Lesson Plan
Curated OER

Sampling Bias And the California Recall

For Teachers 9th - 11th
Using a 2002 California Gray David recall vote as an example, young statisticians  identify sources of bias in samples and find ways of reducing and eliminating sampling bias. They consider ways to select random samples from a...
Activity
Regents Prep

Activity to Show Sample Population and Bias

For Teachers 7th - 9th Standards
There is bias in many aspects of our lives, and math is no exception! Learners explore provided data to understand the meaning of biased and random samples. The resource includes various data sets from the same population, and...
Worksheet
Curated OER

Data Analysis and Bias

For Students 10th - 12th
In this probability and statistics worksheet, students determine when a collected data or a graph of the data could be biased.  The one page worksheet contains four multiple choice questions.  Answers are included.   
Lesson Plan
Curated OER

Bias Sampling

For Teachers 3rd - 5th
Students demonstrate how the results of a poll or other scientific study can be biased by selecting special types of people to respond or by asking only certain questions.
Lesson Plan
Curated OER

Bias Sampling

For Teachers 3rd - 5th
Students explore statistics by conducting a scientific study. In this data analysis lesson, students conduct a class poll about popular foods of their classmates. Students complete a worksheet and discuss how bias opinions affect the...
Lesson Plan
Willow Tree

Data Sampling

For Students 9th - 12th Standards
Some say that you can make statistics say whatever you want. It is important for learners to recognize these biases. Pupils learn about sample bias and the different types of samples.
Lesson Plan
American Statistical Association

Chocolicious

For Students 9th - 12th Standards
To understand how biased data is misleading, learners analyze survey data and graphical representations. They use that information to design their own plans to collect information on consumer thoughts about Chocolicious cereal. 
Worksheet
Curated OER

Survey Bias

For Students 7th - 8th
For this survey bias worksheet, students solve and complete 2 different types of problems regarding a survey. First, they identify various sources of bias. Then, students describe how to minimize bias in assessing statistical surveys.
Lesson Plan
Curated OER

Exploring Gender Bias in the Workplace

For Teachers 9th - 12th
Students investigate gender bias in the work place.  In this secondary mathematics lesson, students gather research on the current statistics about a profession which focuses on the female//male ratios and the pay scale of the...
Lesson Plan
Curated OER

No Bias Allowed

For Teachers 7th - 9th
Students differentiate graphical representations looking for the bias. They use a systematic process in order to solve problems. Students explain how a problem is solved and the steps involved. Even deeper than this is giving the...
Worksheet
Curated OER

Categorizing Data and Bias

For Students 9th
In this categorizing data and bias worksheet, 9th graders solve 10 different problems that include various types of qualitative or quantitative data. First, they determine if the problem stated is univariate or bivariate data. Then,...
Instructional Video22:30
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Flipped Math

Sampling Methods

For Students 9th - 12th Standards
Pupils watch a video to learn about different types of sample design and how to use technology to create a random sample. They discover different types of bias that may happen due to the sampling design or the questions. Learners use...
Worksheet
Curated OER

Analyzing Data and Finding Bias

For Students 8th - 10th
In this algebra worksheet, students identify bias as they analyze data. They solve word problems about sampling and surveys. There are 2 questions with an answer key.
Lesson Plan
Curated OER

Using Random Sampling to Draw Inferences

For Teachers 7th Standards
Emerging statisticians develop the ability to make inferences from sample data while also working on proportional relationships in general. Here, young learners examine samples for bias, and then use random samples to make...
Unit Plan
Radford University

SAT and ACT – How Equitable Are They?

For Teachers 9th - 12th Standards
Test the test takers' knowledge of statistics about data from the SAT and ACT tests. Future collegians explore the idea of gender and racial bias in high-stakes college admissions exams. They analyze historical data on average scores by...
Lesson Plan
American Statistical Association

How Long Are the Words in the Gettysburg Address?

For Teachers 6th - Higher Ed Standards
It's 268 words, but one only needs to consider 10 of them at a time. A data collection and analysis activity has learners investigate the lengths of words in the Gettysburg Address. They first self-select a sample of 10 words and...
Lesson Plan
EngageNY

Evaluating Reports Based on Data from a Sample

For Students 10th - 12th Standards
Statistics can be manipulated to say what you want them to say. Teach your classes to be wise consumers and sort through the bias in those reports. Young statisticians study different statistical reports and analyze them for...
Lesson Plan
Curated OER

Statistical Analysis of Data by Gender

For Teachers 9th - Higher Ed
Students examine and identify gender bias, stereotyping, and discrimination in school materials, activities, and classroom instruction. They apply descriptive statistics knowledge to real-world data.
Worksheet
Curated OER

Recognizing Bias in Graphs

For Students 7th - 8th
For this bias in graphs worksheet, students examine graphs and explain the data. They determine why the graph is or is not biased. This four-page worksheet contains approximately 6 problems. Explanations and examples are provided.
Worksheet
Curated OER

Data collection and analysis

For Students 9th - 12th
For this probability and statistics worksheet, students determine when a survey or collected data could be biased.  The one page worksheet contains a combination of three multiple choice and free response questions.  Answers...
Lesson Plan
Curated OER

Woman Power!!! Mathematics Camp

For Teachers 5th - 12th
Learners explore mathematics by researching stereotypes. In this gender bias lesson, students participate in discussions where they identify traditional careers according to their own gender. Female learners attend summer camp and...
Worksheet
Curated OER

Bipolar Transistor Biasing Circuits

For Students Higher Ed
In this electronics worksheet, students analyze electrical circuits to answer 21 short answer and problem solving questions about bipolar transistors.
Worksheet
Curated OER

Data Handling

For Students 8th - 10th
In this data handling worksheet, students determine biased and unbiased questions to surveys. They explore methods of data collection and design a data collection sheet. This two-page worksheet contains 3 multi-step problems.
Lesson Plan
Curated OER

A Picture's Worth a Thousand Words

For Teachers 9th - 12th
High schoolers analyze the numbers of male vs female administrators and teachers from their school. In this gender equality lesson plan, students use school yearbooks from the 1950's threw present to count how many male vs. female...

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