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You are here: Home / 9-12+ / On the Pedagogy of Randomness: Effectively Teaching How Random Is Relative in High School

On the Pedagogy of Randomness: Effectively Teaching How Random Is Relative in High School

September 25, 2025

By Mark Louie Ramos, The Pennsylvania State University

The idea that randomness is relative to the observer is a critical concept in statistical estimation and inference, but it is not typically discussed in K-12 statistics classes, nor in basic undergraduate statistics courses for nonstatistics majors. It is argued that prominently including this concept in statistical education pedagogy is important to support practical comprehension on why and how statistical tools work. Examples in the form of classroom dialogues and visual aids are provided to illustrate how statistics teachers can implement this easily in their classrooms.

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Statistics Teacher (ST) is an online journal published by the American Statistical Association (ASA) – National Council of Teachers of Mathematics (NCTM) Joint Committee on Curriculum in Statistics and Probability for Grades K-12. ST supports the teaching and learning of statistics through education articles, lesson plans, announcements, professional development opportunities, technology, assessment, and classroom resources. Authors should use this form to submit articles or lesson plans.

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