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    Using Grassy Narrows in a Live Classroom with Clicker Questions and Interactive Histogram: Sampling Distributions, Probability, and Hypothesis Testing
    Students are introduced to concepts of sampling distributions, p-values, and hypothesis testing. Using both simulated and real data for methylmercury level in fish populations, students will...

    Keywords: statisticsmathematicsbiostatisticsecologybiologygraphingp-valuest-testshypothesis testingin-class activityZoologymercury biogeochemistrybiostatistics - generalfish populationqbccBiogeochemical cyclesInterpret graphsConcepts in StatisticsElementary Hypothesis TestingMethylmercurydamsBioaccumulationtraditional dietsmercurymercury poisoningnative peopleindigenous populationCanadahydroelectricexplaining statisticsusing statisticsMake probability calculations

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    Assessing Socioeconomic Trends in Tree Cover and Human Health in Urban Environments
    In this exercise, students use a combination of publicly available data and tree cover data that they generate using iTree Canopy to test whether tree cover is equitably distributed within the city...

    Keywords: social justiceSimple Linear Regressionenvironmental justiceGeographic Information System (GIS)Using ExcelConnection to PlaceredliningEcosystem Servicesurban tree coverurban environments

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    Exploring EnvironmenATL Justice with Data Analytics and Visualization
    Basic data handling and data analysis skills are introduced to visualize and analyze ‘big data.’ Environmental justice is introduced to give students an understanding of tools and strategies to...

    Keywords: social justiceenvironmental justiceatlantaHBCUsCulturally responsive science teachingenvironmental racismenvironmental injustice

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    A Tough Choice in Watershed Management
    In this Team-based activity, students work in teams, playing the role of natural resource managers who must decide in which region to invest limited funding for nutrient reduction in streams....

    Keywords: Stream ecologyBox PlotsSpreadsheetGroup cooperative learningTeam-based LearningBiogeochemical cycles

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    Evaluation of DEIJ in Lectures of Junior Year Science Undergraduate Course
    Diversity, equity, inclusion, and social justice, DEIJ, is important for both students and faculty as they improve learning outcomes and elicit professional competency respectively. DEIJ...

    Keywords: stempedagogyArticleUndergraduateOpen Sourcescienceevaluationneurobiologythe role of active learning in retention and engagementFacultyAnalysismethod#DEI-J-ADEIJinterdisplinaryjunorlearning spacesadditional support learning systemenhancement

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    Grassy Narrows and Muskrat Falls Dam: Hypothesis Testing and t-Tests
    Students are introduced to concepts of hypothesis testing using elementary hypothesis tests, t-tests, and p-values as they compare a given fish population for methylmercury levels (using real and...

    Keywords: statisticsmathematicsbiostatisticsecologybiologygraphingp-valuest-testshypothesis testingin-class activityZoologymercury biogeochemistrybiostatistics - generalfish populationqbccBiogeochemical cyclesInterpret graphsSolving Equations and InequalitiesConcepts in StatisticsElementary Hypothesis TestingMethylmercurydamsBioaccumulationtraditional dietsmercurymercury poisoningnative peopleindigenous populationCanadahydroelectricexplaining statisticsusing statisticsMake probability calculations

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    Long Term Self-assessment Bates College DCS 105
    This is a long-term self-assessment tool for students participating in the Bates College course DCS 105 Calling Bull: Data Literacy and Information Science. .

    Keywords: datareflectionself-assessmentCalling BullshitLong Term

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    NSF Final Outcomes Report: Using the Lived Experiences and Narratives of Black Heritage and African American Gullah/Geechee to Learn Science Concepts
    This resource is a public report that provides final outcomes from the NSF funded project award # 1928832. The resources included in this report are outcomes from the catalyst project titled:...

    Keywords: biologyEquityenvironmental scienceScience curriculumdiversityinclusion#NGSSBlack representationbelongingusing lived experiences and narrativesBlack heritageGullah/Geechee

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    Grassy Narrows and Muskrat Falls Dam: The Central Limit Theorem and a t-test
    Students are introduced to concepts of sampling distributions and hypothesis testing using a simulation applet, elementary hypothesis tests, t-tests, and p-values as they compare a given fish...

    Keywords: statisticsmathematicsbiostatisticsecologybiologygraphingp-valuest-testshypothesis testingin-class activityZoologymercury biogeochemistrybiostatistics - generalfish populationqbccBiogeochemical cyclesInterpret graphsSolving Equations and InequalitiesConcepts in StatisticsElementary Hypothesis TestingMethylmercurydamsBioaccumulationtraditional dietsmercurymercury poisoningnative peopleindigenous populationCanadahydroelectricexplaining statisticsusing statisticsMake probability calculations

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    Exploring Connections between Low Albedo, Urban Heat Islands and Social Justice
    This exercise explores circumstances of urban heat islands in the United States using spatial data, including an exploration of heat island solutions.

    Keywords: redliningUrban heat islandalbedo

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    Salmon, Society, and Success: A case study on the intersections of colonialism, ecological degradation, and the power of social action.
    Using a case study approach, this lesson examines colonialism as an ongoing force affecting nature, culture, and society by focusing on decades of tribally led efforts resulting in recent federal...

    Keywords: ecologyglobal changehuman-environmental interactionsenvironmental justice4DEE Frameworkenvironmental racismsocial and environmental justice

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    Exploring Health Inequities and Redlining
    For this assignment, students will investigate relationships between historic redlining data and modern statistics of human health.

    Keywords: diseasehealthsocial justicepublic healthData science for Biologistredliningchronic diseasesocial vulnerability

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    Community Conversation: OER for Diversity, Equity and Inclusion in STEM Classrooms
    Follow the link to the webinar video, "OER for Diversity, Equity and Inclusion in STEM Classrooms". In this conversation, bringing in Diversity, Equity, and Inclusion to the classroom was discussed...
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    Learning Communities as a Driver for Humanizing STEM: Cultivating Authentic Conversations about Anti-Racism in Introductory Biology Pedagogy using Duoethnography
    In this study we present a retrospective debrief of a learning community of college biology professors who were exploring how to define and implement racial equity-focused practices and content in...

    Keywords: Equitysocial justicediversity

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    Data Cards Sample Created From Lost Crops of Africa (NRC, 1996, 2006, 2008)
    This resource provides a sample of the data cards that have been used in conference presentations, trainings, and science methods courses over the years. This resource provides supplemental data...

    Keywords: environmental scienceCurriculum developmentScience curriculumAfricacultural resourcescultural heritageancient fruitsancient vegetablesdiversity equity and inclusionBlackNext Generation Science StandardsBlack representation in STEMgrain sizescience capitalcrops

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    Investigating human impacts on stream ecology: locally and nationally
    This is a modification of an original TIEE Module, investigating these questions: How does nutrient pollution impact stream ecosystems locally and nationally? How does land cover change impact...

    Keywords: tool:rstudiolandscape ecologyStream ecologyBox Plotsland usespatial analysisEutrophication

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    Learn biotechnology, biophysics and business through scientific thinking and innovation
    Scientific, leadership and innovation skills are also an integral framework of the curriculum. All of them together or individually are important for enhancement of knowledge, critical thinking,...

    Keywords: educationbusinessBiotechnologybiophysicsleadershiprecombinant DNAgroup workcloninginnovationscientific thinkingplasmid

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    Using Map of Life to Investigate Species Ranges Shifts with Climate Change
    Biodiversity databases, based on species occurrences, are now readily available for students to use a free of charge. These databases allow exploration of how species ranges shift through time. One...

    Keywords: climate changehabitat suitabilityspecies distributionMap of Lifethermal tolerance

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    Examining Medical and Scientific Racism Using the Story of Henrietta Lacks
    This is a semester-long project in which students read and discuss the story of Henrietta Lacks from multiple ethical perspectives. This project was developed for an undergraduate science ethics...

    Keywords: diversity equity and inclusiondecolonizing scienceanti-racist pedagogy

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    Opioid crisis: exploring the neurophysiology of opioid receptor signaling
    Using this dataset, we explore how opioids affect the electrical activity of neurons when exposed to different opioid receptor agonists and antagonists.

    Keywords: opioid epidemic

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