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  • Statistics and Probability
Interpreting Statistics: A Case of Muddying the Waters
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CC BY-NC-ND
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This lesson unit is intended to help teachers assess how well students are able to: interpret data and evaluate statistical summaries; and critique someone elseŐs interpretations of data and evaluations of statistical summaries. The lesson also introduces students to the dangers of misapplying simple statistics in real-world contexts, and illustrates some of the common abuses of statistics and charts found in the media.

Subject:
Mathematics
Statistics and Probability
Material Type:
Assessment
Lesson Plan
Provider:
Shell Center for Mathematical Education
Provider Set:
Mathematics Assessment Project (MAP)
Date Added:
03/30/2023
Interpreting recent carbon dioxide data
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CC BY-NC-SA
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Using web-accessed climate data, students will examine the latitudinal distribution of CO2 and explain how (and why) that has changed over (recent) time. They will then work in groups of two or three to download, graph, and interpret carbon dioxide concentration data from one individual location (different groups will be assigned a different site). Each student will complete a series of questions to ensure their understanding of the concepts outlined above.

(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
Measurement and Data
Statistics and Probability
Material Type:
Activity/Lab
Data Set
Interactive
Provider:
Science Education Resource Center (SERC) at Carleton College
Provider Set:
Teach the Earth
Date Added:
04/06/2022
Introduction to Gibbs Energy
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CC BY-NC-SA
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This is a short project that can be used in-class or as homework. It involves just a few questions and it is intended to help students understand the idea of Gibbs free energy. It cannot completely stand alone. I use it after I have talked about Gibbs free energy for 20 minutes. It helps clarify my lecture.

(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
Physical Science
Physics
Statistics and Probability
Material Type:
Activity/Lab
Provider:
Science Education Resource Center (SERC) at Carleton College
Provider Set:
Teach the Earth
Date Added:
08/21/2020
Introduction to Texas Hurricanes
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CC BY-NC-SA
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Students graph data from 20th century hurricanes that affected the state of Texas. Along the way they answer questions that ask them to interpret what they see represented on the graphs.

(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
Date Added:
08/23/2019
Introductory Business Statistics
Unrestricted Use
CC BY
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Introductory Business Statistics is designed to meet the scope and sequence requirements of the one-semester statistics course for business, economics, and related majors. Core statistical concepts and skills have been augmented with practical business examples, scenarios, and exercises. The result is a meaningful understanding of the discipline, which will serve students in their business careers and real-world experiences.

Subject:
Mathematics
Statistics and Probability
Material Type:
Textbook
Provider:
Rice University
Provider Set:
OpenStax College
Author:
Alexander Holmes
Barbara Illowsky
Susan Dean
Veda Roodal Persad
Date Added:
11/30/2017
Introductory Statistics
Unrestricted Use
CC BY
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Introductory Statistics follows scope and sequence requirements of a one-semester introduction to statistics course and is geared toward students majoring in fields other than math or engineering. The text assumes some knowledge of intermediate algebra and focuses on statistics application over theory. Introductory Statistics includes innovative practical applications that make the text relevant and accessible, as well as collaborative exercises, technology integration problems, and statistics labs.

Subject:
Mathematics
Statistics and Probability
Material Type:
Textbook
Provider:
Rice University
Provider Set:
OpenStax College
Author:
Barbara Ilowsky
Susan Dean
Date Added:
07/19/2013
Intro to Graphing
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CC BY-NC-SA
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Intro to Graphing is a 2-phase exercise that introduces students to Excel for the purposes of properly storing their data and producing graphs.

(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
Date Added:
09/08/2020
An Intuitive, Interactive, Introduction to Biostatistics
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CC BY-NC
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"An Intuitive, Interactive Introduction to Biostatistics" is an introductory statistics textbook oriented towards towards undergraduate students in the health sciences. While covering the breadth of material typically presented in a first semester statistics course, including introductions to probability and distributions, study design, CLT, hypothesis testing, and inference, IIIB distinguishes itself with its focus on cultivating student intuition through the use of guided questions and interactive simulation-based applets. Written in R, this open-source text has been created with customizability in mind, offering instructors maximal flexibility in arranging and modifying the content.

Subject:
Applied Science
Biology
Health, Medicine and Nursing
Life Science
Mathematics
Statistics and Probability
Material Type:
Textbook
Provider:
University of Iowa
Provider Set:
Iowa Research Online
Author:
Caitlin E Ward
Collin Nolte
Date Added:
05/11/2023
Investigating Earthquakes: GIS Mapping and Analysis (College Level)
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CC BY-NC-SA
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This is a college-level adaptation of a chapter from the Earth Exploration Toolbook. The students download global quake data over a time range and use GIS to interpret the tectonic context.

(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
Earth and Space Science
Geology
Life Science
Mathematics
Measurement and Data
Statistics and Probability
Material Type:
Activity/Lab
Data Set
Interactive
Provider:
Science Education Resource Center (SERC) at Carleton College
Provider Set:
Teach the Earth
Date Added:
09/08/2020
Investigating Factors That Affect Tsunami Inundation
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CC BY-NC-SA
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Learners modify elements of a tsunami wave tank to investigate the affect that near-coast bathymetry (submarine topography) and coastal landforms have on how far a tsunami can travel inland. Damaging tsunami are most commonly produced by subduction zone earthquakes, such as those that occur in Alaska.

(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
Homework/Assignment
Provider:
Science Education Resource Center (SERC) at Carleton College
Provider Set:
Teach the Earth
Date Added:
09/26/2022
Investigating dimensions of the solar system
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CC BY-NC-SA
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Planetary data are used to investigate and evaluate the Nebular Hypothesis.

(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
Date Added:
08/17/2019
An Investigation Into Immigration and Migration in the United States
Unrestricted Use
Public Domain
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Students will use tables and visualizations of data about geographic mobility to explore rates and patterns of migration within, and immigration to, the United States. Using Census Bureau data tools, students will learn about past reasons for migration and immigration and understand the internal and external stresses of fluctuations in population.

Subject:
Mathematics
Statistics and Probability
Material Type:
Activity/Lab
Provider:
U.S. Census Bureau
Provider Set:
Statistics in Schools
Date Added:
04/08/2023
Is It Center or Is It Variability?
Unrestricted Use
CC BY
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This is a task from the Illustrative Mathematics website that is one part of a complete illustration of the standard to which it is aligned. Each task has at least one solution and some commentary that addresses important aspects of the task and its potential use.

Subject:
Mathematics
Statistics and Probability
Material Type:
Activity/Lab
Provider:
Illustrative Mathematics
Provider Set:
Illustrative Mathematics
Author:
Illustrative Mathematics
Date Added:
06/13/2023
Is It Center or Is It Variability?
Unrestricted Use
CC BY
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This is a task from the Illustrative Mathematics website that is one part of a complete illustration of the standard to which it is aligned. Each task has at least one solution and some commentary that addresses important aspects of the task and its potential use.

Subject:
Mathematics
Statistics and Probability
Material Type:
Activity/Lab
Provider:
Illustrative Mathematics
Provider Set:
Illustrative Mathematics
Author:
Illustrative Mathematics
Date Added:
06/13/2023
Is There a Trend in Hurricane Number or Intensity?
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CC BY-NC-SA
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In essence, this is an opportunity for students to practice calculating trends with uncertainties to draw conclusions about whether or not there is a trend in hurricane intensity. It follows closely with the IPCC AR4 findings, and is guided so that students will know exactly what they have to do - step by step. Please see the attached document for the bulk of the activity. There are some additional instructor's notes that give a little more background on the concepts involved with confidence intervals and trends. There is also an excel file with all of the necessary data already tabulated for the exercise - so you don't need to go find it yourself unless you want to.

(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
Earth and Space Science
Environmental Science
Life Science
Mathematics
Measurement and Data
Oceanography
Statistics and Probability
Material Type:
Activity/Lab
Provider:
Science Education Resource Center (SERC) at Carleton College
Provider Set:
Teach the Earth
Date Added:
11/24/2020
Isostasy and crustal thickness
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CC BY-NC-SA
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Students will write a matlab code to calculate crustal thickness of 5 locations. Calculations will use topography (determined by running a matlab script that creates a clickable map) and nominal density values, and the assumption that the crust is in airy isostasy. Students will then run another script (with clickable map) to determine the actual crustal thickness of the locations. If the calculated and actual thicknesses are significantly different, students will discuss possible geodynamic reasons for the non-airy crustal thicknesses.

Subject:
Earth and Space Science
Geology
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
Date Added:
04/12/2023
Isotope Hydrograph Separation
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CC BY-NC-SA
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Separation of hydrographs into event and pre-event fractions based on measurements and data, rather than arbitrary formulae, was a revolutionary technique in watershed hydrology in the 1970s and has continued to be widely used. Hydrograph separation showed that Hortonian overland flow and rapid delivery of "new" event water to streams during storms was not as widely applicable as had been previously thought. Instead, most water in streams during storms in humid, forested watersheds is typically "old", pre-event water. In most cases, hydrograph separations are conducted using the stable isotopes of water, since they are ideal, conservative tracers. In this exercise, we will be conducting a classic isotope hydrograph separation for a forested watershed in northeastern Ohio.

(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
Date Added:
11/24/2020
Is the New Madrid Seismic Zone at risk for a large earthquake?
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CC BY-NC-SA
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Students do background reading on the possible origins of intraplate seismicity and also read Nuttli's 1973 paper on the 1811-1812 New Madrid sequence. They construct frequency magnitude diagrams using data they acquire themselves from the openly archived University of Memphis catalog, Southern California Earthquake Center catalog, and USGS global catalog. They use these diagrams to estimate a recurrence interval for large magnitude earthquakes at the NMSZ. They then split into teams to read papers detailing campaign GPS surveys, paleoseismic measurements, and heat flow measurements. Each team is responsible for summarizing their set of papers for the other students. The culminating assignment is to update Gomberg and Schweig's 2002 USGS pamphlet "Earthquake hazard in the heart of the homeland" using scientific results that postdate the original pamphlet (including their own analysis). We also end with a "teaching and learning discussion" in which the students, who are usually high school teachers themselves, trade ideas about how they could repurpose parts of the lesson for use in their own classrooms. This activity gives students practice in data analysis and reading scientific papers, it shows them a few resources where they can find openly available data, and it gives them a chance to participate in the practice of science.
Teaching Tips
Adaptations that allow this activity to be successful in an online environment
This lesson was constructed specifically for an online course and didn't exist beforehand. I think it could work in a face-to-face course, too.
Elements of this activity that are most effective
Students,especially ones who are not as literate with software plotting / analysis programs, find the problem set somewhat difficult because the datasets are large and I am asking them to collect the data themselves, then use it to make a second-order plot and analyze that, instead of just plotting "A" vs. "B" and analyzing it.

That being said, I know that students are excited to be able to produce a plot themselves that exactly mimics one they can find in a published paper, and furthermore they are happy to find resources such as the USGS earthquake catalog that contain available real-time data.

The part where they have to compare and contrast the strengths and weaknesses of each technique used to study the NMSZ (seismology, paleoseismology, GPS, etc) is important because they get a real sense of how different approaches are important to resolve a scientific debate. I know they are learning something when they get frustrated because there isn't an easy answer!
Recommendations for other faculty adapting this activity to their own course:
-Be prepared to help students get through the technical aspects of some of the scientific papers, especially if they are not used to reading scientific papers. When I pick the papers for them to read, I purposely pick ones that aren't too long (Science, Nature, GRL, etc) and I try to pick ones that came with a press release, "news and views" or similar, and then I tell the students to read the press release first and then the paper.

-Be prepared to give students hints about counting and sorting data to make the frequency-magnitude diagrams because you'd rather lead them towards how to make the plots and then let them get on with the analysis as opposed to letting them get so frustrated with their lack of technical skills that they aren't interested in the science anymore. This exercise should be about seismology; it shouldn't be an excel tutorial! I have a little set of screen capture movie how-to hints under a hidden url, and when I can tell that a student is really suffering I reveal them.

(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
Date Added:
12/11/2020
Izmit Earthquake
Conditional Remix & Share Permitted
CC BY-NC-SA
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This lab allows students to look at variety of data from the North Anatolian fault in Turkey. Specifically, students have the oportunity to:

interpret seismograms from the Izmit earthquake in 1999 (while accessing some seismograph station information from IRIS)
make and interpret an earthquake focal mechanism solution based on these seismograms
locate the earthquake epicenter
calculate the moment magnitude of the earthquake using published data showing epicenter locations and displacement measurements
intepret historical data from the North Anatolian fault and tectonic-scale plate motion information to see what patterns occur in the regional seismicity.

(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
Earth and Space Science
Geology
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
Date Added:
09/05/2020