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State Population Projections
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In this lesson plan students create graphs and analyze data based on the data provided by the United States Census Bureau. Students choose five states to focus on and create a bar graph for each, then students compare the data represented in the graphs and answer questions about the data. The lesson includes student activity sheet, the link to the U.S. Census Bureau is no longer active, please follow this link instead: http://www.census.gov/population/projections/files/stateproj/stpjpop.txt

Subject:
Mathematics
Material Type:
Interactive
Lesson Plan
Provider:
National Council of Teachers of Mathematics
Provider Set:
Illuminations
Author:
Carol Midgett
Grace M. Burton
Date Added:
11/05/2008
Statistical Analysis of Flexible Circuits
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Educational Use
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Students are introduced to the technology of flexible circuits, some applications and the photolithography fabrication process. They are challenged to determine if the fabrication process results in a change in the circuit dimensions since, as circuits get smaller and smaller (nano-circuits), this could become very problematic. The lesson prepares students to conduct the associated activity in which they perform statistical analysis (using Excel® and GeoGebra) to determine if the circuit dimension sizes before and after fabrication are in fact statistically different. A PowerPoint® presentation and post-quiz are provided. This lesson and its associated activity are suitable for use during the last six weeks of the AP Statistics course; see the topics and timing note for details.

Subject:
Mathematics
Statistics and Probability
Material Type:
Lesson
Provider:
TeachEngineering
Provider Set:
TeachEngineering
Author:
Miguel R. Ramirez, Cunjiang Yu, Minwei Xu, Song Chen
National Science Foundation GK-12 and Research Experience for Teachers (RET) Programs, University of Houston
Date Added:
10/13/2017
Statistical Analysis of Methods to Repair Cracked Steel
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Educational Use
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Students apply pre-requisite statistics knowledge and concepts learned in an associated lesson to a real-world state-of-the-art research problem that asks them to quantitatively analyze the effectiveness of different cracked steel repair methods. As if they are civil engineers, students statistically analyze and compare 12 sets of experimental data from seven research centers around the world using measurements of central tendency, five-number summaries, box-and-whisker plots and bar graphs. The data consists of the results from carbon-fiber-reinforced polymer patched and unpatched cracked steel specimens tested under the same stress conditions. Based on their findings, students determine the most effective cracked steel repair method, create a report, and present their results, conclusions and recommended methods to the class as if they were presenting to the mayor and city council. This activity and its associated lesson are suitable for use during the last six weeks of the AP Statistics course; see the topics and timing note for details.

Subject:
Career and Technical Education
Mathematics
Statistics and Probability
Material Type:
Activity/Lab
Provider:
TeachEngineering
Provider Set:
TeachEngineering
Author:
Botong Zheng, mentor, Environmental and Civil Engineering. University of Houston
Miguel R. Ramirez, author, Mathematics Department. Galena Park High School
Mina Dawood, mentor, Environmental and Civil Engineering. University of Houston
National Science Foundation GK-12 and Research Experience for Teachers (RET) Programs, University of Houston
Date Added:
10/13/2017
Statistical Thinking and Data Analysis, Fall 2011
Conditional Remix & Share Permitted
CC BY-NC-SA
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This course is an introduction to statistical data analysis. Topics are chosen from applied probability, sampling, estimation, hypothesis testing, linear regression, analysis of variance, categorical data analysis, and nonparametric statistics.

Subject:
Mathematics
Statistics and Probability
Material Type:
Full Course
Provider:
M.I.T.
Provider Set:
M.I.T. OpenCourseWare
Author:
Allison Chang
Cynthia Rudin
Dimitrios Bisias
Date Added:
01/01/2011
Stem and Leaf Plotter
Restricted Use
Copyright Restricted
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This activity displays a stem and leaf plot representing data either entered by the user or generated by the computer. The user can use the applet as a tool that creates a stem and leaf plot from data the user inputs, or to practice calculating the mean, median, and mode of a given data set.

Subject:
Mathematics
Material Type:
Activity/Lab
Diagram/Illustration
Formative Assessment
Interactive
Learning Task
Lesson Plan
Simulation
Provider:
Shodor
Date Added:
11/30/2016
Strategic Marketing Measurement, Fall 2002
Conditional Remix & Share Permitted
CC BY-NC-SA
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A project subject that teaches students how to create, carry out, interpret, and analyze a market research questionnaire. Emphasis on discovering market structure and segmentation, but students can pursue other project applications. Includes a user-oriented treatment of multivariate analysis (factor analysis, multidimensional scaling, conjoint and cluster analysis).

Subject:
Business and Information Technology
Career and Technical Education
Marketing, Management and Entrepreneurship
Material Type:
Full Course
Provider:
M.I.T.
Provider Set:
M.I.T. OpenCourseWare
Author:
Prelec, Drazen
Date Added:
01/01/2002
There is a Difference: Histograms vs. Bar Graphs
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In this statistics lesson plan, students gather information using the Internet about party affiliation and age at time of inauguration of current and past Presidents in order to construct a bar graph and a histogram. Once all of the data is collected students work together to complete the appropriate data displays and compare and contrast their findings. The lesson plan includes questions for reflection and discussion, student activity sheet, answer key, and an assessment option activity sheet and answer key.

Subject:
Mathematics
Material Type:
Interactive
Lesson Plan
Provider:
National Council of Teachers of Mathematics
Provider Set:
Illuminations
Author:
Carol A. Marinas
Date Added:
11/05/2009
Tree Talk
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In this math meets life science lesson, learners measure the circumference of local trees in order to calculate diameters. Learners use this information and a growth rate table to estimate the age of the trees. This lesson guide includes questions for learners, assessment options, extensions, and reflection questions.

Subject:
Geometry
Mathematics
Material Type:
Interactive
Lesson Plan
Provider:
National Council of Teachers of Mathematics
Provider Set:
Illuminations
Author:
NCTM Illuminations
S. Rosen
Thinkfinity/Verizon Foundation
Date Added:
11/09/2010
Understanding the Air through Data Analysis
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Educational Use
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Students build on their existing air quality knowledge and a description of a data set to each develop a hypothesis around how and why air pollutants vary on a daily and seasonal basis. Then they are guided by a worksheet through an Excel-based analysis of the data. This includes entering formulas to calculate statistics and creating plots of the data. As students complete each phase of the analysis, reflection questions guide their understanding of what new information the analysis reveals. At activity end, students evaluate their original hypotheses and “put all of the pieces together.” The activity includes one carbon dioxide worksheet/data set and one ozone worksheet/data set; providing students and/or instructors with a content option. The activity also serves as a good standalone introduction to using Excel.

Subject:
Atmospheric Science
Earth and Space Science
Material Type:
Activity/Lab
Provider:
TeachEngineering
Provider Set:
TeachEngineering
Author:
AirWaterGas SNR Project Education and Outreach, College of Engineering, University of Colorado Boulder
Ashley Collier
Ben Graves
Daniel Knight
Drew Meyers
Eric Ambos
Eric Lee
Erik Hotaling
Hanadi Adel Salamah
Joanna Gordon
Katya Hafich
Michael Hannigan
Nicholas VanderKolk
Olivia Cecil
Victoria Danner
Date Added:
10/13/2017
Weather Watchers
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In this month-long interdisciplinary project students collect weather data, determine the best visual representation for displaying it, and discuss the patterns and implications of their findings. This resource includes extension and assessment suggestions and guiding questions.

Subject:
Mathematics
Material Type:
Interactive
Lesson Plan
Provider:
National Council of Teachers of Mathematics
Provider Set:
Illuminations
Date Added:
11/05/2014
What is that deer doing?
Conditional Remix & Share Permitted
CC BY-NC
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In this activity students look at images of white-tailed deer behavior and use their observations to write a research question. They describe the types of observations they will make and the data they will record to turn a question into a hypothesis. This activity was developed as a part of the Creating Lessons Using Transformative Technology - Platteville Public Schools OER grant.

Subject:
Life Science
Material Type:
Activity/Lab
Date Added:
06/18/2018
What's in a Name?
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In this unit of five lessons from NCTM's Illuminations, students explore the numbers of letters in their names and create bar graphs, pictographs, circle graphs, and glyphs. They also find the range, compute measures of center, and create box-and-whisker plots. Individual lessons link to related tools where appropriate, and include questions for students, assessment options, teacher reflection questions, and sometimes extensions.

Subject:
Mathematics
Material Type:
Interactive
Lesson Plan
Provider:
National Council of Teachers of Mathematics
Provider Set:
Illuminations
Author:
Grace M. Burton
Date Added:
11/05/2008
What's the Temperature?
Conditional Remix & Share Permitted
CC BY-NC-SA
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This activity is a daily lab where two students read a thermometer and identify the cloud type for a week. They record it on the board first and we all record it in our journals. A graph of the entire year is also completed and we can analyze the data as we go. We get two new "scientists" each week and we do it all year. I start the first week of school.

Subject:
Atmospheric Science
Earth and Space Science
Material Type:
Activity/Lab
Provider:
Science Education Resource Center (SERC) at Carleton College
Provider Set:
Pedagogy in Action
Author:
Robyn Johnson
Date Added:
02/10/2023
pH Scale
Unrestricted Use
CC BY
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Test the pH of things like coffee, spit, and soap to determine whether each is acidic, basic, or neutral. Visualize the relative number of hydroxide ions and hydronium ions in solution. Switch between logarithmic and linear scales. Investigate whether changing the volume or diluting with water affects the pH. Or you can design your own liquid!

Subject:
Biology
Career and Technical Education
Chemistry
Education
Life Science
Mathematics
Physical Science
Physics
Technology and Engineering
Material Type:
Activity/Lab
Interactive
Simulation
Provider:
PhET
Author:
Adams, Wendy
Archie Paulson
Barbera, Jack
Chris Malley
Excellence Center of Science and Mathematics Education at King Saud University
Jack Barbera
Kathy Perkins
Landgon, Laurie
Laurie Langdon
Loeblein, Patricia
Malley, Chris
National Science Foundation
O'Donnell Foundation
Patricia Loeblein
Paulson, Archie
Perkins, Kathy
PhET
PhET Interactive Simulations
The William and Flora Hewlett Foundation
Wendy Adams
Date Added:
07/01/2008