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Public Availability of Published Research Data in High-Impact Journals
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Background There is increasing interest to make primary data from published research publicly available. We aimed to assess the current status of making research data available in highly-cited journals across the scientific literature. Methods and Results We reviewed the first 10 original research papers of 2009 published in the 50 original research journals with the highest impact factor. For each journal we documented the policies related to public availability and sharing of data. Of the 50 journals, 44 (88%) had a statement in their instructions to authors related to public availability and sharing of data. However, there was wide variation in journal requirements, ranging from requiring the sharing of all primary data related to the research to just including a statement in the published manuscript that data can be available on request. Of the 500 assessed papers, 149 (30%) were not subject to any data availability policy. Of the remaining 351 papers that were covered by some data availability policy, 208 papers (59%) did not fully adhere to the data availability instructions of the journals they were published in, most commonly (73%) by not publicly depositing microarray data. The other 143 papers that adhered to the data availability instructions did so by publicly depositing only the specific data type as required, making a statement of willingness to share, or actually sharing all the primary data. Overall, only 47 papers (9%) deposited full primary raw data online. None of the 149 papers not subject to data availability policies made their full primary data publicly available. Conclusion A substantial proportion of original research papers published in high-impact journals are either not subject to any data availability policies, or do not adhere to the data availability instructions in their respective journals. This empiric evaluation highlights opportunities for improvement.

Subject:
Applied Science
Health, Medicine and Nursing
Material Type:
Reading
Provider:
PLOS ONE
Author:
Alawi A. Alsheikh-Ali
John P. A. Ioannidis
Mouaz H. Al-Mallah
Waqas Qureshi
Date Added:
08/07/2020
Public Data Archiving in Ecology and Evolution: How Well Are We Doing?
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Policies that mandate public data archiving (PDA) successfully increase accessibility to data underlying scientific publications. However, is the data quality sufficient to allow reuse and reanalysis? We surveyed 100 datasets associated with nonmolecular studies in journals that commonly publish ecological and evolutionary research and have a strong PDA policy. Out of these datasets, 56% were incomplete, and 64% were archived in a way that partially or entirely prevented reuse. We suggest that cultural shifts facilitating clearer benefits to authors are necessary to achieve high-quality PDA and highlight key guidelines to help authors increase their data’s reuse potential and compliance with journal data policies.

Subject:
Biology
Life Science
Material Type:
Reading
Provider:
PLOS Biology
Author:
Dominique G. Roche
Loeske E. B. Kruuk
Robert Lanfear
Sandra A. Binning
Date Added:
08/07/2020
Public Economics I
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CC BY-NC-SA
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This course covers theory and evidence on government taxation policy. Topics include tax incidence, optimal tax theory, the effect of taxation on labor supply and savings, taxation and corporate behavior, and tax expenditure policy.

Subject:
Economics
Social Science
Material Type:
Full Course
Provider:
MIT
Provider Set:
MIT OpenCourseWare
Author:
Poterba, James
Werning, Iván
Date Added:
09/01/2012
Public Finance and Public Policy
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Explores the role of government in the economy, applying tools of basic microeconomics to answer important policy questions such as government response to global warming, school choice by K-12 students, Social Security versus private retirement savings accounts, government versus private health insurance, setting income tax rates for individuals and corporations.

Subject:
Economics
Political Science
Social Science
Material Type:
Full Course
Provider:
MIT
Provider Set:
MIT OpenCourseWare
Author:
Gruber, Jonathan
Date Added:
09/01/2010
Public Policy Analysis for Engineers
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Public policy issues are important to every field of engineering. Yet, most engineering students know little about the topic. For most students, however, an entire course focused on the topic is not necessary. For example, a class on engineering design could incorporate a case study on 3D printing policy.

This course will introduce students to the interrelationship of engineering and public policy, how to conduct neutral policy analysis, and then apply that knowledge in case studies to practice the skills they have learned. The modules takes a flipped classroom/active learning approach by using short videos to educate students, activities to practice the skills taught, and incorporates real-world examples such as hydraulic fracturing, drones, and 3D printing.

Subject:
Applied Science
Engineering
Material Type:
Full Course
Provider:
Carnegie Mellon University
Provider Set:
Open Learning Initiative
Date Added:
01/01/2015
Public Policy: Origins, Practice, and Analysis
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Table of Contents
Acknowledgments
Chapter 1: Introduction to Public Policy
Chapter 2: Origins and Actors
Chapter 3: Foundations of the Policy Process
Chapter 4: Problem Identification and Agenda Setting
Chapter 5: Policy Design and Formulation
Chapter 6: Policy Implementation
Chapter 7: Policy Analysis and Evaluation

Subject:
Political Science
Social Science
Material Type:
Textbook
Provider:
University of North Georgia Press
Author:
John Powell Hall
Keith E. Lee Jr.
Kimberly Martin
Date Added:
08/31/2022
Quantitative Research Methods for Political Science, Public Policy and Public Administration for Undergraduates: 1st Edition With Applications in Excel
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Quantitative Research Methods for Political Science, Public Policy and Public Administration for Undergraduates: 1st Edition With Applications in Excel is an adaption of Quantitative Research Methods for Political Science, Public Policy and Public Administration (With Applications in R). The focus of this book is on using quantitative research methods to test hypotheses and build theory in political science, public policy and public administration. This new version is designed specifically for undergraduate courses. It omits large portions of the original text that focused on calculus and linear algebra, expands and reorganizes the content on the software system by shifting to Excel and includes guided study questions at the end of each chapter.

Subject:
Political Science
Social Science
Material Type:
Textbook
Provider:
East Tennessee State University
Author:
Aaron Fister
Gary Copeland
Hank Jenkins-Smith
Joseph Ripberger
Josie Davis
Matthew Nowlin
Tracey Bark
Tyler Hughes
Wehde Wesley
Date Added:
07/02/2020
Quantitative Research Methods for Political Science, Public Policy and Public Administration for Undergraduates: 1st Edition With Applications in R
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CC BY
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Quantitative Research Methods for Political Science, Public Policy and Public Administration for Undergraduates: 1st Edition With Applications in R is an adaption of Quantitative Research Methods for Political Science, Public Policy and Public Administration (With Applications in R). The focus of this book is on using quantitative research methods to test hypotheses and build theory in political science, public policy and public administration. This new version of the text omits large portions of the original text that focused on calculus and linear algebra, expands and reorganizes the content on the software system R and includes guided study questions at the end of each chapter.

Subject:
Political Science
Social Science
Material Type:
Textbook
Provider:
East Tennessee State University
Author:
Aaron Fister
Gary Copeland
Hank Jenkins-Smith
Joseph Ripberger
Josie Davis
Matthew Nowlin
Tyler Hughes
Wehde Wesley
Date Added:
07/02/2020
Resolving Public Disputes
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This course is an introduction to real-world dynamics of public policy controversies. Topics to be considered include national, state, and local policy disputes, such as smoking, hazardous waste, abortion, gun control, and education. Using a case study approach, students study whether and how those disputes get resolved. Students conduct debates and simulations in addition to writing a series of short essays.

Subject:
Political Science
Social Science
Material Type:
Full Course
Provider:
MIT
Provider Set:
MIT OpenCourseWare
Author:
Layzer, Judith
Date Added:
02/01/2005
Return on capital
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CC BY-NC-SA
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Introduction to return on capital and cost of capital. Using these concepts to decide where to invest. Created by Sal Khan.

Subject:
Economics
Social Science
Material Type:
Lesson
Provider:
Khan Academy
Provider Set:
Khan Academy
Author:
Sal Khan
Date Added:
07/27/2021
The Roosevelt Project
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This project looks to combine the legacies of these three titans of American history, including Theodore Roosevelt, Franklin Roosevelt, and Eleanor Roosevelt, to develop policy priorities and an action plan that will enable us to move beyond the false choice of economic growth or environmental security.

Subject:
Applied Science
Career and Technical Education
Economics
Environmental Science
Environmental Studies
Political Science
Social Science
Material Type:
Full Course
Provider:
MIT
Provider Set:
MIT OpenCourseWare
Author:
Team, The MIT Roosevelt Project
Date Added:
02/01/2023
Science and Policy of Natural Hazards
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This course examines the science of natural catastrophes such as earthquakes and hurricanes and explores the relationships between the science of and policy toward such hazards. It presents the causes and effects of these phenomena, discusses their predictability, and examines how this knowledge influences policy making. This course includes intensive practice in the writing and presentation of scientific research and summaries for policy makers.

Subject:
Applied Science
Atmospheric Science
Career and Technical Education
Environmental Science
Environmental Studies
Physical Science
Political Science
Social Science
Material Type:
Full Course
Provider:
MIT
Provider Set:
MIT OpenCourseWare
Author:
Connor, Jane
Emanuel, Kerry
Rondenay, Stephane
Date Added:
02/01/2010
Science and Policy of Natural Hazards
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This course examines the science of natural catastrophes such as earthquakes and hurricanes and explores the relationships between the science of and policy toward such hazards. It presents the causes and effects of these phenomena, discusses their predictability, and examines how this knowledge influences policy making. This course includes intensive practice in the writing and presentation of scientific research and summaries for policy makers.

Subject:
Applied Science
Environmental Science
Material Type:
Activity/Lab
Homework/Assignment
Lecture Notes
Syllabus
Provider:
MIT
Provider Set:
MIT OpenCourseWare
Author:
Jane Connor
Kerry Emanuel
Stephane Rondenay
Date Added:
01/01/2009
Special Graduate Topic in Political Science: Public Opinion
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This course provides an introduction to the vast literature devoted to public opinion. In the next 12 weeks, we will survey the major theoretical approaches and empirical research in the field of political behavior (though we will only tangentially discuss political  participation and voting). For the most part we will focus on American public opinion, though some of the work we will read is comparative in nature.

Subject:
Political Science
Social Science
Sociology
Material Type:
Full Course
Provider:
MIT
Provider Set:
MIT OpenCourseWare
Author:
Berinsky, Adam
Date Added:
02/01/2004
Statistical Discrimination and Motherhood: Using Media to Teach Economics
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A news story interviews a woman who claims that it was difficult for her to find employment because she had children. The story is used to examine the concept of statistical discrimination and whether public policy should be used to discourage statistical discrimination in this case.

Subject:
Business and Communication
Economics
Social Science
Sociology
Material Type:
Activity/Lab
Lecture
Provider:
Science Education Resource Center (SERC) at Carleton College
Provider Set:
Teaching and Learning Economics (SERC)
Author:
Tod Porter
Date Added:
08/28/2012
Teaching Case: Scissors and Shears
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This case is the transcript of the 1962 Congressional Testimony of BC Deuschle, President of the Scissors, Shears and Manicure Implement Manufacturers' Association, with regard to the Trade Expansion Act of 1962. Deuschle opposes the act, fearing that reduced protection will destroy his industry. The case includes all of the classic economic and political motives for protection.

Subject:
Business and Communication
Economics
Political Science
Social Science
Material Type:
Activity/Lab
Provider:
Science Education Resource Center (SERC) at Carleton College
Provider Set:
Starting Point (SERC)
Author:
Ann Velenchik
Date Added:
08/28/2012
Technology, Law, and the Working Environment
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This course addresses the relationship between technology-related problems and the law applicable to work environment. The National Labor Relations Act, the Occupational Safety and Health Act, the Toxic Substances Control Act, state worker’s compensation, and suits by workers in the courts are discussed in the course. Problems related to occupational health and safety, collective bargaining as a mechanism for altering technology in the workplace, job alienation, productivity, and the organization of work are also addressed. Prior courses or experience in environmental, public health, or law-related areas will be useful.

Subject:
Applied Science
Engineering
Environmental Science
Political Science
Social Science
Material Type:
Full Course
Date Added:
07/14/2022
Transportation Policy, Strategy, and Management
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This class surveys the current concepts, theories, and issues in strategic management of transportation organizations. It provides transportation logistics and engineering systems students with an overview of the operating context, leadership challenges, strategies, and management tools that are used in today's public and private transportation organizations. The following concepts, tools, and issues are presented in both public and private sector cases: alternative models of decision-making, strategic planning (e.g., use of SWOT analysis and scenario development), stakeholder valuation and analysis, government-based regulation and cooperation within the transportation enterprise, disaster communications, systems safety, change management, and the impact of globalization.

Subject:
Business and Communication
Management
Social Science
Material Type:
Full Course
Provider:
MIT
Provider Set:
MIT OpenCourseWare
Author:
Coughlin, Joseph
Date Added:
09/01/2004