Nonparametric Hypothesis Tests Tutoring – Learn from PhD Expert | Starting $15/Hour

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    Non-Parametric Statistics Tutoring – Master Distribution-Free Tests

    Learn all major non-parametric methods for when your data doesn’t meet parametric assumptions

    Non-Parametric Test Topics

    • Parametric vs Non-Parametric: When to Choose
    • Mann-Whitney U Test (Wilcoxon Rank-Sum)
    • Wilcoxon Signed-Rank Test (Paired Data)
    • Kruskal-Wallis H Test (Multiple Groups)
    • Friedman Test (Repeated Measures)
    • Chi-Square Tests for Categorical Data
    • Spearman & Kendall Correlation
    • Sign Test & Median Test
    • Kolmogorov-Smirnov & Shapiro-Wilk Tests
    • McNemar’s Test & Cochran’s Q Test

    Software & Practical Skills

    • Testing Assumptions Before Choosing a Test
    • Effect Size for Non-Parametric Tests
    • Non-Parametric Tests in SPSS
    • R Functions (wilcox.test, kruskal.test)
    • Python (scipy.stats Non-Parametric Module)
    • Interpreting Rank-Based Test Output
    • Comparing Results with Parametric Alternatives
    • Reporting Non-Parametric Results (APA)
    • Post-Hoc Tests for Kruskal-Wallis & Friedman
    • Real-World Non-Parametric Practice Problems

    What You’ll Achieve with Non-Parametric Tutoring

    Know When to Go Non-Parametric

    Confidently decide when parametric assumptions are violated and non-parametric alternatives are needed.

    Select the Right Test

    Match the correct non-parametric test to your research design – independent groups, paired, or multiple comparisons.

    Calculate by Hand & Software

    Understand how rank-based tests work mathematically and run them efficiently in SPSS, R, or Python.

    Interpret Outputs Correctly

    Read and understand non-parametric test statistics, p-values, and effect sizes with confidence.

    Report Results Professionally

    Present non-parametric findings following academic reporting standards with proper notation and effect sizes.

    Excel in Coursework & Research

    Build complete non-parametric skills needed for statistics courses, research projects, and dissertations.

    Non-Parametric Methods Made Clear

    Non-parametric tests are essential when your data is skewed, has outliers, contains ordinal measurements, or simply doesn’t meet the assumptions required by parametric tests. Yet many students find these methods confusing because they seem like an afterthought in most textbooks. Our tutoring gives non-parametric methods the attention they deserve – explaining the logic of rank-based tests, when each one applies, and how to implement and report them properly. Perfect for researchers working with small samples, psychology and social science students, and anyone whose data doesn’t fit neatly into parametric frameworks.

    All major tests covered
    Assumption violation guidance
    Software of your choice
    Research project support