Transparent And Reproducible Social Science Research

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Transparent and Reproducible Social Science Research

Author : Garret Christensen
Publisher : University of California Press
ISBN 13 : 0520296958
Total Pages : 266 pages
Book Rating : 4.5/5 (22 download)

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Book Synopsis Transparent and Reproducible Social Science Research by : Garret Christensen

Download or read book Transparent and Reproducible Social Science Research written by Garret Christensen and published by University of California Press. This book was released on 2019-07-23 with total page 266 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Transparent and Reproducible Social Science Research

Author : Garret Christensen
Publisher : Univ of California Press
ISBN 13 : 0520969235
Total Pages : 272 pages
Book Rating : 4.5/5 (29 download)

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Book Synopsis Transparent and Reproducible Social Science Research by : Garret Christensen

Download or read book Transparent and Reproducible Social Science Research written by Garret Christensen and published by Univ of California Press. This book was released on 2019-07-23 with total page 272 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Reproducibility and Replicability in Science

Author : National Academies of Sciences, Engineering, and Medicine
Publisher : National Academies Press
ISBN 13 : 0309486165
Total Pages : 257 pages
Book Rating : 4.3/5 (94 download)

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Book Synopsis Reproducibility and Replicability in Science by : National Academies of Sciences, Engineering, and Medicine

Download or read book Reproducibility and Replicability in Science written by National Academies of Sciences, Engineering, and Medicine and published by National Academies Press. This book was released on 2019-10-20 with total page 257 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Development Research in Practice

Author : Kristoffer Bjärkefur
Publisher : World Bank Publications
ISBN 13 : 1464816956
Total Pages : 388 pages
Book Rating : 4.4/5 (648 download)

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Book Synopsis Development Research in Practice by : Kristoffer Bjärkefur

Download or read book Development Research in Practice written by Kristoffer Bjärkefur and published by World Bank Publications. This book was released on 2021-07-16 with total page 388 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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

Why Trust Science?

Author : Naomi Oreskes
Publisher : Princeton University Press
ISBN 13 : 0691212260
Total Pages : 386 pages
Book Rating : 4.6/5 (912 download)

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Book Synopsis Why Trust Science? by : Naomi Oreskes

Download or read book Why Trust Science? written by Naomi Oreskes and published by Princeton University Press. This book was released on 2021-04-06 with total page 386 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Towards Bayesian Model-Based Demography

Author : Jakub Bijak
Publisher : Springer Nature
ISBN 13 : 303083039X
Total Pages : 277 pages
Book Rating : 4.0/5 (38 download)

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Book Synopsis Towards Bayesian Model-Based Demography by : Jakub Bijak

Download or read book Towards Bayesian Model-Based Demography written by Jakub Bijak and published by Springer Nature. This book was released on 2021-12-09 with total page 277 pages. Available in PDF, EPUB and Kindle. Book excerpt: This open access book presents a ground-breaking approach to developing micro-foundations for demography and migration studies. It offers a unique and novel methodology for creating empirically grounded agent-based models of international migration – one of the most uncertain population processes and a top-priority policy area. The book discusses in detail the process of building a simulation model of migration, based on a population of intelligent, cognitive agents, their networks and institutions, all interacting with one another. The proposed model-based approach integrates behavioural and social theory with formal modelling, by embedding the interdisciplinary modelling process within a wider inductive framework based on the Bayesian statistical reasoning. Principles of uncertainty quantification are used to devise innovative computer-based simulations, and to learn about modelling the simulated individuals and the way they make decisions. The identified knowledge gaps are subsequently filled with information from dedicated laboratory experiments on cognitive aspects of human decision-making under uncertainty. In this way, the models are built iteratively, from the bottom up, filling an important epistemological gap in migration studies, and social sciences more broadly.

Research Integrity

Author : Lee Jussim
Publisher : Oxford University Press
ISBN 13 : 0190938552
Total Pages : 465 pages
Book Rating : 4.1/5 (99 download)

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Book Synopsis Research Integrity by : Lee Jussim

Download or read book Research Integrity written by Lee Jussim and published by Oxford University Press. This book was released on 2022 with total page 465 pages. Available in PDF, EPUB and Kindle. Book excerpt: "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"--

A Journey Into Open Science and Research Transparency in Psychology

Author : Jon Grahe
Publisher : Routledge
ISBN 13 : 9780367464592
Total Pages : 200 pages
Book Rating : 4.4/5 (645 download)

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Book Synopsis A Journey Into Open Science and Research Transparency in Psychology by : Jon Grahe

Download or read book A Journey Into Open Science and Research Transparency in Psychology written by Jon Grahe and published by Routledge. This book was released on 2021-08-15 with total page 200 pages. Available in PDF, EPUB and Kindle. Book excerpt: A Journey into Open Science and Research Transparency in Psychology introduces the open science movement from psychology through a narrative that integrates song lyrics, National Parks, and concerns about Diversity, Social Justice, and Sustainability. Along the way, readers receive practical guidance on how to plan and share their research matching the ideals of Scientific Transparency. This book considers all the fundamental topics related to the open science movement including: (a) causes of and responses to the Replication Crisis, (b) crowdsourcing and meta-science research, (c) preregistration, (d) statistical approaches, (e) questionable research practices, (f) research and publication ethics, (g) connections to career topics, (h) finding open science resources, (i) how open science initiatives promote diverse, just, and sustainable outcomes, and (j) the path moving forward. Each topic is introduced using terminology and language aimed at intermediate level college students completed research methods courses. But the book invites all readers to reconsider their research approach and join the Scientific Revolution 2.0. Each chapter describes the associated content and includes exercises intended to help readers plan, conduct, and share their research. This short book is intended as a supplemental text for research methods courses or just a fun and informative exploration of the fundamental topics associated with the "Replication Crisis in Psychology" and the resulting movement to increase scientific transparency in methods.

Statistical Challenges in Assessing and Fostering the Reproducibility of Scientific Results

Author : National Academies of Sciences, Engineering, and Medicine
Publisher : National Academies Press
ISBN 13 : 0309392020
Total Pages : 133 pages
Book Rating : 4.3/5 (93 download)

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Book Synopsis Statistical Challenges in Assessing and Fostering the Reproducibility of Scientific Results by : National Academies of Sciences, Engineering, and Medicine

Download or read book Statistical Challenges in Assessing and Fostering the Reproducibility of Scientific Results written by National Academies of Sciences, Engineering, and Medicine and published by National Academies Press. This book was released on 2016-03-29 with total page 133 pages. Available in PDF, EPUB and Kindle. Book excerpt: Questions about the reproducibility of scientific research have been raised in numerous settings and have gained visibility through several high-profile journal and popular press articles. Quantitative issues contributing to reproducibility challenges have been considered (including improper data measurement and analysis, inadequate statistical expertise, and incomplete data, among others), but there is no clear consensus on how best to approach or to minimize these problems. A lack of reproducibility of scientific results has created some distrust in scientific findings among the general public, scientists, funding agencies, and industries. While studies fail for a variety of reasons, many factors contribute to the lack of perfect reproducibility, including insufficient training in experimental design, misaligned incentives for publication and the implications for university tenure, intentional manipulation, poor data management and analysis, and inadequate instances of statistical inference. The workshop summarized in this report was designed not to address the social and experimental challenges but instead to focus on the latter issues of improper data management and analysis, inadequate statistical expertise, incomplete data, and difficulties applying sound statistic inference to the available data. Many efforts have emerged over recent years to draw attention to and improve reproducibility of scientific work. This report uniquely focuses on the statistical perspective of three issues: the extent of reproducibility, the causes of reproducibility failures, and the potential remedies for these failures.

Methods to Foster Transparency and Reproducibility of Federal Statistics

Author : National Academies of Sciences, Engineering, and Medicine
Publisher : National Academies Press
ISBN 13 : 0309486297
Total Pages : 125 pages
Book Rating : 4.3/5 (94 download)

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Book Synopsis Methods to Foster Transparency and Reproducibility of Federal Statistics by : National Academies of Sciences, Engineering, and Medicine

Download or read book Methods to Foster Transparency and Reproducibility of Federal Statistics written by National Academies of Sciences, Engineering, and Medicine and published by National Academies Press. This book was released on 2019-04-01 with total page 125 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Handbook of Computational Social Science, Volume 2

Author : Uwe Engel
Publisher : Taylor & Francis
ISBN 13 : 1000448592
Total Pages : 434 pages
Book Rating : 4.0/5 (4 download)

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Book Synopsis Handbook of Computational Social Science, Volume 2 by : Uwe Engel

Download or read book Handbook of Computational Social Science, Volume 2 written by Uwe Engel and published by Taylor & Francis. This book was released on 2021-11-10 with total page 434 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Social Science Research

Author : Barbara Czarniawska
Publisher : SAGE
ISBN 13 : 147390532X
Total Pages : 192 pages
Book Rating : 4.4/5 (739 download)

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Book Synopsis Social Science Research by : Barbara Czarniawska

Download or read book Social Science Research written by Barbara Czarniawska and published by SAGE. This book was released on 2014-04-29 with total page 192 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Experimental Thinking

Author : James N. Druckman
Publisher : Cambridge University Press
ISBN 13 : 1108997988
Total Pages : 229 pages
Book Rating : 4.1/5 (89 download)

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Book Synopsis Experimental Thinking by : James N. Druckman

Download or read book Experimental Thinking written by James N. Druckman and published by Cambridge University Press. This book was released on 2022-05-12 with total page 229 pages. Available in PDF, EPUB and Kindle. Book excerpt: Experiments are a central methodology in the social sciences. Scholars from every discipline regularly turn to experiments. Practitioners rely on experimental evidence in evaluating social programs, policies, and institutions. This book is about how to “think” about experiments. It argues that designing a good experiment is a slow moving process (given the host of considerations) which is counter to the current fast moving temptations available in the social sciences. The book includes discussion of the place of experiments in the social science process, the assumptions underlying different types of experiments, the validity of experiments, the application of different designs, how to arrive at experimental questions, the role of replications in experimental research, and the steps involved in designing and conducting “good” experiments. The goal is to ensure social science research remains driven by important substantive questions and fully exploits the potential of experiments in a thoughtful manner.

The Portable Mentor

Author : Mitchell J. Prinstein
Publisher : Cambridge University Press
ISBN 13 : 1108904327
Total Pages : 633 pages
Book Rating : 4.1/5 (89 download)

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Book Synopsis The Portable Mentor by : Mitchell J. Prinstein

Download or read book The Portable Mentor written by Mitchell J. Prinstein and published by Cambridge University Press. This book was released on 2022-08-04 with total page 633 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

False Feedback in Economics

Author : Andrin Spescha
Publisher : Routledge
ISBN 13 : 1000417417
Total Pages : 232 pages
Book Rating : 4.0/5 (4 download)

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Book Synopsis False Feedback in Economics by : Andrin Spescha

Download or read book False Feedback in Economics written by Andrin Spescha and published by Routledge. This book was released on 2021-07-21 with total page 232 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

Economic Gangsters

Author : Raymond Fisman
Publisher : Princeton University Press
ISBN 13 : 0691134545
Total Pages : 251 pages
Book Rating : 4.6/5 (911 download)

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Book Synopsis Economic Gangsters by : Raymond Fisman

Download or read book Economic Gangsters written by Raymond Fisman and published by Princeton University Press. This book was released on 2008 with total page 251 pages. Available in PDF, EPUB and Kindle. Book excerpt: "Economic Gangsters" is a fascinating exploration of the dark side of economic development. Two of the world's most creative young economists use their remarkable talents for economic sleuthing to study violence, corruption, and poverty in the most unexpected ways--Steven D. Levitt, coauthor of "Freakonomics."

Fostering Integrity in Research

Author : National Academies of Sciences, Engineering, and Medicine
Publisher : National Academies Press
ISBN 13 : 0309391253
Total Pages : 327 pages
Book Rating : 4.3/5 (93 download)

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Book Synopsis Fostering Integrity in Research by : National Academies of Sciences, Engineering, and Medicine

Download or read book Fostering Integrity in Research written by National Academies of Sciences, Engineering, and Medicine and published by National Academies Press. This book was released on 2018-01-13 with total page 327 pages. Available in PDF, EPUB and Kindle. Book excerpt: The integrity of knowledge that emerges from research is based on individual and collective adherence to core values of objectivity, honesty, openness, fairness, accountability, and stewardship. Integrity in science means that the organizations in which research is conducted encourage those involved to exemplify these values in every step of the research process. Understanding the dynamics that support â€" or distort â€" practices that uphold the integrity of research by all participants ensures that the research enterprise advances knowledge. The 1992 report Responsible Science: Ensuring the Integrity of the Research Process evaluated issues related to scientific responsibility and the conduct of research. It provided a valuable service in describing and analyzing a very complicated set of issues, and has served as a crucial basis for thinking about research integrity for more than two decades. However, as experience has accumulated with various forms of research misconduct, detrimental research practices, and other forms of misconduct, as subsequent empirical research has revealed more about the nature of scientific misconduct, and because technological and social changes have altered the environment in which science is conducted, it is clear that the framework established more than two decades ago needs to be updated. Responsible Science served as a valuable benchmark to set the context for this most recent analysis and to help guide the committee's thought process. Fostering Integrity in Research identifies best practices in research and recommends practical options for discouraging and addressing research misconduct and detrimental research practices.