Transparent And Reproducible Social Science Research

Author : Garret Christensen,Jeremy Freese,Edward Miguel
Publisher : University of California Press
Page : 266 pages
File Size : 51,5 Mb
Release : 2019-07-23
Category : Social Science
ISBN : 9780520296954

Get Book

Transparent and Reproducible Social Science Research by Garret Christensen,Jeremy Freese,Edward Miguel Pdf

Recently, social science has had numerous episodes of influential research that was found invalid when placed under rigorous scrutiny. The growing sense that many published results are potentially erroneous has made those conducting social science research more determined to ensure the underlying research is sound. Transparent and Reproducible Social Science Research is the first book to summarize and synthesize new approaches to combat false positives and non-reproducible findings in social science research, document the underlying problems in research practices, and teach a new generation of students and scholars how to overcome them. Understanding that social science research has real consequences for individuals when used by professionals in public policy, health, law enforcement, and other fields, the book crystallizes new insights, practices, and methods that help ensure greater research transparency, openness, and reproducibility. Readers are guided through well-known problems and are encouraged to work through new solutions and practices to improve the openness of their research. Created with both experienced and novice researchers in mind, Transparent and Reproducible Social Science Research serves as an indispensable resource for the production of high quality social science research.

Author : Garret Christensen,Jeremy Freese,Edward Miguel
Publisher : Univ of California Press
Page : 272 pages
File Size : 50,9 Mb
Release : 2019-07-23
Category : Social Science
ISBN : 9780520969230

Get Book

Transparent and Reproducible Social Science Research by Garret Christensen,Jeremy Freese,Edward Miguel Pdf

Recently, social science has had numerous episodes of influential research that was found invalid when placed under rigorous scrutiny. The growing sense that many published results are potentially erroneous has made those conducting social science research more determined to ensure the underlying research is sound. Transparent and Reproducible Social Science Research is the first book to summarize and synthesize new approaches to combat false positives and non-reproducible findings in social science research, document the underlying problems in research practices, and teach a new generation of students and scholars how to overcome them. Understanding that social science research has real consequences for individuals when used by professionals in public policy, health, law enforcement, and other fields, the book crystallizes new insights, practices, and methods that help ensure greater research transparency, openness, and reproducibility. Readers are guided through well-known problems and are encouraged to work through new solutions and practices to improve the openness of their research. Created with both experienced and novice researchers in mind, Transparent and Reproducible Social Science Research serves as an indispensable resource for the production of high quality social science research.

Author : National Academies of Sciences, Engineering, and Medicine,Policy and Global Affairs,Committee on Science, Engineering, Medicine, and Public Policy,Board on Research Data and Information,Division on Engineering and Physical Sciences,Committee on Applied and Theoretical Statistics,Board on Mathematical Sciences and Analytics,Division on Earth and Life Studies,Nuclear and Radiation Studies Board,Division of Behavioral and Social Sciences and Education,Committee on National Statistics,Board on Behavioral, Cognitive, and Sensory Sciences,Committee on Reproducibility and Replicability in Science
Publisher : National Academies Press
Page : 257 pages
File Size : 55,6 Mb
Release : 2019-10-20
Category : Science
ISBN : 9780309486163

Get Book

Reproducibility and Replicability in Science by National Academies of Sciences, Engineering, and Medicine,Policy and Global Affairs,Committee on Science, Engineering, Medicine, and Public Policy,Board on Research Data and Information,Division on Engineering and Physical Sciences,Committee on Applied and Theoretical Statistics,Board on Mathematical Sciences and Analytics,Division on Earth and Life Studies,Nuclear and Radiation Studies Board,Division of Behavioral and Social Sciences and Education,Committee on National Statistics,Board on Behavioral, Cognitive, and Sensory Sciences,Committee on Reproducibility and Replicability in Science Pdf

One of the pathways by which the scientific community confirms the validity of a new scientific discovery is by repeating the research that produced it. When a scientific effort fails to independently confirm the computations or results of a previous study, some fear that it may be a symptom of a lack of rigor in science, while others argue that such an observed inconsistency can be an important precursor to new discovery. Concerns about reproducibility and replicability have been expressed in both scientific and popular media. As these concerns came to light, Congress requested that the National Academies of Sciences, Engineering, and Medicine conduct a study to assess the extent of issues related to reproducibility and replicability and to offer recommendations for improving rigor and transparency in scientific research. Reproducibility and Replicability in Science defines reproducibility and replicability and examines the factors that may lead to non-reproducibility and non-replicability in research. Unlike the typical expectation of reproducibility between two computations, expectations about replicability are more nuanced, and in some cases a lack of replicability can aid the process of scientific discovery. This report provides recommendations to researchers, academic institutions, journals, and funders on steps they can take to improve reproducibility and replicability in science.

Author : Kristoffer Bjärkefur,Luíza Cardoso de Andrade,Benjamin Daniels,Maria Ruth Jones
Publisher : World Bank Publications
Page : 388 pages
File Size : 40,9 Mb
Release : 2021-07-16
Category : Business & Economics
ISBN : 9781464816956

Get Book

Development Research in Practice by Kristoffer Bjärkefur,Luíza Cardoso de Andrade,Benjamin Daniels,Maria Ruth Jones Pdf

Development Research in Practice leads the reader through a complete empirical research project, providing links to continuously updated resources on the DIME Wiki as well as illustrative examples from the Demand for Safe Spaces study. The handbook is intended to train users of development data how to handle data effectively, efficiently, and ethically. “In the DIME Analytics Data Handbook, the DIME team has produced an extraordinary public good: a detailed, comprehensive, yet easy-to-read manual for how to manage a data-oriented research project from beginning to end. It offers everything from big-picture guidance on the determinants of high-quality empirical research, to specific practical guidance on how to implement specific workflows—and includes computer code! I think it will prove durably useful to a broad range of researchers in international development and beyond, and I learned new practices that I plan on adopting in my own research group.†? —Marshall Burke, Associate Professor, Department of Earth System Science, and Deputy Director, Center on Food Security and the Environment, Stanford University “Data are the essential ingredient in any research or evaluation project, yet there has been too little attention to standardized practices to ensure high-quality data collection, handling, documentation, and exchange. Development Research in Practice: The DIME Analytics Data Handbook seeks to fill that gap with practical guidance and tools, grounded in ethics and efficiency, for data management at every stage in a research project. This excellent resource sets a new standard for the field and is an essential reference for all empirical researchers.†? —Ruth E. Levine, PhD, CEO, IDinsight “Development Research in Practice: The DIME Analytics Data Handbook is an important resource and a must-read for all development economists, empirical social scientists, and public policy analysts. Based on decades of pioneering work at the World Bank on data collection, measurement, and analysis, the handbook provides valuable tools to allow research teams to more efficiently and transparently manage their work flows—yielding more credible analytical conclusions as a result.†? —Edward Miguel, Oxfam Professor in Environmental and Resource Economics and Faculty Director of the Center for Effective Global Action, University of California, Berkeley “The DIME Analytics Data Handbook is a must-read for any data-driven researcher looking to create credible research outcomes and policy advice. By meticulously describing detailed steps, from project planning via ethical and responsible code and data practices to the publication of research papers and associated replication packages, the DIME handbook makes the complexities of transparent and credible research easier.†? —Lars Vilhuber, Data Editor, American Economic Association, and Executive Director, Labor Dynamics Institute, Cornell University

Author : Barbara Czarniawska
Publisher : SAGE
Page : 192 pages
File Size : 45,6 Mb
Release : 2014-04-29
Category : Social Science
ISBN : 9781473905320

Get Book

Social Science Research by Barbara Czarniawska Pdf

This clear, straightforward textbook embraces the practical reality of actually doing fieldwork. It tackles the common problems faced by new researchers head on, offering sensible advice and instructive case studies from the author’s own experience. Barbara Czarniawska takes us on a master class through the research process, encouraging us to revisit the various facets of the fieldwork research and helping us to reframe our own experiences. Combining a conversational style of writing with an impressive range of empirical examples she takes the reader from planning and designing research to collecting and analyzing data all the way to writing up and disseminating findings. This is a sophisticated introduction to a broad range of research methods and methodologies; it will be of great interest to anyone keen to revisit social research in the company of an expert guide.

Author : Lee Jussim,Jon A. Krosnick,Sean T. Stevens
Publisher : Oxford University Press
Page : 465 pages
File Size : 53,6 Mb
Release : 2022
Category : Medical
ISBN : 9780190938550

Get Book

Research Integrity by Lee Jussim,Jon A. Krosnick,Sean T. Stevens Pdf

"Scientific discoveries often build on - and are inspired by - previous discoveries. If the scientific enterprise were a tower of blocks, each piece representing a scientific finding, scientific progress might entail making the tower bigger and better block by block, discovery by discovery. Rather than strong wooden blocks, imagine the blocks, or scientific findings, can take on shape based on scientific accuracy. The most accurate pieces are the strongest and sturdiest, while the least accurate are soft and pliable. Building a tower of the scientific enterprise with a large number of inaccurate blocks will cause the tower to start to wobble, lean over, and potentially collapse, as more and more blocks are placed upon weak and faulty pieces"--

Author : Naomi Oreskes
Publisher : Princeton University Press
Page : 386 pages
File Size : 43,9 Mb
Release : 2021-04-06
Category : Science
ISBN : 9780691212265

Get Book

Why Trust Science? by Naomi Oreskes Pdf

Why the social character of scientific knowledge makes it trustworthy Are doctors right when they tell us vaccines are safe? Should we take climate experts at their word when they warn us about the perils of global warming? Why should we trust science when so many of our political leaders don't? Naomi Oreskes offers a bold and compelling defense of science, revealing why the social character of scientific knowledge is its greatest strength—and the greatest reason we can trust it. Tracing the history and philosophy of science from the late nineteenth century to today, this timely and provocative book features a new preface by Oreskes and critical responses by climate experts Ottmar Edenhofer and Martin Kowarsch, political scientist Jon Krosnick, philosopher of science Marc Lange, and science historian Susan Lindee, as well as a foreword by political theorist Stephen Macedo.

Author : Uwe Engel,Anabel Quan-Haase,Sunny Xun Liu,Lars Lyberg
Publisher : Taylor & Francis
Page : 434 pages
File Size : 53,8 Mb
Release : 2021-11-10
Category : Computers
ISBN : 9781000448597

Get Book

Handbook of Computational Social Science, Volume 2 by Uwe Engel,Anabel Quan-Haase,Sunny Xun Liu,Lars Lyberg Pdf

The Handbook of Computational Social Science is a comprehensive reference source for scholars across multiple disciplines. It outlines key debates in the field, showcasing novel statistical modeling and machine learning methods, and draws from specific case studies to demonstrate the opportunities and challenges in CSS approaches. The Handbook is divided into two volumes written by outstanding, internationally renowned scholars in the field. This second volume focuses on foundations and advances in data science, statistical modeling, and machine learning. It covers a range of key issues, including the management of big data in terms of record linkage, streaming, and missing data. Machine learning, agent-based and statistical modeling, as well as data quality in relation to digital trace and textual data, as well as probability, non-probability, and crowdsourced samples represent further foci. The volume not only makes major contributions to the consolidation of this growing research field, but also encourages growth into new directions. With its broad coverage of perspectives (theoretical, methodological, computational), international scope, and interdisciplinary approach, this important resource is integral reading for advanced undergraduates, postgraduates, and researchers engaging with computational methods across the social sciences, as well as those within the scientific and engineering sectors.

Author : Jamie Druckman
Publisher : Cambridge University Press
Page : 229 pages
File Size : 50,9 Mb
Release : 2022-05-12
Category : Political Science
ISBN : 9781108845939

Get Book

Experimental Thinking by Jamie Druckman Pdf

Novel collection of essays addressing contemporary trends in political science from a broad spectrum of interdisciplinary scholars.

Author : Mitchell J. Prinstein
Publisher : Cambridge University Press
Page : 633 pages
File Size : 52,7 Mb
Release : 2022-08-04
Category : Psychology
ISBN : 9781108904322

Get Book

The Portable Mentor by Mitchell J. Prinstein Pdf

Psychology is a popular subject to study, with thousands entering graduate school each year, but unlike med or pre-law, there is limited information available to help students learn about the field, how to successfully apply, and how to thrive while completing doctoral work. The Portable Mentor is a useful, must-have resource for all students interested in psychology. This third edition is updated and expanded, designed to address students' and trainees' need for open dialogue and mentorship. Throughout, it covers some of the common challenges graduates face and features discussions about how to celebrate your identity and find a rewarding, worthwhile career path. It comprises thirty chapters written by more than seventy of the field's top experts, successfully filling a void in professional development advice.

Author : Wilson Gee
Publisher : Unknown
Page : 422 pages
File Size : 54,8 Mb
Release : 1950
Category : Social sciences
ISBN : UCAL:B4450570

Get Book

Social Science Research Methods by Wilson Gee Pdf

Author : Andrin Spescha
Publisher : Routledge
Page : 232 pages
File Size : 41,7 Mb
Release : 2021-07-21
Category : Business & Economics
ISBN : 9781000417418

Get Book

False Feedback in Economics by Andrin Spescha Pdf

This book investigates why economics makes less visible progress over time than scientific fields with a strong practical component, where interactions with physical technologies play a key role. The thesis of the book is that the main impediment to progress in economics is "false feedback", which it defines as the false result of an empirical study, such as empirical evidence produced by a statistical model that violates some of its assumptions. In contrast to scientific fields that work with physical technologies, false feedback is hard to recognize in economics. Economists thus have difficulties knowing where they stand in their inquiries, and false feedback will regularly lead them in the wrong directions. The book searches for the reasons behind the emergence of false feedback. It thereby contributes to a wider discussion in the field of metascience about the practices of researchers when pursuing their daily business. The book thus offers a case study of metascience for the field of empirical economics. The main strength of the book are the numerous smaller insights it provides throughout. The book delves into deep discussions of various theoretical issues, which it illustrates by many applied examples and a wide array of references, especially to philosophy of science. The book puts flesh on complicated and often abstract subjects, particularly when it comes to controversial topics such as p-hacking. The reader gains an understanding of the main challenges present in empirical economic research and also the possible solutions. The main audience of the book are all applied researchers working with data and, in particular, those who have found certain aspects of their research practice problematic.

Author : National Academies of Sciences, Engineering, and Medicine,Division of Behavioral and Social Sciences and Education,Committee on National Statistics
Publisher : National Academies Press
Page : 125 pages
File Size : 50,9 Mb
Release : 2019-04-01
Category : Social Science
ISBN : 9780309486293

Get Book

Methods to Foster Transparency and Reproducibility of Federal Statistics by National Academies of Sciences, Engineering, and Medicine,Division of Behavioral and Social Sciences and Education,Committee on National Statistics Pdf

In 2014 the National Science Foundation (NSF) provided support to the National Academies of Sciences, Engineering, and Medicine for a series of Forums on Open Science in response to a government-wide directive to support increased public access to the results of research funded by the federal government. However, the breadth of the work resulting from the series precluded a focus on any specific topic or discussion about how to improve public access. Thus, the main goal of the Workshop on Transparency and Reproducibility in Federal Statistics was to develop some understanding of what principles and practices are, or would be, supportive of making federal statistics more understandable and reviewable, both by agency staff and the public. This publication summarizes the presentations and discussions from the workshop.

Author : Pedro Goulart,Raul Ramos,Gianluca Ferrittu
Publisher : Springer Nature
Page : 711 pages
File Size : 49,9 Mb
Release : 2023-01-01
Category : Business & Economics
ISBN : 9783030892654

Get Book

Global Labour in Distress, Volume II by Pedro Goulart,Raul Ramos,Gianluca Ferrittu Pdf

This book, the second of two volumes, explores the transformations to the labour market observed since the offi cial end of the Cold War in 1991. This period is defi ned by the retreat of the state and a move towards more market-based economies, followed by a State comeback with the Great Recession. These bumpy decades for labour and changing labour policies are analysed thematically. The second volume focuses on labour earnings and inequality, underemployment, (in)decent work, and labour market policies. This book aims to examine how labour institutions, both in developed and developing countries, have responded to the challenges faced over the last 30 years. It will be relevant to students and researchers interested in labour economics, political economy, and development economics.

Author : Thomas Harrell Allen
Publisher : Greenwood
Page : 184 pages
File Size : 47,6 Mb
Release : 1978
Category : Policy sciences
ISBN : UCAL:B5000249

Get Book

New Methods in Social Science Research by Thomas Harrell Allen Pdf