# Examples

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Radioactive Decay and Geochronology part of Quantitative Skills:Activity Collection
Students create a STELLA model of the radioactive decay process.

Virtual Photoelectric Lab part of Examples
This is a virtual lab activity on the photoelectric effect based on a Java applet simulation of the experiment.

Subject: Physics:Modern Physics

Reese's Pieces Activity: Sampling from a Population part of Examples
This activity uses simulation to help students understand sampling variability and reason about whether a particular samples result is unusual, given a particular hypothesis. By using first candies, then a web applet, and varying sample size, students learn that larger samples give more stable and better estimates of a population parameter and develop an appreciation for factors affecting sampling variability.

Subject: Mathematics:Statistics:Data Presentation, Data Collection, Statistical Inference and Techniques:Estimation Principles:Sample Size Determination, Mathematics:Statistics:Statistical Inference and Techniques, Mathematics, Statistics, Statistics:Data Collection:Sampling and Survey Issues, Mathematics:Statistics:Statistical Inference and Techniques:Estimation Principles

Simulating Size and Power Using a 10-Sided Die part of Examples
This group activity illustrates the concepts of size and power of a test through simulation. Students simulate binomial data by repeatedly rolling a ten-sided die, and they use their simulated data to estimate the size of a binomial test.

Subject: Mathematics:Statistics:Statistical Inference and Techniques, Mathematics:Statistics, Statistics:Data Collection, Mathematics

Simulating the Effect of Sample Size on the Sampling Distribution of the Mean part of Examples
A java applet that simulates the sampling distribution of the mean. It allows students to explore the effect of sample size.

Subject: Mathematics:Statistics:Data Collection, Statistical Inference and Techniques:Sampling Distributions, Mathematics:Statistics, Mathematics, Statistics:Data Collection:Sampling and Survey Issues, Mathematics:Statistics:Statistical Inference and Techniques

Simulating a P-value for Testing a Correlation with Fathom part of Examples
This activity has students use Fathom to test the correlation between attendance and ballpark capacity of major league baseball teams by taking a sample of actual data and scrambling one of the variables to see how the correlation behaves when the variables are not related. After displaying the distribution of correlations for many simulated samples, students find an approximate p-value based on the number of simulations that exceed the actual correlation.

Subject: Mathematics:Statistics:Statistical Inference and Techniques:Significance Testing Principles, Significance Testing Principles:P-value, Mathematics:Statistics:Data Presentation, Statistical Inference and Techniques, Probability:Multivariate Distributions, Mathematics, Statistics, Statistics:Probability, Data Presentation:Multivariate Quantitative Relationships, Mathematics:Statistics:Probability:Multivariate Distributions:Expectations:Correlation, Mathematics:Statistics:Data Presentation:Multivariate Quantitative Relationships:Correlation

Coke vs. Pepsi Taste Test: Experiments and Inference about Cause part of Examples
The Coke vs. Pepsi Taste Test Challenge has students design and carry out an experiment to determine whether or not students are able to correctly identify two brands of cola in a blind taste test. In the first ...

Subject: Mathematics:Statistics:Statistical Inference and Techniques, Mathematics, Statistics:Data Collection, Mathematics:Statistics

Influence of Outliers on Correlation part of Examples
In this visualization activity, students will observe their instructor create a scatterplot and observe how the correlation coefficient changes when outlier points are added. Students are then given a follow up assignment which guides them through the applet. In addition, the assignment provides insight about outliers and their effect on correlation.

Subject: Mathematics:Statistics:Data Collection:Data Management and Organization, Mathematics:Statistics:Data Collection, Mathematics, Statistics:Data Collection:Data Management and Organization:Outliers, Mathematics:Statistics

Using an Applet to Demonstrate Confidence Intervals part of Examples
Students will utilize an applet to further expand their knowledge of confidence intervals.

Subject: Mathematics:Statistics:Statistical Inference and Techniques:Estimation Principles, Mathematics:Statistics:Statistical Inference and Techniques, Mathematics, Statistics:Statistical Inference and Techniques:Estimation Principles:Interpretation of Confidence Levels, Mathematics:Statistics

Tax Game part of Pedagogy in Action:Library:Teaching with Simulations:Examples
The link between a set of taxes and income distribution is an important, but difficult, concept taught in economics principles courses. The Tax Game simulation requires a student to set tax rates for an income tax, a property tax, a wealth tax, a payroll tax, a corporate income tax, a sales tax,and an excise tax. The student can choose any rates he or she wishes, but must achieve a given revenue target.

Subject: Economics