CourseSource: Resources

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Quantifying Uncertainty and Distinguishing Data Sets in Introductory Physics

Physics labs are moving increasingly to open-ended experiments where students develop experimental physics skills, rather than verify textbook physics concepts. This sequence of activities sets the stage for this new kind of lab early in the...

Courses: Introductory Physics: Calculus-Based

statisticsMeasurementlaboratoryuncertaintypendulumexperimental skills

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1692

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518

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A Remote Introductory Biology Lab Using Backyard Birdwatching to Teach Data Analysis and Communication

Asking questions, designing experiments, collecting data and interpreting those data, and communicating the results are some of the most important concepts an undergraduate biology lab can teach students. When the SARS-CoV2 pandemic forced our...

Courses: Ecology Ecology Introductory Biology Science Process Skills

ecologydata analysisdata collection

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1106

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289

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Quantifying and Visualizing Campus Tree Phenology

Large enrollment courses present a challenge for instructors who want to engage students in authentic science practices that fit the recommendations of Vision & Change. Our lesson provides a meaningful science experience for undergraduates in...

Courses: Introductory Biology

ecologyBiodiversityphenologyplant biology

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5097

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348

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Learning to Pipet Correctly by Pipetting Incorrectly?

Beginning undergraduate students in biology need basic laboratory, data analysis, and science process skills to pursue more complex questions in course-based undergraduate research experiences (CUREs). To this end, we designed an introductory...

Courses: Introductory Biology Science Process Skills

statisticslaboratorypipetting

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2561

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641

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Follow the Sulfur: Using Yeast Mutants to Study a Metabolic Pathway

Students are frequently overwhelmed by the complexity of metabolic pathways and they think they have "learned" the pathway when they have memorized the individual reactions. This laboratory lesson helps students to understand the...

Courses: Biochemistry and Molecular Biology Genetics Introductory Biology Microbiology Science Process Skills

SelectionyeastMetabolismcysteinemediamethioninemutantPathwaysulfur

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2261

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480

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Air Quality Data Mining: Mining the US EPA AirData website for student-led evaluation of air quality issues

Air pollution directly affects human health endpoints including growth, respiratory processes, cardiovascular health, fertility, pregnancy outcomes, and cancer. Therefore, the distribution of air pollution is a topic that is relevant to all, and...

Courses: Ecology Ecology Introductory Biology Science Process Skills

data miningenvironmental justiceair qualityairpollutionspatial reasoning

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3168

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1094

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Squirreling Around for Science: Observing Sciurid Rodents to Investigate Animal Behavior

Hands-on research experiences are important opportunities for students to learn about the nature of inquiry and gain confidence in solving problems. Here, we present an inquiry-based lesson plan that investigates the foraging behavior of sciurid...

Courses: Ecology Ecology Introductory Biology Science Process Skills

foragingbehaviorbehavioral ecologySciuridSquirrelSquirrel-NetTrade-offVigilance

Teaching Tools and Strategies

2996

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A Strategy for Teaching Undergraduates to Write Effective Scientific Results Sections

Most undergraduate instructors would agree that learning to write about data in the style of a scientific research paper is a worthy goal for their students. However, many hesitate to tackle the challenge of teaching scientific writing in...

Courses: Science Process Skills

data analysisprimary literaturescientific writingcommunicating science

Essay

1519

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120

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Online Adaptation to "Gotcha! Which fly trap is the best? An introduction to experimental data collection and analysis"

We present here a simple and engaging experiment capitalizing on the universal need to rid our homes of fruit flies to teach experimental design and analysis. In an earlier paper, we described an experiment in which students learn the scientific...

Courses: Science Process Skills

data analysisexperimental designolfaction

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1149

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183

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Fatty Acid Induction of Lipid Droplets in Cancer Cells

There is a growing need for the development and communication of cell culture-based laboratory activities specifically designed for undergraduate students. This multi-week laboratory activity allows students to take part in the planning,...

Courses: Cell Biology Science Process Skills

Course based undergraduate researchCell ImagingLive Cell Staining

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6521

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1119

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Mapping a Mutation to its Gene: The "Fly Lab" as a Modern Research Experience

Although genetics is an invaluable part of the undergraduate biology curriculum, it can be intimidating to students as well as instructors: Students must reduce their reliance on memorization and dive deep into quantitative analysis, and...

Courses: Biochemistry and Molecular Biology Bioinformatics Genetics Science Process Skills

geneticsbioinformaticsdrosophilachi-square analysiscomplementation mappingmode of inheritancethree-point mapping

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1956

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347

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Modeling the Research Process: Authentic human physiology research in a large non-majors course

Laboratory experiences in large-enrollment introductory science courses often utilize “cookie-cutter style” laboratory experiences due to the relative simplicity of setting up the lab stations, as well as a need to teach students...

Courses: Anatomy-Physiology Introductory Biology Neurobiology Science Process Skills

data analysishypothesis testingexperimental designphysiology

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3580

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505

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How Many Squirrels Are in the Shrubs? A Lesson Plan for Comparing Methods for Population Estimation

Estimating the population sizes of animals is a key skill for any student interested in ecology, conservation, or management. However, counting animals in natural habitats is difficult, and the many techniques that exist each rely on assumptions...

Courses: Ecology Ecology Introductory Biology Professional Development and Career Planning Science Process Skills

population ecologywildlife managementpopulation estimationsciuridaeSquirrel-Net

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2802

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703

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Teaching Biodiversity with Museum Specimens in an Inquiry-Based Lab

In response to the growth of biology datasets and broad efforts to digitize data, an increasingly important skill for science students is the management and analysis of large datasets. We designed an inquiry-based lab module to introduce students...

Courses: Ecology Ecology Evolution Introductory Biology Science Process Skills

data analysisnatural historyphylogenyBiodiversitymammalsAllen's RuleBergmann's Ruleecogeographymuseum research

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2821

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554

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Developing Data Literacy Skills and Connecting the Student Experience in the Classroom to the Community Through Biodiversity Projects

Undergraduate education and long-term science literacy are enhanced by integrating data projects with public datasets and creating analysis summaries. Underutilized public datasets are often generated by community-based or citizen science projects...

Courses: Ecology Ecology Plant Biology

species richnessBiodiversitydisturbanceHabitat rangePopulation abundance

Lesson

1480

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435

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Using Images of Foraging Leaf-Cutter Ants to Teach Linear Regression

This lesson offers students a realistic, open-inquiry research experience, even when lab or field research is not possible. We first introduce students to leaf-cutter ants and how they forage. Then we provide images and videos of foraging...

Courses: Ecology Ecology Introductory Biology Science Process Skills

linear regressionexperimental designPlant-insect interactionsSymbiosisForaging behavior

Lesson

2818

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Unwrapping Enzyme Kinetics

Enzyme rates and kinetics are key components used by biochemists to understand how enzymes function. However, students often find it difficult to understand how these experiments are performed and how they reflect enzyme behavior in solution. The...

Courses: Biochemistry and Molecular Biology

kineticsstructure-functionenzymescatalysis

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2050

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BioVEDA Curriculum: An Approach to Link Conceptual and Quantitative Understanding of Variation During Experimental Design and Data Analysis

When performing a biological investigation, experts constantly cycle between conceptual and quantitative modes of thinking, integrating their understanding in both worlds to make decisions about their work. This cycling and mixing of conceptual...

Courses: Science Process Skills

statisticssample sizeBiological variation

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A virtual laboratory on cell division using a publicly-available image database

Cell division is a key concept in cell biology. While there are many popular activities to teach students the stages of mitosis, most make use of simple schematics, cartoons, or textbook diagrams. Others engage students in acting out the stages,...

Courses: Cell Biology Science Process Skills

image analysismicroscopymitosisCellular Processes

Essay

1704

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369

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Online Adaptation of the Cell Engineer/Detective Lesson

One of the most fundamental themes of biology is the relationship between structure and function, which is particularly evident when it comes to cells; however, the traditional cartoon depictions of cells that are often used to help teach the...

Courses: Cell Biology Introductory Biology Science Process Skills

cell functionCell StructureOrganelles