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The second edition of An Introduction to Nonparametric Methods has been prepared after receiving feedback from instructors, learners and researchers who have been looking for learning resource that introduces nonparametric methods without regard on statistical and mathematical background. The resource has emphasis on problem formulation, solving and practical applications in the fields of Business, Engineering, Mathematics and Applied Sciences. Interest has gone specifically into developing practical and realistic examples that are practically inclined in diverse fields.