Data Science For Public Policy

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Data Science for Public Policy

Jeffrey C. Chen,Edward A. Rubin,Gary J. Cornwall
Data Science for Public Policy Book PDF

Author : Jeffrey C. Chen,Edward A. Rubin,Gary J. Cornwall
Publisher : Springer Nature
Page : 365 pages
File Size : 44,9 Mb
Release : 2021-09-01
Category : Mathematics
ISBN : 9783030713522

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Data Science for Public Policy by Jeffrey C. Chen,Edward A. Rubin,Gary J. Cornwall Pdf

This textbook presents the essential tools and core concepts of data science to public officials, policy analysts, and economists among others in order to further their application in the public sector. An expansion of the quantitative economics frameworks presented in policy and business schools, this book emphasizes the process of asking relevant questions to inform public policy. Its techniques and approaches emphasize data-driven practices, beginning with the basic programming paradigms that occupy the majority of an analyst’s time and advancing to the practical applications of statistical learning and machine learning. The text considers two divergent, competing perspectives to support its applications, incorporating techniques from both causal inference and prediction. Additionally, the book includes open-sourced data as well as live code, written in R and presented in notebook form, which readers can use and modify to practice working with data.

Public Policy Analytics

Ken Steif
Public Policy Analytics Book PDF

Author : Ken Steif
Publisher : CRC Press
Page : 254 pages
File Size : 53,7 Mb
Release : 2021-08-18
Category : Business & Economics
ISBN : 9781000401615

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Public Policy Analytics by Ken Steif Pdf

Public Policy Analytics: Code & Context for Data Science in Government teaches readers how to address complex public policy problems with data and analytics using reproducible methods in R. Each of the eight chapters provides a detailed case study, showing readers: how to develop exploratory indicators; understand ‘spatial process’ and develop spatial analytics; how to develop ‘useful’ predictive analytics; how to convey these outputs to non-technical decision-makers through the medium of data visualization; and why, ultimately, data science and ‘Planning’ are one and the same. A graduate-level introduction to data science, this book will appeal to researchers and data scientists at the intersection of data analytics and public policy, as well as readers who wish to understand how algorithms will affect the future of government.

Introduction to Data Science for Social and Policy Research

Jose Manuel Magallanes Reyes
Introduction to Data Science for Social and Policy Research Book PDF

Author : Jose Manuel Magallanes Reyes
Publisher : Cambridge University Press
Page : 317 pages
File Size : 46,7 Mb
Release : 2017-09-21
Category : Mathematics
ISBN : 9781107117419

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Introduction to Data Science for Social and Policy Research by Jose Manuel Magallanes Reyes Pdf

This comprehensive guide provides a step-by-step approach to data collection, cleaning, formatting, and storage, using Python and R.

Data Science in the Public Interest: Improving Government Performance in the Workforce

Joshua D. Hawley
Data Science in the Public Interest Improving Government Performance in the Workforce Book PDF

Author : Joshua D. Hawley
Publisher : W.E. Upjohn Institute
Page : 152 pages
File Size : 55,7 Mb
Release : 2020-07-22
Category : Political Science
ISBN : 9780880996747

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Data Science in the Public Interest: Improving Government Performance in the Workforce by Joshua D. Hawley Pdf

This book is about how new and underutilized types of big data sources can inform public policy decisions related to workforce development. Hawley describes how government is currently using data to inform decisions about the workforce at the state and local levels. He then moves beyond standardized performance metrics designed to serve federal agency requirements and discusses how government can improve data gathering and analysis to provide better, up-to-date information for government decision making.

Data Science for Economics and Finance

Sergio Consoli,Diego Reforgiato Recupero,Michaela Saisana
Data Science for Economics and Finance Book PDF

Author : Sergio Consoli,Diego Reforgiato Recupero,Michaela Saisana
Publisher : Springer Nature
Page : 357 pages
File Size : 46,6 Mb
Release : 2021
Category : Application software
ISBN : 9783030668914

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Data Science for Economics and Finance by Sergio Consoli,Diego Reforgiato Recupero,Michaela Saisana Pdf

This open access book covers the use of data science, including advanced machine learning, big data analytics, Semantic Web technologies, natural language processing, social media analysis, time series analysis, among others, for applications in economics and finance. In addition, it shows some successful applications of advanced data science solutions used to extract new knowledge from data in order to improve economic forecasting models. The book starts with an introduction on the use of data science technologies in economics and finance and is followed by thirteen chapters showing success stories of the application of specific data science methodologies, touching on particular topics related to novel big data sources and technologies for economic analysis (e.g. social media and news); big data models leveraging on supervised/unsupervised (deep) machine learning; natural language processing to build economic and financial indicators; and forecasting and nowcasting of economic variables through time series analysis. This book is relevant to all stakeholders involved in digital and data-intensive research in economics and finance, helping them to understand the main opportunities and challenges, become familiar with the latest methodological findings, and learn how to use and evaluate the performances of novel tools and frameworks. It primarily targets data scientists and business analysts exploiting data science technologies, and it will also be a useful resource to research students in disciplines and courses related to these topics. Overall, readers will learn modern and effective data science solutions to create tangible innovations for economic and financial applications.

Data Analysis for Business, Economics, and Policy

Gábor Békés,Gábor Kézdi
Data Analysis for Business Economics and Policy Book PDF

Author : Gábor Békés,Gábor Kézdi
Publisher : Cambridge University Press
Page : 741 pages
File Size : 51,7 Mb
Release : 2021-05-06
Category : Business & Economics
ISBN : 9781108483018

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Data Analysis for Business, Economics, and Policy by Gábor Békés,Gábor Kézdi Pdf

A comprehensive textbook on data analysis for business, applied economics and public policy that uses case studies with real-world data.

Handbook on Science and Public Policy

Dagmar Simon,Stefan Kuhlmann,Julia Stamm,Weert Canzler
Handbook on Science and Public Policy Book PDF

Author : Dagmar Simon,Stefan Kuhlmann,Julia Stamm,Weert Canzler
Publisher : Edward Elgar Publishing
Page : 584 pages
File Size : 44,9 Mb
Release : 2019
Category : SCIENCE
ISBN : 9781784715946

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Handbook on Science and Public Policy by Dagmar Simon,Stefan Kuhlmann,Julia Stamm,Weert Canzler Pdf

This Handbook assembles state-of-the-art insights into the co-evolutionary and precarious relations between science and public policy. Beyond this, it also offers a fresh outlook on emerging challenges for science (including technology and innovation) in changing societies, and related policy requirements, as well as the challenges for public policy in view of science-driven economic, societal, and cultural changes. In short, this book deals with science as a policy-triggered project as well as public policy as a science-driven venture.

Using Science as Evidence in Public Policy

National Research Council,Division of Behavioral and Social Sciences and Education,Committee on the Use of Social Science Knowledge in Public Policy
Using Science as Evidence in Public Policy Book PDF

Author : National Research Council,Division of Behavioral and Social Sciences and Education,Committee on the Use of Social Science Knowledge in Public Policy
Publisher : National Academies Press
Page : 122 pages
File Size : 46,6 Mb
Release : 2012-10-31
Category : Social Science
ISBN : 9780309261647

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Using Science as Evidence in Public Policy by National Research Council,Division of Behavioral and Social Sciences and Education,Committee on the Use of Social Science Knowledge in Public Policy Pdf

Using Science as Evidence in Public Policy encourages scientists to think differently about the use of scientific evidence in policy making. This report investigates why scientific evidence is important to policy making and argues that an extensive body of research on knowledge utilization has not led to any widely accepted explanation of what it means to use science in public policy. Using Science as Evidence in Public Policy identifies the gaps in our understanding and develops a framework for a new field of research to fill those gaps. For social scientists in a number of specialized fields, whether established scholars or Ph.D. students, Using Science as Evidence in Public Policy shows how to bring their expertise to bear on the study of using science to inform public policy. More generally, this report will be of special interest to scientists who want to see their research used in policy making, offering guidance on what is required beyond producing quality research, beyond translating results into more understandable terms, and beyond brokering the results through intermediaries, such as think tanks, lobbyists, and advocacy groups. For administrators and faculty in public policy programs and schools, Using Science as Evidence in Public Policy identifies critical elements of instruction that will better equip graduates to promote the use of science in policy making.

Big Data and Social Science

Ian Foster,Rayid Ghani,Ron S. Jarmin,Frauke Kreuter,Julia Lane
Big Data and Social Science Book PDF

Author : Ian Foster,Rayid Ghani,Ron S. Jarmin,Frauke Kreuter,Julia Lane
Publisher : CRC Press
Page : 320 pages
File Size : 55,8 Mb
Release : 2020-11-17
Category : Mathematics
ISBN : 9781000208634

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Big Data and Social Science by Ian Foster,Rayid Ghani,Ron S. Jarmin,Frauke Kreuter,Julia Lane Pdf

Big Data and Social Science: Data Science Methods and Tools for Research and Practice, Second Edition shows how to apply data science to real-world problems, covering all stages of a data-intensive social science or policy project. Prominent leaders in the social sciences, statistics, and computer science as well as the field of data science provide a unique perspective on how to apply modern social science research principles and current analytical and computational tools. The text teaches you how to identify and collect appropriate data, apply data science methods and tools to the data, and recognize and respond to data errors, biases, and limitations. Features: Takes an accessible, hands-on approach to handling new types of data in the social sciences Presents the key data science tools in a non-intimidating way to both social and data scientists while keeping the focus on research questions and purposes Illustrates social science and data science principles through real-world problems Links computer science concepts to practical social science research Promotes good scientific practice Provides freely available workbooks with data, code, and practical programming exercises, through Binder and GitHub New to the Second Edition: Increased use of examples from different areas of social sciences New chapter on dealing with Bias and Fairness in Machine Learning models Expanded chapters focusing on Machine Learning and Text Analysis Revamped hands-on Jupyter notebooks to reinforce concepts covered in each chapter This classroom-tested book fills a major gap in graduate- and professional-level data science and social science education. It can be used to train a new generation of social data scientists to tackle real-world problems and improve the skills and competencies of applied social scientists and public policy practitioners. It empowers you to use the massive and rapidly growing amounts of available data to interpret economic and social activities in a scientific and rigorous manner.

Science for Public Policy

H. Brooks,C.L. Cooper
Science for Public Policy Book PDF

Author : H. Brooks,C.L. Cooper
Publisher : Elsevier
Page : 294 pages
File Size : 53,6 Mb
Release : 2013-10-22
Category : Political Science
ISBN : 9781483286600

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Science for Public Policy by H. Brooks,C.L. Cooper Pdf

Since World War II, national and international policy makers have been confronted by a growing number of complex problems the resolution of which hangs, to a significant degree, on scientific knowledge or technical insights. This puts a premium on the quality and clarity of scientific/technical advice they receive. From their vantage points as scientists, policy makers or science advisors from both East and West, the authors of this book examine the issues involved in science for public policy and explore ways to improve the quality and timeliness of the scientific advice available to decision makers. Environmental problems provide much of the focus for the analysis.

Social Science Information and Public Policy Making

Anonim
Social Science Information and Public Policy Making Book PDF

Author : Anonim
Publisher : Transaction Publishers
Page : 262 pages
File Size : 47,7 Mb
Release : 2024-04-26
Category : Political Science
ISBN : 1412834465

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Social Science Information and Public Policy Making by Anonim Pdf

Robert Rich reports the results of the Continuous National Survey (CNS), an administrative experiment with a two-year lifespan, designed to facilitate the use of research data by public officials in federal agencies.

Data Analysis for Social Science

Elena Llaudet,Kosuke Imai
Data Analysis for Social Science Book PDF

Author : Elena Llaudet,Kosuke Imai
Publisher : Princeton University Press
Page : 256 pages
File Size : 43,5 Mb
Release : 2022-11-29
Category : Computers
ISBN : 9780691199436

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Data Analysis for Social Science by Elena Llaudet,Kosuke Imai Pdf

"Data analysis has become a necessary skill across the social sciences, and recent advancements in computing power have made knowledge of programming an essential component. Yet most data science books are intimidating and overwhelming to a non-specialist audience, including most undergraduates. This book will be a shorter, more focused and accessible version of Kosuke Imai's Quantitative Social Science book, which was published by Princeton in 2018 and has been adopted widely in graduate level courses of the same title. This book uses the same innovative approach as Quantitative Social Science , using real data and 'R' to answer a wide range of social science questions. It assumes no prior knowledge of statistics or coding. It starts with straightforward, simple data analysis and culminates with multivariate linear regression models, focusing more on the intuition of how the math works rather than the math itself. The book makes extensive use of data visualizations, diagrams, pictures, cartoons, etc., to help students understand and recall complex concepts, provides an easy to follow, step-by-step template of how to conduct data analysis from beginning to end, and will be accompanied by supplemental materials in the appendix and online for both students and instructors"--

Big Data and Social Science

Ian Foster,Rayid Ghani,Ron S. Jarmin,Frauke Kreuter,Julia Lane
Big Data and Social Science Book PDF

Author : Ian Foster,Rayid Ghani,Ron S. Jarmin,Frauke Kreuter,Julia Lane
Publisher : CRC Press
Page : 493 pages
File Size : 44,5 Mb
Release : 2016-08-10
Category : Mathematics
ISBN : 9781498751438

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Big Data and Social Science by Ian Foster,Rayid Ghani,Ron S. Jarmin,Frauke Kreuter,Julia Lane Pdf

Both Traditional Students and Working Professionals Acquire the Skills to Analyze Social Problems. Big Data and Social Science: A Practical Guide to Methods and Tools shows how to apply data science to real-world problems in both research and the practice. The book provides practical guidance on combining methods and tools from computer science, statistics, and social science. This concrete approach is illustrated throughout using an important national problem, the quantitative study of innovation. The text draws on the expertise of prominent leaders in statistics, the social sciences, data science, and computer science to teach students how to use modern social science research principles as well as the best analytical and computational tools. It uses a real-world challenge to introduce how these tools are used to identify and capture appropriate data, apply data science models and tools to that data, and recognize and respond to data errors and limitations. For more information, including sample chapters and news, please visit the author's website.

Quantitative Social Science

Kosuke Imai,Lori D. Bougher
Quantitative Social Science Book PDF

Author : Kosuke Imai,Lori D. Bougher
Publisher : Princeton University Press
Page : 464 pages
File Size : 47,7 Mb
Release : 2021-03-16
Category : Political Science
ISBN : 9780691191096

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Quantitative Social Science by Kosuke Imai,Lori D. Bougher Pdf

"Princeton University Press published Imai's textbook, Quantitative Social Science: An Introduction, an introduction to quantitative methods and data science for upper level undergrads and graduates in professional programs, in February 2017. What is distinct about the book is how it leads students through a series of applied examples of statistical methods, drawing on real examples from social science research. The original book was prepared with the statistical software R, which is freely available online and has gained in popularity in recent years. But many existing courses in statistics and data sciences, particularly in some subject areas like sociology and law, use STATA, another general purpose package that has been the market leader since the 1980s. We've had several requests for STATA versions of the text as many programs use it by default. This is a "translation" of the original text, keeping all the current pedagogical text but inserting the necessary code and outputs from STATA in their place"--

The Science of Stories

M. Jones,E. Shanahan,M. McBeth
The Science of Stories Book PDF

Author : M. Jones,E. Shanahan,M. McBeth
Publisher : Springer
Page : 280 pages
File Size : 43,5 Mb
Release : 2014-12-03
Category : Political Science
ISBN : 9781137485861

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The Science of Stories by M. Jones,E. Shanahan,M. McBeth Pdf

The study of narratives in a variety of disciplines has grown in recent years as a method of better explaining underlying concepts in their respective fields. Through the use of Narrative Policy Framework (NPF), political scientists can analyze the role narrative plays in political discourse.