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Teaching biostatistics using the Rule of Four

A guide to helping intro bio students develop a deeper understanding of key statistical concepts by translating among numeric, graphical, verbal, and symbolic representations.

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Vikki Maurer onto Statistics

Choosing healthy data for healthy relationships: how to use 5-point summaries, box and whisker plots, and correlation to understand global health trends.

This module utilizes a user-friendly database exploring data selection, box-and-whisker plot, and correlation analysis. It also guides students on how to make a poster of their data and conclusions.

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Vikki Maurer onto Statistics

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 population for methylmercury levels (using real and hypothetical data) against real-world mercury standards.

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Vikki Maurer onto Statistics

Math and Stats in the Biology Classroom with HHMI BioInteractive

Conquer basic math and statistics used in biology while exploring classroom-ready resources. Concepts include central tendency and variation, spreadsheet skills, graphing, and data analysis with Chi-Square and T-Tests

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Vikki Maurer onto Statistics

Linear Regression (Excel) and Cellular Respiration for Biology, Chemistry and Mathematics

Students typically find linear regression analysis of data sets in a biology classroom challenging. These activities could be used in a Biology, Chemistry, Mathematics, or Statistics course. The collection provides student activity files with Excel instructions and Instructor Activity files with Excel instructions and solutions to problems. Students will be able to perform linear regression analysis, find correlation coefficient, create a scatter plot and find the r-square using MS Excel 365. Students will be able to interpret data sets, describe the relationship between biological variables, and predict the value of an output variable based on the input of an predictor variable.

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Vikki Maurer onto Statistics

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 hypothetical data) against real-world mercury standards.

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Profile picture of Vikki Maurer

Vikki Maurer onto Statistics

AIMS- Analyzing Images to learn Mathematics and Statistics - studying leaf cutter ants to learn linear regression

This is a teaching resource that uses fascinating images and videos of leaf cutter ants foraging in Panama to provide an engaging context for students to learn about mathematics and statistics.

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Vikki Maurer onto Statistics

statsTeachR

statsTeachR is an open-access, online repository of modular lesson plans, a.k.a. "modules", for teaching statistics using R at the undergraduate and graduate level.

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Vikki Maurer onto Statistics

Modernizing Statistics Education via Biology Applications

Part of the 2015 SMB Minisymposium: Topics in Biomathematics Education

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Vikki Maurer onto Statistics

Teacher Guide: Math and Statistics

Topics include measures of average (mean, median, and mode), variability (range and standard deviation), uncertainty (standard error and 95% confidence interval), Chi-square analysis, student t-test, Hardy-Weinberg equation, and frequency calculations.

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Vikki Maurer onto Statistics

How STEM Faculty Can Manage Generative A.I. use by Students

Generative AIs (e.g., ChatGPT have arrived on college campuses. STEM faculty have begun grappling with this disruptive technology and have responded in a various way from grudging acceptance to heroic efforts to forestall cheating to innovative incorporation. We provide a comprehensive survey of responses and a set of best practices.

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Vikki Maurer onto AI

Social Justice, Diversity, Equity, & Inclusion Glossary

This glossary includes terms and phrases that may be relevant in learning about and understanding aspects of Social Justice, Diversity, Equity, & Inclusion. A separate file with annotations about glossary terms including examples where they have been applied are available for you to explore and learn.

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Recasting the agreements to re-humanize STEM education

The purpose of education is to understand and help address local and global problems to better society and the world. A key player in this endeavor should be STEM education, which has the potential to equip learners with the skills and knowledge necessary to address intersectional issues such as climate change, health and income disparities, racism, and political divisions. However, in this article we argue that despite the transformative potential of STEM education, it remains far removed from most people’s lived experiences and is detached from the real-world social, political, and economic contexts in which it exists. This detachment not only perpetuates existing inequities by failing to meet the specific needs and reflect the experiences of these communities, but it also hampers STEM education’s capacity to address the very local and global problems it is purported to solve. By remaining removed from the tangible, real-world contexts in which it exists, STEM education cannot fully harness its potential to better humanity. To address these issues, we propose humanizing STEM education by intentionally and explicitly grounding all work in the recognition of the inherent worth and dignity of all students, regardless of their background. We begin the article by critically examining the typically unspoken pre-existing assumptions or “agreements” that govern and dictate the norms of teaching and learning within STEM, ways of approaching framing STEM education that we often take for granted as necessary and true. We propose new agreements that expand the ways in which we think about STEM education, in hopes of making STEM education more accessible, inclusive, relevant, responsive, and reparative. Throughout, we deliberate on the notion of being human. We argue that to envision a future of humanistic STEM, one that is intentionally grounded in an ethics of care and equity for all, including the environment, it is necessary to continue to make visible and reimagine the unarticulated assumptions that underlie our current approaches to STEM education and practice.

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Melissa Haswell onto Science Education and Academia

Humanizing STEM education: an ecological systems framework for educating the whole student

STEM higher education in the U.S. has long been an uninviting space for minoritized individuals, particularly women, persons of color, and international students and scholars. In recent years, the contemporary realities of a global pandemic, sociopolitical divides, and heightened racial tensions, along with elevated levels of mental illness and emotional distress among college students, have intensified the need for an undergraduate STEM education culture and climate that recognizes and values the humanity of our students. The purpose of this article is to advance a more humanized undergraduate STEM education and to provide a framework to guide efforts toward achieving that vision. We argue that humanizing approaches recognize and value the complexity of individuals and the cultural capital that they bring to their education, and that this is particularly important for empowering minoritized students who are subordinated in status in STEM higher education. A STEM education that centers students’ humanity gives rise to equity and promotes human well-being and flourishing alongside knowledge acquisition and skill development. We then offer a guiding framework for conceptualizing the broader ecosystem in which undergraduate STEM students are embedded, and use it to outline the individual and collective roles that different stakeholders in the ecosystem can play in humanizing STEM education.

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Melissa Haswell onto Science Education and Academia

Introduction to Liberatory Design

Resources on curriculum development and leadership from the National Equity Project

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Melissa Haswell onto Inclusive Teaching

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 course but could be adapted to other biology courses.

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Structuring Courses for Equity

As instructors, we continually look for new ways to create equitable learning environments and support learning for all students in our courses. Recently, we have explored ways that we can increase structure to better support students. We have identified four evidence-based elements that we include in our course design and implementation: 1) structured assessments and feedback; 2) structured out-of-class learning; 3) structured class time using inclusive practices; and 4) structured assignments using transparent design. In this essay, we identify some relevant literature to address each of these levels of structure and describe our experiences with implementation at each level to support equitable classroom environments.

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Monica Hall-Woods onto Gen Bio Activities

Go Extinct! An Award-Winning Evolution Game That Teaches Tree-Thinking as Students Pursue the Winning Strategy

Evolutionary trees communicate both the diversity and unity of life, a central and important scientific concept, as highlighted by the Vision and Change undergraduate biology education movement. Evolutionary trees and cladograms are diagrams viewed by biologists as Rosetta Stone-like in how well they convey an enormous amount of information with clarity and precision. However, the majority of undergraduates in introductory biology courses find the non-linear diagram confusing and do not immediately understand the tree-thinking central to interpreting the evolutionary tree’s branching structure. Go Extinct! is an original board game featuring land vertebrates (i.e., amphibians, mammals, birds and reptiles) and it is designed to engage students in reading this evolutionary tree. Go Extinct! won the Society for the Study of Evolution’s Huxley Award for outstanding outreach achievements in recognition for how the gameplay itself incentivizes students to identify clades and common ancestors on a stylized tree. The game can be completed in about 30 minutes, which allows instructors time to give follow-up activity sheets that help students transfer their new ability to read a stylized tree into the ability to read more traditional-looking trees found in textbooks and the literature. Overall, teaching the game, playing the game, and completing the follow-up transfer activity can be completed in a 50-minute section. Each game can serve up to 6 students, which means 3 games can cover a section of 18 students. Go Extinct! provides a fun and effective learning experience that students will remember and may even request to play again.

Primary Image: Biologists play Go Extinct! Students who play Go Extinct! gain a mastery of reading an evolutionary tree or cladogram. The winning strategy depends on identifying common ancestors of animal cards in your hand. Photo taken by the author.

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Monica Hall-Woods onto Gen Bio Activities

Pokemon Go and Ecology

These are resources associated with using Pokemon Go to teach concepts in Ecology.

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Monica Hall-Woods onto Gen Bio Activities

PhyloCards: a fun approach to exploring the local Wissahickon biodiversity, Chestnut Hill, Philadelphia, PA

PhyloCards are educational trading cards that teach people about biodiversity, conservation, and ecosystem relationships. We used this educational tool to explore the Wissahickon Valley's biodiversity in Philadelphia, PA, and to engage our college students in learning more about our local species and environmental issues. This activity aims to teach about native and non-native species, food chains, and the human impact on the local ecosystem. The game integrates core ecological concepts like biodiversity and species interactions while touching on human-environment interactions.

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Monica Hall-Woods onto Gen Bio Activities

A language guide: Trans and gender diverse inclusion

Trans and gender diverse communities are disproportionately affected by prejudice-motivated discrimination and violence.

The health and wellbeing outcomes of people with trans and gender diverse experience are directly related to transphobic stigma, prejudice, discrimination and abuse, including when incorrect language is used, often unknowingly.

The guide explains key terms and offers examples of language that can help us build safer, more inclusive environments for trans and gender diverse communities.

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Pat Marsteller onto social justice in stem

Gender Inclusive Biology

This website aims to curate resources and connect science educators, students, learners of all types, parents, guardians, and everyone involved in supporting and learning to grow a more inclusive biology curriculum.

 

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Pat Marsteller onto social justice in stem

Trans Inclusion in the Biology Classroom

Dr. Jess McLaughlin (they/them) discusses the importance of trans inclusion in the biology classroom, including strategies to discuss curricular material. 

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Pat Marsteller onto social justice in stem

Genderbread Person V4

A (continuously changing) tool that explains the differences between often conflated terms (i.e. gender, sex, gender expression, etc). This tool is great starting place for conversations on the importance of decoupling each of these terms.

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Pat Marsteller onto social justice in stem