Quantitude

S7E03 Nonparametric Procedures

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Sep 23, 2025
Explore the fascinating world of non-parametric statistical tests with insightful discussions on their strengths and applications. From science fairs to spaghetti bridges, the hosts weave in humor and anecdotes. Discover the practical uses of Mann–Whitney, Kruskal-Wallis, and Spearman rank correlation. Plus, enjoy quirky tangents like jazz hamsters and the Bernoulli Principle. Delve into why these methods are often overlooked and get a sneak peek into the power of bootstrapping!
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ANECDOTE

Science Fair Judging Chaos

  • Greg judged school science fairs and encountered projects like Jazz Hamster and questionable parental involvement.
  • He tried to improve scoring by switching from raw ratings to rank ordering to force discrimination among projects.
ANECDOTE

Ranking Fixed Parental Bias

  • Parents graded projects wildly, some giving every child a perfect score while others overly nitpicked.
  • Greg proposed ranking projects instead of averaging inconsistent ratings and the group agreed.
INSIGHT

When Parametric Assumptions Fail

  • Parametric methods rely on assumptions about scale and distribution that may not hold.
  • Nonparametric procedures provide alternatives when those assumptions are inappropriate.
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