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Dyeing to Design
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Students experiment with various ways to naturally dye materials using sources found in nature—roots, leaves, seeds, spices, etc.—as well as the method of extracting dyes. Then they analyze various materials using statistical methods and tackle an engineering design challenge—to find dyes that best suit the needs of a startup sustainable clothing company.

Subject:
Chemistry
Mathematics
Physical Science
Statistics and Probability
Material Type:
Activity/Lab
Provider:
TeachEngineering
Provider Set:
Activities
Author:
Amanda Grear
Brett Doudican
Carly Monfort
Craig George
Date Added:
10/18/2018
ECO 230 / MGT 230 Introduction to Economic and Managerial Statistics
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Syllabus for Introduction to Economic and Managerial Statistics at the College of Staten Island

Subject:
Business and Communication
Management
Mathematics
Statistics and Probability
Material Type:
Syllabus
Provider:
CUNY Academic Works
Provider Set:
College of Staten Island
Author:
Vachadze, George
Date Added:
01/01/2021
ESIP Data Management Training (DMT) Clearinghouse
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The DMT Clearinghouse is a registry for online learning resources about research data management. Initial seed funding was provided by the U.S. Geological Survey's Community for Data Integration. Subsequent funding has been granted by an Institute of Museum and Library Services National Leadership Grant (LG-70-18-0092-18). Developed in collaboration with the Earth Sciences Information Partnership (ESIP) Federation, and DataONE, with subsequent support from the University of New Mexico Libraries Research Data Services, the DMT Clearinghouse is available for searching, browsing, and submitting information about learning resources on data management topics. DMT Clearinghouse FeaturesThe Search Interface allows users to find learning resources by entering terms, names of people and organizations, dates, and keywords. The Browse Interface allows users to view the entire list of learning resources, and to filter by educational framework. An educational framework is a plan or set of steps that defines or collects the content using clear, definable standards about what the student should know and understand. For purposes of the DMT Clearinghouse, a given learning resource may be associated with a community-defined standard for data management, for example:USGS Science Support FrameworkDataONE Data Life CycleESIP Data Management Short Course for Scientists The Digital Preservation NetworkInternational Council for Science (ICSU) World Data System (WDS) Training Resource GuideFAIR Data Principles The Submission Form allows users to enter information about learning resources that they would like to see included in the DMT Clearinghouse. A user log in is not required to submit a resource with key, required information. To add more information about a learning resource than just that required, please log in or create an account (click "Log In at the upper right side of the screen.) NOTE: Submissions will be published to the DMT Clearinghouse following an editorial review to ensure the resource meets quality and selection criteria for inclusion.. You may be contacted for more information about your submission, if needed. Your contact information will not be made available publicly without your permission. For questions or feedback, please contact clearinghouseEd@esipfed.org.

Subject:
Applied Science
Computer Science
Information Science
Mathematics
Statistics and Probability
Material Type:
Full Course
Author:
Earth Sciences Information Partnership
Date Added:
08/08/2020
Earthquake Magnitude: How Can We Compare the Sizes of Earthquakes?
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CC BY-NC-SA
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Spreadsheets Across the Curriculum module. Students build spreadsheets to tabulate and graph seismic wave amplitude and energy release to explore the logarithmic scale of earthquake magnitude.

(Note: this resource was added to OER Commons as part of a batch upload of over 2,200 records. If you notice an issue with the quality of the metadata, please let us know by using the 'report' button and we will flag it for consideration.)

Subject:
Biology
Life Science
Mathematics
Measurement and Data
Statistics and Probability
Material Type:
Activity/Lab
Provider:
Science Education Resource Center (SERC) at Carleton College
Provider Set:
Teach the Earth
Author:
Laura Wetzel
Date Added:
12/16/2020
Earthquake Shaking and Damage
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CC BY-NC-SA
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This student homework and problem set has students quantitatively earthquake hazard, shaking and damage.

(Note: this resource was added to OER Commons as part of a batch upload of over 2,200 records. If you notice an issue with the quality of the metadata, please let us know by using the 'report' button and we will flag it for consideration.)

Subject:
Biology
Geology
Geoscience
Life Science
Mathematics
Measurement and Data
Physical Science
Statistics and Probability
Material Type:
Activity/Lab
Homework/Assignment
Provider:
Science Education Resource Center (SERC) at Carleton College
Provider Set:
Teach the Earth
Author:
Eric Baer
Date Added:
08/25/2020
The Earth's Shells - Density vs. Depth
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CC BY-NC-SA
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In this module, students are asked to devise a way of graphically plotting the density variations with depth in the Earth.

(Note: this resource was added to OER Commons as part of a batch upload of over 2,200 records. If you notice an issue with the quality of the metadata, please let us know by using the 'report' button and we will flag it for consideration.)

Subject:
Biology
Geoscience
Life Science
Mathematics
Measurement and Data
Physical Science
Physics
Statistics and Probability
Material Type:
Activity/Lab
Provider:
Science Education Resource Center (SERC) at Carleton College
Provider Set:
Teach the Earth
Author:
Len Vacher
Date Added:
08/18/2019
The Earths Shells - Thicknesses and Densities
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CC BY-NC-SA
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This module explores the combination of densities and shell thicknesses that produce an aggregate density of the Earth of 5.5 g/cm3.

(Note: this resource was added to OER Commons as part of a batch upload of over 2,200 records. If you notice an issue with the quality of the metadata, please let us know by using the 'report' button and we will flag it for consideration.)

Subject:
Biology
Geoscience
Life Science
Mathematics
Measurement and Data
Physical Science
Physics
Statistics and Probability
Material Type:
Activity/Lab
Provider:
Science Education Resource Center (SERC) at Carleton College
Provider Set:
Teach the Earth
Author:
Len Vacher
Date Added:
08/18/2019
Econometrics Applied
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CC BY-NC-SA
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Word Count: 13065

(Note: This resource's metadata has been created automatically by reformatting and/or combining the information that the author initially provided as part of a bulk import process.)

Subject:
Mathematics
Statistics and Probability
Material Type:
Textbook
Date Added:
01/26/2024
Editing Data Visualizations Using Inkscape
Unrestricted Use
CC BY
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This workshop with Mario Trejo will cover how to use Inkscape tools to edit titles, legends, axes and highlight areas of a plot.  This workshop is designed for individuals who frequently develop data visualizations using statistical software, but do not necessarily have the coding background to make extensive edits. The workshop will focus on editing output graphics from R and SAS statistical software.

Subject:
Graphic Design
Information Science
Statistics and Probability
Material Type:
Activity/Lab
Author:
Mario Trejo
Date Added:
12/03/2020
Educational Attainment and Marriage Age - Testing a Correlation Coefficient's Significance
Unrestricted Use
Public Domain
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Students will develop, justify, and evaluate conjectures about the relationship between two quantitative variables over time in the United States: the median age (in years) when women first marry and the percentage of women aged 25–34 with a bachelor’s degree or higher. Students will write a regression equation for the data, interpret in context the linear model’s slope and y-intercept, and find the correlation coefficient (r), assessing the strength of the linear relationship and whether a significant relationship exists between the variables. Students will then summarize their conclusions and consider whether correlation implies causation.

Subject:
Mathematics
Statistics and Probability
Material Type:
Activity/Lab
Provider:
U.S. Census Bureau
Provider Set:
Statistics in Schools
Date Added:
10/15/2019
Effect of the Intestinal Protein Snakeskin on the Lifespan of Fruit Flies:  A Kaplan-Meier Survival Analysissource Draft (1) [version 1.0]
Unrestricted Use
Public Domain
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In this activity, students perform the Kaplan-Meier survival analysis on raw data obtained from an experiment that explores the effect of overexpressing the Snakeskin (Ssk) protein on the lifespan of a population of fruit flies. This tight junction equivalent protein is expressed at higher levels than normal specifically in the gut and throughout the entire lifespan of the flies. Because aging guts are accompanied by both a mislocalization and a decrease in the expression levels of junctional proteins, including Ssk, it was hypothesized that overexpressing Ssk may lead to a healthier fly with a longer lifespan. This data will be analyzed in order to determine if there is a significant difference between the control flies in which no overexpression occurs and the experimental group in which Ssk is overexpressed.

Subject:
Biology
Calculus
Life Science
Mathematics
Statistics and Probability
Material Type:
Activity/Lab
Lecture
Lesson Plan
Provider:
BioQUEST Curriculum Consortium
Provider Set:
Quantitative Biology at Community Colleges
Date Added:
02/03/2023
Election Poll, Variation 1
Unrestricted Use
CC BY
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This task introduces the fundamental statistical ideas of using data summaries (statistics) from random samples to draw inferences (reasoned conclusions) about population characteristics (parameters). In the task built around an election poll scenario, the population is the entire seventh grade class, the unknown characteristic (parameter) of interest is the proportion of the class members voting for a specific candidate, and the sample summary (statistic) is the observed proportion of voters favoring the candidate in a random sample of class members.

Subject:
Mathematics
Statistics and Probability
Material Type:
Activity/Lab
Provider:
Illustrative Mathematics
Provider Set:
Illustrative Mathematics
Author:
Illustrative Mathematics
Date Added:
05/01/2012
Election Poll, Variation 2
Unrestricted Use
CC BY
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This task introduces the fundamental statistical ideas of using data summaries (statistics) from random samples to draw inferences (reasoned conclusions) about population characteristics (parameters). In the task built around an election poll scenario, the population is the entire seventh grade class, the unknown characteristic (parameter) of interest is the proportion of the class members voting for a specific candidate, and the sample summary (statistic) is the observed proportion of voters favoring the candidate in a random sample of class members.

Subject:
Mathematics
Statistics and Probability
Material Type:
Activity/Lab
Provider:
Illustrative Mathematics
Provider Set:
Illustrative Mathematics
Author:
Illustrative Mathematics
Date Added:
05/01/2012
Election Poll, Variation 3
Unrestricted Use
CC BY
Rating
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This task introduces the fundamental statistical ideas of using data summaries (statistics) from random samples to draw inferences (reasoned conclusions) about population characteristics (parameters). In the task built around an election poll scenario, the population is the entire seventh grade class, the unknown characteristic (parameter) of interest is the proportion of the class members voting for a specific candidate, and the sample summary (statistic) is the observed proportion of voters favoring the candidate in a random sample of class members.

Subject:
Mathematics
Statistics and Probability
Material Type:
Activity/Lab
Provider:
Illustrative Mathematics
Provider Set:
Illustrative Mathematics
Author:
Illustrative Mathematics
Date Added:
05/01/2012
Electoral College
Unrestricted Use
CC BY
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n addition to providing a task that relates to other disciplines (history, civics, current events, etc.), this task is intended to demonstrate that a graph can summarize a distribution as well as provide useful information about specific observations.

Subject:
Mathematics
Statistics and Probability
Material Type:
Activity/Lab
Provider:
Illustrative Mathematics
Provider Set:
Illustrative Mathematics
Author:
Illustrative Mathematics
Date Added:
01/20/2013
Elementary Statistical Methods
Unrestricted Use
CC BY
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Short Description:
This course blends Introductory Statistics from OpenStax with other OER to offer a first course in statistics intended for students majoring in fields other than mathematics and engineering. This course assumes students have been exposed to intermediate algebra, and it focuses on the applications of statistical knowledge rather than the theory behind it.The foundation of the OpenStax text is Collaborative Statistics, by Barbara Illowsky and Susan Dean. The development choices for this textbook were made with the guidance of many faculty members who are deeply involved in teaching this course. These choices led to innovations in art, terminology, and practical applications, all with a goal of increasing relevance and accessibility for students. We strove to make the discipline meaningful, so that students can draw from it a working knowledge that will enrich their future studies and help them make sense of the world around them.

Word Count: 90414

(Note: This resource's metadata has been created automatically by reformatting and/or combining the information that the author initially provided as part of a bulk import process.)

Subject:
Mathematics
Statistics and Probability
Material Type:
Textbook
Author:
Odessa College
Tim Contreras
Date Added:
10/25/2021
Elementary Statistics (GHC) (Open Course)
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CC BY
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This open course for Elementary Statistics was created through a Round Ten Textbook Transformation Grant:

https://oer.galileo.usg.edu/mathematics-collections/39/

The open course contains ancillary materials for OpenStax Introductory Statistics:

https://openstax.org/details/books/introductory-statistics

Included in the course are introductions to each lesson, lecture slides, videos, and problem questions. Topics include:

Types of Data
Sampling Techniques
Qualitative Data
Frequency Distributions
Descriptive Statistics
Variation and Position
Confidence Intervals
Hypothesis Testing
Chi-Square Goodness of Fit
Linear Regression
Variance ANOVA

Subject:
Mathematics
Statistics and Probability
Material Type:
Full Course
Provider:
Georgia Highlands College
Author:
Brent Griffin
Camille Pace
Elizabeth Clark
Kamisha DeCoudreaux
Katie Bridges
Laura Ralston
Vincent Manatsa
Zac Johnston
Date Added:
10/03/2022
Energy Balance Climate Model: Stella Mac and PC
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CC BY-NC-SA
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Students explore a Global Energy Balance Climate Model Using Stella II. Response of surface temperature to variations in solar input, atmospheric and surface albedo, atmospheric water vapor and carbon dioxide, volcanic eruptions, and mixed layer ocean depth. Climate feedbacks such as water vapor or ice-albedo can be turned on or off.

(Note: this resource was added to OER Commons as part of a batch upload of over 2,200 records. If you notice an issue with the quality of the metadata, please let us know by using the 'report' button and we will flag it for consideration.)

Subject:
Applied Science
Biology
Environmental Science
Life Science
Mathematics
Statistics and Probability
Material Type:
Activity/Lab
Provider:
Science Education Resource Center (SERC) at Carleton College
Provider Set:
Teach the Earth
Author:
Mike Clark
Date Added:
09/29/2022
Engaging Question
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CC BY-NC-SA
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I use an "engaging question" on the first day of class in all of my courses. This activity is designed to be both engaging and central to all of the course content. That is, the activity is designed around questions that we can keep coming back to, over and over, after each learning unit. This approach not only provides a unifying focus for the course, but it also provides an opportunity to model critical thinking as we revisit the question each time with a different perspective. For the Dynamic Earth and Global Change (the Physical Geology course at Macalester) I chose a question about climate change. The activity starts with two graphs (plots of surface temperature and atmosphere CO2 composition for the past 1,000 years). Students are asked to describe the graphs, interpret the graphs, make some predictions, and explain the graphs using basic earth science processes.

(Note: this resource was added to OER Commons as part of a batch upload of over 2,200 records. If you notice an issue with the quality of the metadata, please let us know by using the 'report' button and we will flag it for consideration.)

Subject:
Applied Science
Biology
Education
Environmental Science
Information Science
Life Science
Mathematics
Measurement and Data
Statistics and Probability
Material Type:
Activity/Lab
Lesson Plan
Provider:
Science Education Resource Center (SERC) at Carleton College
Provider Set:
Teach the Earth
Date Added:
08/18/2019
Episodic tremor and slip: The Case of the Mystery Earthquakes | Lessons on Plate Tectonics
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CC BY-NC-SA
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Earthquakes in western Washington and Oregon are to be expected -- the region lies in the Cascadia Subduction Zone. Offshore, the Juan de Fuca tectonic plate subducts under the North American plate, from northern California to British Columbia. The region, however, also experiences exotic seismicity -- Episodic Tremor and Slip (ETS).In this lesson, your students study seismic and GPS data from the region to recognize a pattern in which unusual tremors--with no surface earthquakes--coincide with jumps of GPS stations. This is ETS. Students model ductile and brittle behavior of the crust with lasagna noodles to understand how properties of materials depend on physical conditions. Finally, they assemble their knowledge of the data and models into an understanding of ETS in subduction zones and its relevance to the millions of residents in Cascadia.

(Note: this resource was added to OER Commons as part of a batch upload of over 2,200 records. If you notice an issue with the quality of the metadata, please let us know by using the 'report' button and we will flag it for consideration.)

Subject:
Biology
Life Science
Mathematics
Measurement and Data
Statistics and Probability
Material Type:
Activity/Lab
Provider:
Science Education Resource Center (SERC) at Carleton College
Provider Set:
Teach the Earth
Author:
Shelley Olds
Date Added:
08/27/2022