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Math Assessment Activity: A Borderline Case

Nearest-neighbor investigation in which students draw a border between two regions from just two reference points, then refine it with perpendicular bisector constructions as more points are added.
Grades
Grades 8–12, Middle School, High School
File type
PDF
Preparation
Print ready

Updated Oct 26, 2026

Topic
in-class activity, math assessment
Resource types
Teacher Tools, Assessments
Preparation
Print ready

About this resource

What's inside this resource

This is a math assessment activity titled A Borderline Case inspired by Pedro Domingos. It is a timed 40-minute assessment with 6 different detailed tasks for students to complete.

In the classroom

Teaching tips & learning objectives

Learning objectives

  • Construct perpendicular bisectors between pairs of points
  • Explain how the nearest-neighbor rule divides a plane into regions

Skills covered

  • Geometric construction — refining a border with perpendicular bisectors as reference points are added
  • Conjecturing — sketching a first border before any construction

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Resource details

Concepts & topics

Core concepts

  • Perpendicular bisector
  • Nearest-neighbor algorithm
  • Machine learning
  • Classification

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