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    Exploring the population dynamics of wintering bald eagles through long-term data using R
    The purpose of this modification was to take the analyses that were done in Excel and have the students perform them using R. Students were not given any R code for this activity, as R code was...

    Keywords: Resources @ ESA - TIEEcase studyR programming languagepopulation ecologyendangered speciesconservation biologymigration ecologyggplot2

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    State Apportionment Lesson Plans and Task
    Three secondary teachers and a mathematics education researcher planned two lessons and revised them through lesson study. The teachers adapted the State Apportionment Task from the Mathematical...

    Keywords: votingproportional reasoning

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    The Chi-Square Test
    This module introduces how to determine whether observation is significantly different from expectation in the context of understanding Chi-square Test. It is intended for an introductory biology...

    Keywords: ProbabilityProbability & StatisticsGenetics and EvolutionStatistical Testing

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    The Mystery of the Missing Martens
    National Center for Case Study Teaching in Science- this interrupted case study introduces basic modeling to investigate a decline in an American marten population on an island in Southeast Alaska.

    Keywords: modelingsurvivaldata analysisvital ratessurvivorshippopulation ecologyage structurefecundityWildlife Biologymodellingmartensbirth ratelife table

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    Java Applets for Power and Sample Size
    This is a Java application that allows you to do power and sample-size calculations for a number of standard statistical models.

    Keywords: statisticspowerstatistical powersample sizeeffect sizestatistical tests

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    A Very Basic Tutorial for Performing Linear Mixed Effects Analyses: Tutorial 2
    The second of two tutorials that introduce you to linear and linear mixed models. This tutorial serves as a quick boot camp to jump-start your own analyses with linear mixed effects models.

    Keywords: statisticsRdata analysisgraphingconceptsstatsregressionmixed modelslinear modelsfixed effectsrandom effectsintroductionResources @ QUBES - Teaching & Referencetechnologytutorial 2boot campbeginner

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    Linear Models and Linear Mixed Effects in R: Tutorial 1
    The first of two tutorials that introduce you to linear and linear mixed models.

    Keywords: statisticsmathematicsRdata analysisconceptsstatsregressionmixed modelslinear modelsfixed effectsResources @ QUBES - Teaching & Reference

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    Coral Reefs in Hot Water
    Students analyze sea surface temperature (SST) data from NOAA to predict coral bleaching at four locations in the Bahamas. They then compare their predictions to authentic research collected about...

    Keywords: ecologyBiodiversityclimateScientific ProcessStatistics and Mathecosystemsearth and environmenthuman impacts

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    Fostering and Sustaining Interdisciplinary Faculty Communities Around Undergraduate Teaching: Insights from the QUBES Project
    Talk given as a part of the Symposium - Communities of Practice for Math Modeling Education at the SIAM 2018 Conference

    Keywords: SIAMQUBESfaculty communitiesResources @ MMHubResources @ SIAMEd 2018

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    Math Bench Probability and Statistics: Mice with Fangs - Intro to Punnett Squares
    This is an online activity that provides an introduction to Punnett squares as a tool for visualizing genetic inheritance. The ratios of possible genotypes and phenotypes in offspring are...

    Keywords: geneticsResources @ MathBenchonlineMathBenchpunnett squares

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    Redox Chemistry and Coral Bleaching
    Mapping coral bleaching using NOAA data to set the stage for reviewing redox chemistry concepts

    Keywords: ecologyResources @ HHMI - BioInteractiveclimateScientific ProcessStatistics and Mathearth and environmenthuman impacts

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    Design a Zoo (Grades 6-8)
    This classroom lesson presents students with the job of designing a zoo, which could include modeling tasks ranging from choosing and locating the exhibits to setting the right admission prices.
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    Design a Zoo (Grades 3-5)
    This classroom lesson presents students with the job of designing a zoo, which could include modeling tasks ranging from choosing and locating the exhibits to setting the right admission prices.

    Keywords: unit costbudgetsdistance

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    Building the Best Playground (Grades 3-5)
    The classroom lesson presents students with the task of developing an optimal design for a school playground.

    Keywords: ratesmoneyunit conversions

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    Accelerated Reader (Grades 3-5)
    This classroom lesson presents students with the task of designing a reading schedule to help them reach an overall (total word) reading goal for the year.

    Keywords: rates

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    Teaching R with Swirl
    Session presentation on using Swirl, an interactive platform for learning and teaching R in the R console

    Keywords: Rdata analysisprogrammingSummer Workshop 2018Swirl

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    Decoding, Critiquing, and Creating a Graph from the Ground Up
    Students decipher a published graph with little supplemental information and are given more details in pieces before producing a new graph that displays the data more effectively and is easier to...

    Keywords: EvolutionExcelgraphingBar GraphsbiomimicryScientific ProcessStatistics and MathMicrosoft Excel

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    Mimicry in a Diverse Community of Arthropods
    Module exploring how researchers exposed arthropod mimics that use a golden patch to warn of unpalatability to predators with different prey preferences to determine how effective their warnings were.

    Keywords: EvolutionbiomimicryScientific ProcessStatistics and Math

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    Calculating Lifetime Cancer Risk Resulting from DNA Replication
    An expanded case study adapted from an HHMI Data Point on Cell Division and Cancer Risk using Figure 1 from Tomasetti, C. and Vogelstein, B. (2015).

    Keywords: cancerScientific ProcessStatistics and MathScientific Methodologybiology of cellscell growth and divisionHigh School

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    Expanded Graphing Tutorial
    The tutorial has two approaches for teaching about graph building and choosing the appropriate graph for different data types, a scaffolding approach and a exploration approach which can be...

    Keywords: Scientific ProcessStatistics and MathScientific MethodologyHigh School

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