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Performing repeated statistical comparisons on data can result in false-positive findings. Jing Cao, PhD, associate professor of statistics at Southern Methodist University, explains problems that can arise from multiple testing procedures and how to avoid making false conclusions. Related Article: Multiple Comparison Procedures