In this unit, students will be introduced to different data types used in the geosciences and other disciplines to understand environmental problems. The instructor will discuss the difference between qualitative and quantitative. Then, students will be given data sets related to water in Phoenix, Arizona. Students will work in groups of two to five to categorize different data sets as qualitative or quantitative and to reflect on their emotive responses to different data. The session ends with a discussion about the potential uses of these various data sets in decision-making around water in Phoenix, and uses this to foster a discussion about the ways in which different data sources lend insight into complex system problems.

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Students will identify and apply credible geologic and social science data sets to identify local hazards and vulnerable groups and structures, and assess risk for their community.

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Students will collect and analyze relevant social data on individual and community knowledge, risk perception and preparedness within their local social networks.

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In this unit, students will keep a log of immediate, personal sensory experiences by pausing once each hour over a period of ten hours and recording the sights, sounds, smells, tastes, and tactile experiences they are sensing at that moment. The log (or journaling activity) will occur outside of class and will be shared in a subsequent class meeting.
In class, students will exchange their logs, respond and discuss, and then form larger groups which will discuss disparate ways of paying attention to sensory experiences. Students will develop a deeper understanding of their own perceptions and how those perceptions can be recorded and used to evaluate an environmental setting. This activity is qualitative; it requires students to create an informal, subjective journal of their sensory experiences once each hour for a ten-hour time period prior to class.
When students share their individual qualitative experiences in pairs and small groups, they will begin to see patterns emerge that will enable them to develop quantitative observations for future use. They will also begin to relate their sensory experiences to the social, biological, and geophysical aspects of their personal environment; students will begin to explore how these system components are interrelated and how exposure to them may impact human experience and well-being. After the group discussion, students will reflect on the interstices between qualitative and quantitative analysis by way of their sensory logs and mutual discussion.

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Students will identify potential stakeholders and assess the importance of communication and interaction among these groups to make recommendations on how to define and develop prepared communities.

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This is the first of two lessons/labs for teaching and learning of computer science and sociology. Either and be used on their own or they can be used in sequence, in which case this should be used first.

Students will develop CS skills and behaviors including but not limited to: learning what an API is, learning how to access and utilize data on an API, and developing their R coding skills and knowledge. Students will also learn basic, but important, sociological principles such as how poverty is related to educational opportunities in America. Although prior knowledge of CS and sociology is helpful, neither is necessary for student (or instructor) success on this two-week project. Three instructional hours per week (total of six hours over two weeks).

This lesson is connected to but can be used independently of "Using Big Data to Identify and Understand Educational Inequality in America (1)"

Students will develop CS skills and behaviors including but not limited to: learning what an API is, learning how to access and utilize data on an API, and developing their R coding skills and knowledge. Students will also learn basic, but important, sociological principles such as how poverty is related to educational opportunities in America (and how this relationship varies between and among states). Although prior knowledge of CS and sociology is helpful, neither is necessary for student (or instructor) success on this project. Three instructional hours.

In this classroom project, students and faculty help a local housing non-profit identify area U.S. Census tracts most in need of its assistance in promoting decent and affordable homeownership to low- to moderate- income individuals. While this example describes an experience in a small, upper-level elective economics course, it includes suggestions for modifications of design and learning goals for other learning levels and environments.

Use metaphor frames throughout a course to help students both learn various concepts and to assess how they are understanding them.

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This activity offers one of the reflection activities we developed in our learning community "Exploring Natural History in Word and Field." In this class, the students learn about natural history by reading natural history essays and participating in field trips. In this activity, we use reflection before and during a field trip to an Old Growth Forest to help our students clarify their own stance for a Position Paper on whether and under what conditions logging should be allowed in Old Growth Forests.

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In this individual research project, a senior thesis student conducts a regression analysis that explores whether high school GPA or standardized test scores are better predictors of the cumulative GPAs of college graduates at her own university. The data are easily obtainable from the Office of Institutional Research. The project can be modified to be a group research project in a Research Methods Class or a Special Topics Upper Level Economics class.

Short Description:
This book uses a tidyverse approach to introduce various forms of visualization to assist in exploratory data analysis, and data visualization.

Word Count: 3017

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We examine the factors of race and environmental contamination, starting from the premise (and data proving) that race is not a biological, scientifically valid category, but a social, historical construction with real world consequences for equal access to health, resources, and power.

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Il volume rappresenta la tappa finale della prima stagione di implementazione del Progetto ABACUS (giugno 2019 - settembre 2020), sostenuta dal finanziamento pubblico garantito dalla Regione Siciliana e dalla Presidenza del Consiglio dei Ministri. In tal senso, la pubblicazione raccoglie sia una sezione di materiali di discussione critica sul percorso progettuale e sui primi esiti maturati, sia una ricca parte di contributi tematici offerti da referenti istituzionali, studiosi ed esperti, docenti accademici e ricercatori, professionisti e rappresentanti di organismi del Terzo settore Sono state così affrontate ed esaminate differenti tematiche e problematiche socio-culturali e socio-economiche, e prospettive e approcci metodologico-operativi tra loro affini e convergenti, che si sviluppano a cavallo delle politiche sociali, giovanili e culturali, della progettazione sociale e culturale, dell'innovazione sociale e della diversità culturale, in differenti contesti socio-territoriali siciliani e italiani, con una particolare attenzione per quelle iniziative che rappresentano casi paradigmatici in cui le istanze istituzionali, della ricerca, dell'educazione e della formazione si incontrano con le aspettative dei pubblici differenziati e, specialmente, delle giovani generazioni, anche sull'orizzonte della innovazione dell'occupazione giovanile.

This collection an be used as group or individual activities in psychology, sociology, communications, or related courses. The WWHoA model aims to first engage students in the "Why" of the concept or lesson, then moves them into the "what" and "how," before concluding with "assessments." The materials cover four lessons, and are intended to be used as is and also expanded upon for other concepts. These activities were created by Maria Gross, Psychology, Mid Michigan Community College; Kelley Eltzroth, Psychology, Mid Michigan Community College;
Nicole Korzetz, Psychology, Lee College; Philip B. Terry-Smith,Ph.D, Sociology, Anne Arundel Community College; and Diane Miller, Communication, Mid Michigan Community College.

"Wants Versus Needs" is a two-part assignment given to students to encourage reflection on the materialism/consumption inherent in today's American society. This activity is designed to bring home to students the personal impact of materialism and advertising in America today.

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A kind of graphic novel within a mobility table where students can explore processes of mobility, discrimination, privilege, and power -- whatever maintains, grows or reduces social inequality.

Word Count: 272929

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A lesson for students to think about the neighborhood they live in and what makes a neighborhood.

Spreadsheets Across the Curriculum module. Simulating a forensic calculation, students build spreadsheets and create graphs to find the time of death of a potato victim from temperature vs. time data.