declared that no competing interests exist., (Copyright: © 2024 Hong et al. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.)