In 377 HIV clinics in Malawi, statistical sampling is key to assessing the data quality on patient treatment cards.

Done right, sampling can be a powerful tool for catching errors. https://statmodeling.stat.columbia.edu/2026/02/24/survey-statistics-sampling-to-assess-data-quality/