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Uncertainty in repeated measurements homework

20 viewsAdded 2026-07-02Updated 2026-07-02v3: This is the latest version.

Overview

Summary

Students learn about uncertainty in repeated measurements through simple Colab programming.

Description

This homework assignment introduces students to ideas about uncertainty from repeated measurements. The tutorial leverages worked-examples to introduce students to how to calculate the mean, standard deviation, and standard uncertainty in the mean and explores how these and the associated distributions change as more or less data are collected. Students respond to questions in Markdown and run (and edit) Python Code Cells to view distributions and calculate quantities.

Student Learning Objectives

Students should be able to:
  • Relate the quantities of means, standard deviations, and standard uncertainty in the mean to characteristics of a distribution of repeated measurements.
  • Describe why/how standard deviation is used to represent the uncertainty in a single measurement from a set of repeated trials.
  • Describe why/how standard uncertainty in the mean is used to represent the uncertainty in the mean of a set of repeated trials.
  • Describe whether and how these quantities change when more data are collected.
  • Analyze data computationally including Python.

Lab Profile

Experimentation Goals

These experimentation goals are most strongly represented in the explicit learning goals described above:

Quantify UncertaintyVisualize Data

Student Decision Making

In this lab, students have the opportunity to:

None

Discovery

Determine results previously known to:

No One

Instructor Guide

Duration

30 minutes

Equipment Required

No Equipment Needed

Implementation Tips

This works as a brief homework assignment or a pre-cursor to a lab activity. It is written in the context of a pendulum activity.

How This Fits in Your Course

This is a great first homework for a course to get students thinking big picture about sources of uncertainty through repeated measurements and getting students started with quantifying that uncertainty. 

Files & Links (2)

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📄

Tutorial 1_ Uncertainty

HomeworkPre-lab Assignment23 KB

Colab-based Homework tutorial about uncertainty through repeated measurements

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📄

Tutorial 1_ Uncertainty - Colab.pdf

Pre-lab AssignmentHomework368 KB

PDF of Colab-based Homework tutorial about uncertainty through repeated measurements

Download

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Authors

NH

Natasha Holmes

LB

Lauren Bauman

AM

Adrian Madsen

Physics Topics

Classical Mechanics

Course Level

Introductory

Student Population

Physics MajorsEngineering Majors

License

CC BY-NC-SA

Attribution, Non-Commercial, Share Alike. Others can share and adapt for non-commercial purposes, must attribute and share with the same license.

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