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Data Analysis
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CC BY-NC-SA
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The applet in this section allows for simple data analysis of univariate data. Users can either generate normal or uniform data for k samples or copy and paste data from another source to a text box. A univariate analysis is performed for all k samples.

Subject:
Mathematics
Statistics and Probability
Material Type:
Activity/Lab
Provider:
Consortium for the Advancement of Undergraduate Statistics Education
Provider Set:
Causeweb.org
Author:
C. Anderson-Cook, S. Dorai-Raj, T. Robinson, Virginia Tech Department of Statistics
Date Added:
02/16/2011
Data Analysis and Visualization in R for Ecologists
Unrestricted Use
CC BY
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Data Carpentry lesson from Ecology curriculum to learn how to analyse and visualise ecological data in R. Data Carpentry’s aim is to teach researchers basic concepts, skills, and tools for working with data so that they can get more done in less time, and with less pain. The lessons below were designed for those interested in working with ecology data in R. This is an introduction to R designed for participants with no programming experience. These lessons can be taught in a day (~ 6 hours). They start with some basic information about R syntax, the RStudio interface, and move through how to import CSV files, the structure of data frames, how to deal with factors, how to add/remove rows and columns, how to calculate summary statistics from a data frame, and a brief introduction to plotting. The last lesson demonstrates how to work with databases directly from R.

Subject:
Applied Science
Computer Science
Ecology
Information Science
Life Science
Mathematics
Measurement and Data
Material Type:
Module
Provider:
The Carpentries
Author:
Ankenbrand, Markus
Arindam Basu
Ashander, Jaime
Bahlai, Christie
Bailey, Alistair
Becker, Erin Alison
Bledsoe, Ellen
Boehm, Fred
Bolker, Ben
Bouquin, Daina
Burge, Olivia Rata
Burle, Marie-Helene
Carchedi, Nick
Chatzidimitriou, Kyriakos
Chiapello, Marco
Conrado, Ana Costa
Cortijo, Sandra
Cranston, Karen
Cuesta, Sergio Martínez
Culshaw-Maurer, Michael
Czapanskiy, Max
Daijiang Li
Dashnow, Harriet
Daskalova, Gergana
Deer, Lachlan
Direk, Kenan
Dunic, Jillian
Elahi, Robin
Fishman, Dmytro
Fouilloux, Anne
Fournier, Auriel
Gan, Emilia
Goswami, Shubhang
Guillou, Stéphane
Hancock, Stacey
Hardenberg, Achaz Von
Harrison, Paul
Hart, Ted
Herr, Joshua R.
Hertweck, Kate
Hodges, Toby
Hulshof, Catherine
Humburg, Peter
Jean, Martin
Johnson, Carolina
Johnson, Kayla
Johnston, Myfanwy
Jordan, Kari L
K. A. S. Mislan
Kaupp, Jake
Keane, Jonathan
Kerchner, Dan
Klinges, David
Koontz, Michael
Leinweber, Katrin
Lepore, Mauro Luciano
Li, Ye
Lijnzaad, Philip
Lotterhos, Katie
Mannheimer, Sara
Marwick, Ben
Michonneau, François
Millar, Justin
Moreno, Melissa
Najko Jahn
Obeng, Adam
Odom, Gabriel J.
Pauloo, Richard
Pawlik, Aleksandra Natalia
Pearse, Will
Peck, Kayla
Pederson, Steve
Peek, Ryan
Pletzer, Alex
Quinn, Danielle
Rajeg, Gede Primahadi Wijaya
Reiter, Taylor
Rodriguez-Sanchez, Francisco
Sandmann, Thomas
Seok, Brian
Sfn_brt
Shiklomanov, Alexey
Shivshankar Umashankar
Stachelek, Joseph
Strauss, Eli
Sumedh
Switzer, Callin
Tarkowski, Leszek
Tavares, Hugo
Teal, Tracy
Theobold, Allison
Tirok, Katrin
Tylén, Kristian
Vanichkina, Darya
Voter, Carolyn
Webster, Tara
Weisner, Michael
White, Ethan P
Wilson, Earle
Woo, Kara
Wright, April
Yanco, Scott
Ye, Hao
Date Added:
03/20/2017
Decision-Making and Problem-Solving Practices of Superintendents Confronted by District Dilemmas
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CC BY-NC-ND
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The purpose of this study was to determine the decision-making and problem-solving approaches most frequently used by school superintendents in two mid-western states when confronted with district dilemmas. The research replicated a study conducted by Polka, Litchka, Caizi, Denig and Mete (2011) in five Mid-Atlantic states. The survey used in both studies was based on the work of Tarter and Hoy (1998). Results between the two regions were compared and significant differences were found in how superintendents manage dilemmas and their preferences for making decisions. In addition, significant differences were found between male and female superintendents in the mid-western states.

Subject:
Education
Material Type:
Reading
Teaching/Learning Strategy
Provider:
National Council of Professors of Educational Administration (NCPEA)
Provider Set:
IJELP | International Journal of Education Leadership Preparation
Author:
Noppe, R., Sheng, B., Webb, C., & Yager, S.
Date Added:
03/02/2013
Deformation: Nanocomposite Compression
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Educational Use
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Students learn about nanocomposites, compression and strain as they design and program robots that compress materials. Student groups conduct experiments to determine how many LEGO MINDSTORMS(TM) NXT motor rotations it takes to compress soft nanocomposites, including mini marshmallows, Play-Doh®, bread and foam. They measure the length and width of their nanocomposite objects before and after compression to determine the change in length and width as a function of motor rotation.

Subject:
Applied Science
Architecture and Design
Engineering
Material Type:
Activity/Lab
Provider:
TeachEngineering
Provider Set:
TeachEngineering
Author:
Jennifer S. Haghpanah
Date Added:
09/18/2014
Degrees of Freedom in Planning, Running, Analyzing, and Reporting Psychological Studies: A Checklist to Avoid p-Hacking
Unrestricted Use
CC BY
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The designing, collecting, analyzing, and reporting of psychological studies entail many choices that are often arbitrary. The opportunistic use of these so-called researcher degrees of freedom aimed at obtaining statistically significant results is problematic because it enhances the chances of false positive results and may inflate effect size estimates. In this review article, we present an extensive list of 34 degrees of freedom that researchers have in formulating hypotheses, and in designing, running, analyzing, and reporting of psychological research. The list can be used in research methods education, and as a checklist to assess the quality of preregistrations and to determine the potential for bias due to (arbitrary) choices in unregistered studies.

Subject:
Psychology
Social Science
Material Type:
Reading
Provider:
Frontiers in Psychology
Author:
Coosje L. S. Veldkamp
Hilde E. M. Augusteijn
Jelte M. Wicherts
Marcel A. L. M. van Assen
Marjan Bakker
Robbie C. M. van Aert
Date Added:
08/07/2020
Designing Bridges
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Educational Use
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Students learn about the types of possible loads, how to calculate ultimate load combinations, and investigate the different sizes for the beams (girders) and columns (piers) of simple bridge design. Students learn the steps that engineers use to design bridges: understanding the problem, determining the potential bridge loads, calculating the highest possible load, and calculating the amount of material needed to resist the loads.

Subject:
Applied Science
Architecture and Design
Engineering
Material Type:
Activity/Lab
Lesson Plan
Provider:
TeachEngineering
Provider Set:
TeachEngineering
Author:
Christopher Valenti
Denali Lander
Denise W. Carlson
Joe Friedrichsen
Jonathan S. Goode
Malinda Schaefer Zarske
Natalie Mach
Date Added:
09/18/2014
Designing a Robotic Surgical Device
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Educational Use
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Student teams create laparoscopic surgical robots designed to reduce the invasiveness of diagnosing endometriosis and investigate how the disease forms and spreads. Using a synthetic abdominal cavity simulator, students test and iterate their remotely controlled, camera-toting prototype devices, which must fit through small incisions, inspect the organs and tissue for disease, obtain biopsies, and monitor via ongoing wireless image-taking. Note: This activity is the core design project for a semester-long, three-credit high school engineering course. Refer to the associated curricular unit for preparatory lessons and activities.

Subject:
Applied Science
Engineering
Health, Medicine and Nursing
Material Type:
Activity/Lab
Provider:
TeachEngineering
Provider Set:
TeachEngineering
Author:
Benjamin S. Terry
Brandi N. Briggs
Denise W. Carlson
Stephanie Rivale
Date Added:
09/18/2014
Detail Drawings: Communicating with Engineers
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Educational Use
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Students are introduced to detail drawings and the importance of clearly documenting and communicating their designs. They are introduced to the American National Standards Institute (ANSI) Y14.5 standard, which controls how engineers communicate and archive design information. They are introduced to standard paper sizes and drawing view conventions, which are major components of the Y14.5 standard.

Subject:
Applied Science
Education
Engineering
Material Type:
Lesson Plan
Provider:
TeachEngineering
Provider Set:
TeachEngineering
Author:
Benjamin S. Terry
Denise W. Carlson
Stephanie Rivale
Date Added:
09/18/2014
Develop Written Communication Strategies for Workplace
Unrestricted Use
CC BY
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This course allows students to develop effective strategies specifically for the workplace. From idea gathering to drafting to delivery. this course will prepare students to write a variety of documents, letters, reports tailored to professional audiences.

Subject:
English Language Arts
Material Type:
Lecture
Date Added:
10/07/2017
Developing Change Agents
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CC BY-NC
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Innovative Practices for Sustainability Leadership

Short Description:
Developing Change Agents examines the role of academia in creating the next generation of sustainability leaders. Delving into strategies to transform higher education, this volume empowers universities to develop change agents who can scale solutions to meet the wicked environmental, social, and political challenges of the present and future. Developing Change Agents advances a revolutionary perspective on the way academia functions from the administrative hierarchies to faculty, and the classroom and to deep engagement in the communities where the solutions must be co-created. This book works to find a transdisciplinary, effective method of tackling the world’s issues with reference to emotional intelligence, diversity, community, and reward structures and supports a tailored, reflexive approach based upon each university’s diverse and unique students, faculty, programs, and communities. From the ANGLES NETWORK: A Network for Graduate Leadership in Sustainability

Word Count: 75528

ISBN: 978-1-946135-57-5

(Note: This resource's metadata has been created automatically by reformatting and/or combining the information that the author initially provided as part of a bulk import process.)

Subject:
Career and Technical Education
Environmental Studies
Material Type:
Textbook
Provider:
University of Minnesota
Author:
Abigail M. York
Alexander S. Liepins
Edited by Kristi L. Kremers
Date Added:
11/01/2019
Discrepancies in the Registries of Diet vs Drug Trials
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CC BY
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This cross-sectional study examines discrepancies between registered protocols and subsequent publications for drug and diet trials whose findings were published in prominent clinical journals in the last decade. ClinicalTrials.gov was established in 2000 in response to the Food and Drug Administration Modernization Act of 1997, which called for registration of trials of investigational new drugs for serious diseases. Subsequently, the scope of ClinicalTrials.gov expanded to all interventional studies, including diet trials. Presently, prospective trial registration is required by the National Institutes of Health for grant funding and many clinical journals for publication.1 Registration may reduce risk of bias from selective reporting and post hoc changes in design and analysis.1,2 Although a study3 of trials with ethics approval in Finland in 2007 identified numerous discrepancies between registered protocols and subsequent publications, the consistency of diet trial registration and reporting has not been well explored.

Subject:
Applied Science
Health, Medicine and Nursing
Material Type:
Reading
Provider:
JAMA Network Open
Author:
Cara B. Ebbeling
David S. Ludwig
Steven B. Heymsfield
Date Added:
08/07/2020
Dissemination and publication of research findings: an updated review of related biases
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Objectives To identify and appraise empirical studies on publication and related biases published since 1998; to assess methods to deal with publication and related biases; and to examine, in a random sample of published systematic reviews, measures taken to prevent, reduce and detect dissemination bias. Data sources The main literature search, in August 2008, covered the Cochrane Methodology Register Database, MEDLINE, EMBASE, AMED and CINAHL. In May 2009, PubMed, PsycINFO and OpenSIGLE were also searched. Reference lists of retrieved studies were also examined. Review methods In Part I, studies were classified as evidence or method studies and data were extracted according to types of dissemination bias or methods for dealing with it. Evidence from empirical studies was summarised narratively. In Part II, 300 systematic reviews were randomly selected from MEDLINE and the methods used to deal with publication and related biases were assessed. Results Studies with significant or positive results were more likely to be published than those with non-significant or negative results, thereby confirming findings from a previous HTA report. There was convincing evidence that outcome reporting bias exists and has an impact on the pooled summary in systematic reviews. Studies with significant results tended to be published earlier than studies with non-significant results, and empirical evidence suggests that published studies tended to report a greater treatment effect than those from the grey literature. Exclusion of non-English-language studies appeared to result in a high risk of bias in some areas of research such as complementary and alternative medicine. In a few cases, publication and related biases had a potentially detrimental impact on patients or resource use. Publication bias can be prevented before a literature review (e.g. by prospective registration of trials), or detected during a literature review (e.g. by locating unpublished studies, funnel plot and related tests, sensitivity analysis modelling), or its impact can be minimised after a literature review (e.g. by confirmatory large-scale trials, updating the systematic review). The interpretation of funnel plot and related statistical tests, often used to assess publication bias, was often too simplistic and likely misleading. More sophisticated modelling methods have not been widely used. Compared with systematic reviews published in 1996, recent reviews of health-care interventions were more likely to locate and include non-English-language studies and grey literature or unpublished studies, and to test for publication bias. Conclusions Dissemination of research findings is likely to be a biased process, although the actual impact of such bias depends on specific circumstances. The prospective registration of clinical trials and the endorsement of reporting guidelines may reduce research dissemination bias in clinical research. In systematic reviews, measures can be taken to minimise the impact of dissemination bias by systematically searching for and including relevant studies that are difficult to access. Statistical methods can be useful for sensitivity analyses. Further research is needed to develop methods for qualitatively assessing the risk of publication bias in systematic reviews, and to evaluate the effect of prospective registration of studies, open access policy and improved publication guidelines.

Subject:
Applied Science
Health, Medicine and Nursing
Material Type:
Reading
Provider:
Health Technology Assessment
Author:
Aj Sutton
C Hing
C Pang
Cs Kwok
F Song
I Harvey
J Ryder
L Hooper
S Parekh
Yk Loke
Date Added:
08/07/2020
Dissident Knowledge in Higher Education
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CC BY-NC-ND
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This collection includes some of the leading authorities in the field, including Marie Battiste, Noam Chomsky, Yvonna S. Lincoln, and Linda Tuhiwai Smith. It is geared towards courses that focus on methodology, colonialism, Indigenous research and knowledge, and theories of change.

Subject:
Arts and Humanities
Education
Higher Education
Philosophy
Material Type:
Reading
Textbook
Author:
Budd L. Hall
Christopher Meyers
Eve Tuck
James McNinch
Joel Westheimer
Linda T. Smith
Marc Spooner
Marie Battiste
Michelle Fine
Noam Chomsky
Norman K. Denzin
Patti Lather
Peter McLaren
Rosalind Gill
Sandy Grande
Yvonna S. Lincoln
Zeus Leonardo
Date Added:
09/19/2024
Don't Bump into Me!
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Educational Use
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Students' understanding of how robotic ultrasonic sensors work is reinforced in a design challenge involving LEGO MINDSTORMS(TM) NXT robots and ultrasonic sensors. Student groups program their robots to move freely without bumping into obstacles (toy LEGO people). They practice and learn programming skills and logic design in parallel. They see how robots take input from ultrasonic sensors and use it to make decisions to move, resulting in behavior similar to the human sense of sight but through the use of sound sensors, more like echolocation. Students design-test-redesign-retest to achieve successful programs. A PowerPoint® presentation and pre/post quizzes are provided.

Subject:
Applied Science
Career and Technical Education
Electronic Technology
Engineering
Material Type:
Activity/Lab
Provider:
TeachEngineering
Provider Set:
TeachEngineering
Author:
Nishant Sinha
Pranit Samarth
Satish S. Nair
Date Added:
09/18/2014
Drawing Designs in Detail
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Educational Use
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Students practice creating rudimentary detail drawings. They learn how engineers communicate the technical information about their designs using the basic components of detail drawings. They practice creating their own drawings of a three-dimensional block and a special LEGO piece, and then make 3D sketches of an unknown object using only the information provided in its detail drawing.

Subject:
Applied Science
Education
Engineering
Technology
Material Type:
Activity/Lab
Provider:
TeachEngineering
Provider Set:
TeachEngineering
Author:
Benjamin S. Terry
Brandi Briggs
Denise W. Carlson
Stephanie Rivale
Date Added:
09/18/2014
Dublin Core Quick Start: An Intro Guide to Creating Metadata
Unrestricted Use
CC BY
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What is this book? This book is designed as a quick introduction to authoring metadata using basic elements from the Dublin Core Metadata Initiative.

Subject:
Applied Science
Information Science
Material Type:
Textbook
Provider:
University of Iowa
Provider Set:
Iowa Research Online
Author:
Bailey VandeKamp
Caitlin S Matheis
Micah Bateman
Date Added:
04/10/2024
ECG
Conditional Remix & Share Permitted
CC BY-NC-SA
ECG
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ECG is a machine to record electrical activity of the heart which can be done by using ECG strips. Interpret the ECG is a useful tool to assess the haert functions.

Subject:
Health, Medicine and Nursing
Material Type:
Lecture Notes
Author:
Dr smita s patil
Date Added:
09/06/2020
EMPOWERING ENTREPRENEURS: THE RISE OF CROWDFUNDING
Unrestricted Use
CC BY
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Crowdfunding has become an increasingly popular way for entrepreneurs to raise capital for their business ventures. The internet and social media have made it easier than ever for small investors to connect with entrepreneurs, enabling a broader pool of investors to participate in the growth of new companies. This democratization of fundraising has enabled many entrepreneurs to get their ideas off the ground and generate support from a community of sponsors.https://sites.google.com/view/drsaravananonline/empowering-entrepreneurs-the-rise-of-crowdfunding 

Subject:
Arts and Humanities
Business and Communication
Material Type:
Lecture Notes
Author:
Dr.Saravanan S
Date Added:
02/17/2023