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Mathematical statistics, pioneered by Karl Pearson, is the discipline that applies mathematical and statistical methods to solve real-world problems. It includes the development and application of statistical techniques for data collection, analysis, interpretation, and modeling, enabling researchers to draw meaningful conclusions from data and make informed decisions.