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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...
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Lesson Plan
Curated OER

Determining the Existence of Gender Bias in Daily Tasks

For Teachers 3rd - 8th
Help your kids explore gender bias. Learners design and conduct a survey examining role responsibilities within families. They determine the percentage of responsibilities for males vs. females and graph the results. Then they analyze...
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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...
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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.
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Activity
101 Questions

Representative Sample

For Students 9th - 12th Standards
At what point does data switch from being an outlier to part of the average? Scholars view conflicting news articles about protesters. They must decide which, if any, side is using the correct sample to draw their conclusions. It's a...
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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 inferences...
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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 misleading...
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Performance
Radford University

PHamily PHeud: An Exploration in Surveys

For Teachers 9th - 12th Standards
Get to know the class much better. Scholars brainstorm a topic of interest and then design and conduct a class survey. Using the top responses, they create a game similar to Family Feud and take part in a class competition.
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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. 
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Worksheet
Curated OER

Recognizing Bias in Graphs

For Students 7th - 8th
In 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.
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Lesson Plan
Curated OER

Designing Samples/Simple Random Samples

For Teachers 9th - 12th
Students consider the advantages and disadvantages of various sampling techniques. They define a simple random sample and identify possible sources of bias in other types of samples. Answer Key included.
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Lesson Plan
Curated OER

Sampling Rocks

For Teachers K - 2nd
Young scholars collect and sort rocks based on visible characteristics.  In this statistics lesson, students determine adequate sample size and categorize rocks based on characteristics.  The book Everybody Needs a Rock is read to...
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Worksheet
Curated OER

Survey Bias

For Students 7th - 8th
In 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.
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Assessment
Los Angeles County Office of Education

Assessment For The California Mathematics Standards Grade 6

For Students 6th Standards
Test your scholars' knowledge of a multitude of concepts with an assessment aligned to the California math standards. Using the exam, class members show what they know about the four operations, positive and negative numbers, statistics...
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Lesson Plan
Statistics Education Web

Types of Average Sampling: "Household Words" to Dwell On

For Students 9th - 12th Standards
Show your classes how different means can represent the same data. Individuals collect household size data and calculate the mean. Pupils learn how handling of the data influences the value of the mean. 
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Lesson Plan
Curated OER

Designing Samples/Simple Random Samples

For Teachers 9th - 12th
Students explore the concept of sampling techniques. In this sampling techniques lesson, students identify possible sources of bias in situations such as phone polls, supermarket surveys, and drawing names from a phone book. Students...
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Worksheet
Curated OER

Graphing Data

For Students 7th
Seventh graders solve and graph 10 different problems that include various questions related to data on a graph. First, they create bar graphs to display the data given. Then, pupils determine the random sample of a population listing...
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Lesson Plan
Virginia Department of Education

Organizing Topic: Data Analysis

For Teachers 10th - 12th Standards
Learners engage in six activities to lead them through the process of conducting a thorough analysis of data. Pupils work with calculating standard deviations and z-scores, finding the area under a normal curve, and sampling techniques....
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Worksheet
Curated OER

Data Analysis and Bias

For Students 10th - 12th
In this probability and statistics worksheet, learners 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.   
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Lesson Plan
Curated OER

Galaxy Hunter - A Cosmic Photo Safari

For Teachers 10th - 12th
Space science stars journey through our night sky and take virtual photos of galaxies to investigate simple random samples. Higher math is used to analyze the data collected. Copy the evaluation/assessment questions onto a handout for...
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Worksheet
Curated OER

Bipolar Transistor Biasing Circuits

For Students Higher Ed
For this electronics worksheet, students analyze electrical circuits to answer 21 short answer and problem solving questions about bipolar transistors.
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Unit Plan
Radford University

The Science of Surveys

For Teachers 9th - 12th Standards
To drill or not to drill? An informative unit has scholars first research the advantages and disadvantages of oil drilling in Alaska. They set up and conduct a sample survey to assess attitudes toward oil drilling in a specific...
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Lesson Plan
Curated OER

Bias Sampling

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