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The QUBES platform hosts hundreds of teaching materials, reference materials, and cloud-based software free to use and adapt using open Creative Commons licenses.

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    Machine Learning Meets Medicine with Jenessa Peterson
    Jenessa Peterson is a former teacher turned data scientist/engineer and Director of Learning Engineering at The Learning Agency. Her more recent work in data science has included building a...

    Keywords: data sciencemachine learningmedicine

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    An Inquiry-Based Project Added to Traditional Labs: Hands-On Fish Awareness Research in Freshwater Systems Conducted by First-Year Biology Students
    This project involves students in an inquiry-based project added to the introductory biology laboratory course for majors in fall 2019. Research has shown that student engagement in authentic...

    Keywords: Evolutionbehaviorichthyology

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    Data Analysis for the Life Sciences
    An online stats book written completely in R

    Keywords: Rbiostatisticsstatistical analysisR Markdown

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    Winter Is Coming Data Nugget for AP Biology Big Ideas
    This Data Nugget is a differentiated classroom resource focusing on how a plant species fitness is affected by different climates.

    Keywords: Evolutionbiologyonlinequantitative skillsAP BiologyDual Enrollment Science with High Schools

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    NEON data in undergraduate ecology courses: Data skills and learning opportunities
    Presentation made by Wendy Gram et al. as part of the "Bringing Research Data to the Ecology Classroom: Opportunities, Barriers, and Next Steps” Session at the Ecological Society of America...

    Keywords: Ecological Society of AmericaNEONNational Ecological Observatory Network

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    The Comics Project: Synthesizing and Communicating Science with Comics
    Students, especially non-science majors, often see science as abstracted from their daily lives. Moreover, students often struggle to translate scientific concepts into everyday language in order...

    Keywords: communicating scienceScience & Societycomics

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    Graphing Techniques for Introductory Microbiology
    This module will introduce the introductory microbiology students to graphing skills to visualize and interpret the data to investigate the effect of environmental factor (temperature) on bacterial...

    Keywords: data analysisgraphinggraph interpretationdata interpretationmicrobiologySTEM educationtemperaturegroup workBEDENet FMNbacterial growth

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    Gotcha! Which fly trap is the best? An introduction to experimental data collection and analysis
    Collecting data from experimental observations is an important component of the scientific process; likewise, the analysis of the data is essential to understanding the observed trends and patterns...

    Keywords: data analysisexperimental designdata collectionfruit fliesfly traps

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    Remote Sensing of Plants and Topography in R (Project EDDIE) for Advanced GIS class
    Students will explore different possible abiotic drivers of plant growth, defined as greenness and height. In the final step, students will analyze data from around the United States and consider...
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    Resources for Assessing Educational Interventions in Biology at the Collegiate Level
    Most scientific research is judged based on the quality of controlled experiments and carefully analyzed results. In addition, proper levels of regulation in terms of biosafety and animal usage are...

    Keywords: researchassessmentpedagogylearning gainsIRBregulatory compliance

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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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    Learning R for Biologists: A Mini Course Grab-Bag for Instructors
    As biology becomes more data driven, teaching students data literacy skills has become central to biology curriculum. Despite a wealth of online resources that teach researchers how to use R, there...

    Keywords: Rdata analysisRStudio

    2009

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    NEON Data in the Classroom: Using the QUBES Platform and Faculty Mentoring Networks to Build, Adapt, and Publish Data­-Driven Teaching Resources
    The NEON FMN has been offered for three semesters with 37 faculty participating, resulted in a wide variety of new and adapted modules being publicly available.

    Keywords: NEON FMN

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    An evolution curriculum designed around understanding the rise and spread of drug-resistant pathogens
    Poster on teaching concepts in evolution and data science skills in an upper level Biology elective at Spelman College presented at the 2018 QUBES/BioQUEST Summer Workshop

    Keywords: EvolutionRdata sciencedrug resistanceSummer Workshop 2018

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    A Growing Concern: Sustaining Soil Resources through Local Decision Making
    This module addresses this need by providing students the opportunity to examine the differences between intensively managed agricultural landscapes (e.g. grazelands, conventional tillage) and...

    Keywords: sustainabilityenvironmental sciencegeologysoil scienceResources @ InTeGrate

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    Lichens in Your backyard (or campus): EREN-NEON Flexible Learning Project
    This project uses locally collected field data on lichen presence & abundance to better understand how lichens respond to changes. Navigation skills with a hand held compass are developed.

    Keywords: NEONNational Ecological Observatory Network

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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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    Three Research-Based Quantitative Reasoning Modules for Introductory Organismal Biology Laboratories
    We have designed three laboratory modules for an introductory organismal biology course with an emphasis on quantitative reasoning and data analysis skills. Module 1 tests for dimorphism in...

    Keywords: allometryplantsAnatomytranspirationdimorphisminvertebrate biologyarthropodsplatyhelminths

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    Spreadsheet Data Analysis Terms and Shortened Tutorial 4
    Introductory students are asked to learn terms for descriptive statistics and complete a matching exercise. Tutorial 4 was shorted to just the full calculations of t values.

    Keywords: Scientific ProcessStatistics and MathScientific Methodology

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    Ecological Forecasting Repository of Online Educational Resources
    This pdf provides a list of over 100 educational resources related to tools and skills related to ecological forecasting.

    Keywords: statisticsvideosecologymodel buildingmodulespythonecological forecastingonline course materialcode repositoriesonline textbooksbasics of Rdata sourcesdata skillsforecast cycleapplying forecastsdecision science

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