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Using Shiny To Teach Econometric Models
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Book Synopsis Using Shiny to Teach Econometric Models by : Shawna K. Metzger
Download or read book Using Shiny to Teach Econometric Models written by Shawna K. Metzger and published by Cambridge University Press. This book was released on 2021-05-20 with total page 124 pages. Available in PDF, EPUB and Kindle. Book excerpt: This Element discusses how shiny, an R package, can help instructors teach quantitative methods more effectively by way of interactive web apps. The interactivity increases instructors' effectiveness by making students more active participants in the learning process, allowing them to engage with otherwise complex material in an accessible, dynamic way. The Element offers four detailed apps that cover two fundamental linear regression topics: estimation methods (least squares, maximum likelihood) and the classic linear regression assumptions. It includes a summary of what the apps can be used to demonstrate, detailed descriptions of the apps' full capabilities, vignettes from actual class use, and example activities. Two other apps pertain to a more advanced topic (LASSO), with similar supporting material. For instructors interested in modifying the apps, the Element also documents the main apps' general code structure, highlights some of the more likely modifications, and goes through what functions need to be amended.
Book Synopsis Interpreting Discrete Choice Models by : Garrett Glasgow
Download or read book Interpreting Discrete Choice Models written by Garrett Glasgow and published by Cambridge University Press. This book was released on 2022-05-12 with total page 131 pages. Available in PDF, EPUB and Kindle. Book excerpt: In discrete choice models the relationships between the independent variables and the choice probabilities are nonlinear, depending on both the value of the particular independent variable being interpreted and the values of the other independent variables. Thus, interpreting the magnitude of the effects (the “substantive effects”) of the independent variables on choice behavior requires the use of additional interpretative techniques. Three common techniques for interpretation are described here: first differences, marginal effects and elasticities, and odds ratios. Concepts related to these techniques are also discussed, as well as methods to account for estimation uncertainty. Interpretation of binary logits, ordered logits, multinomial and conditional logits, and mixed discrete choice models such as mixed multinomial logits and random effects logits for panel data are covered in detail. The techniques discussed here are general, and can be applied to other models with discrete dependent variables which are not specifically described here.
Book Synopsis Text Analysis in Python for Social Scientists by : Dirk Hovy
Download or read book Text Analysis in Python for Social Scientists written by Dirk Hovy and published by Cambridge University Press. This book was released on 2022-03-17 with total page 102 pages. Available in PDF, EPUB and Kindle. Book excerpt: Text contains a wealth of information about about a wide variety of sociocultural constructs. Automated prediction methods can infer these quantities (sentiment analysis is probably the most well-known application). However, there is virtually no limit to the kinds of things we can predict from text: power, trust, misogyny, are all signaled in language. These algorithms easily scale to corpus sizes infeasible for manual analysis. Prediction algorithms have become steadily more powerful, especially with the advent of neural network methods. However, applying these techniques usually requires profound programming knowledge and machine learning expertise. As a result, many social scientists do not apply them. This Element provides the working social scientist with an overview of the most common methods for text classification, an intuition of their applicability, and Python code to execute them. It covers both the ethical foundations of such work as well as the emerging potential of neural network methods.
Book Synopsis Survival Analysis by : Alejandro Quiroz Flores
Download or read book Survival Analysis written by Alejandro Quiroz Flores and published by Cambridge University Press. This book was released on 2022-05-26 with total page 136 pages. Available in PDF, EPUB and Kindle. Book excerpt: Quantitative social scientists use survival analysis to understand the forces that determine the duration of events. This Element provides a guideline to new techniques and models in survival analysis, particularly in three areas: non-proportional covariate effects, competing risks, and multi-state models. It also revisits models for repeated events. The Element promotes multi-state models as a unified framework for survival analysis and highlights the role of general transition probabilities as key quantities of interest that complement traditional hazard analysis. These quantities focus on the long term probabilities that units will occupy particular states conditional on their current state, and they are central in the design and implementation of policy interventions.
Book Synopsis A Practical Introduction to Regression Discontinuity Designs by : Matias D. Cattaneo
Download or read book A Practical Introduction to Regression Discontinuity Designs written by Matias D. Cattaneo and published by Cambridge University Press. This book was released on 2024-04-11 with total page 135 pages. Available in PDF, EPUB and Kindle. Book excerpt: In this Element, which continues our discussion in Foundations, the authors provide an accessible and practical guide for the analysis and interpretation of Regression Discontinuity (RD) designs that encourages the use of a common set of practices and facilitates the accumulation of RD-based empirical evidence. The focus is on extensions to the canonical sharp RD setup that we discussed in Foundations. The discussion covers (i) the local randomization framework for RD analysis, (ii) the fuzzy RD design where compliance with treatment is imperfect, (iii) RD designs with discrete scores, and (iv) and multi-dimensional RD designs.
Book Synopsis Modern Dimension Reduction by : Philip D. Waggoner
Download or read book Modern Dimension Reduction written by Philip D. Waggoner and published by Cambridge University Press. This book was released on 2021-08-05 with total page 98 pages. Available in PDF, EPUB and Kindle. Book excerpt: Data are not only ubiquitous in society, but are increasingly complex both in size and dimensionality. Dimension reduction offers researchers and scholars the ability to make such complex, high dimensional data spaces simpler and more manageable. This Element offers readers a suite of modern unsupervised dimension reduction techniques along with hundreds of lines of R code, to efficiently represent the original high dimensional data space in a simplified, lower dimensional subspace. Launching from the earliest dimension reduction technique principal components analysis and using real social science data, I introduce and walk readers through application of the following techniques: locally linear embedding, t-distributed stochastic neighbor embedding (t-SNE), uniform manifold approximation and projection, self-organizing maps, and deep autoencoders. The result is a well-stocked toolbox of unsupervised algorithms for tackling the complexities of high dimensional data so common in modern society. All code is publicly accessible on Github.
Book Synopsis Economic Dynamics, second edition by : John Stachurski
Download or read book Economic Dynamics, second edition written by John Stachurski and published by MIT Press. This book was released on 2022-08-16 with total page 395 pages. Available in PDF, EPUB and Kindle. Book excerpt: The second edition of a rigorous and example-driven introduction to topics in economic dynamics that emphasizes techniques for modeling dynamic systems. This text provides an introduction to the modern theory of economic dynamics, with emphasis on mathematical and computational techniques for modeling dynamic systems. Written to be both rigorous and engaging, the book shows how sound understanding of the underlying theory leads to effective algorithms for solving real-world problems. The material makes extensive use of programming examples to illustrate ideas, bringing to life the abstract concepts in the text. Key topics include algorithms and scientific computing, simulation, Markov models, and dynamic programming. Part I introduces fundamentals and part II covers more advanced material. This second edition has been thoroughly updated, drawing on recent research in the field. New for the second edition: “Programming-language agnostic” presentation using pseudocode. New chapter 1 covering conceptual issues concerning Markov chains such as ergodicity and stability. New focus in chapter 2 on algorithms and techniques for program design and high-performance computing. New focus on household problems rather than optimal growth in material on dynamic programming. Solutions to many exercises, code, and other resources available on a supplementary website.
Book Synopsis Blended Learning: A Wise Giver’s Guide to Supporting Tech-assisted Teaching by : Laura Vanderkam
Download or read book Blended Learning: A Wise Giver’s Guide to Supporting Tech-assisted Teaching written by Laura Vanderkam and published by The Philanthropy Roundtable. This book was released on 2013-04-03 with total page 150 pages. Available in PDF, EPUB and Kindle. Book excerpt: Few innovations in education today offer as much potential to transform how students are educated as the rise of so-called blended learning—the artful combination of computerized instruction with small-group teaching that is closer to tutoring than to traditional mass lectures. This highly readable book provides rich, up-to-date practical information for donors aiming to make a difference.
Book Synopsis Teaching Statistics by : Andrew Gelman
Download or read book Teaching Statistics written by Andrew Gelman and published by Oxford University Press. This book was released on 2017-08-03 with total page 465 pages. Available in PDF, EPUB and Kindle. Book excerpt: Students in the sciences, economics, social sciences, and medicine take an introductory statistics course. And yet statistics can be notoriously difficult for instructors to teach and for students to learn. To help overcome these challenges, Gelman and Nolan have put together this fascinating and thought-provoking book. Based on years of teaching experience the book provides a wealth of demonstrations, activities, examples, and projects that involve active student participation. Part I of the book presents a large selection of activities for introductory statistics courses and has chapters such as 'First week of class'-- with exercises to break the ice and get students talking; then descriptive statistics, graphics, linear regression, data collection (sampling and experimentation), probability, inference, and statistical communication. Part II gives tips on what works and what doesn't, how to set up effective demonstrations, how to encourage students to participate in class and to work effectively in group projects. Course plans for introductory statistics, statistics for social scientists, and communication and graphics are provided. Part III presents material for more advanced courses on topics such as decision theory, Bayesian statistics, sampling, and data science.
Book Synopsis Teach the Nation by : Anne-Elizabeth Murdy
Download or read book Teach the Nation written by Anne-Elizabeth Murdy and published by Routledge. This book was released on 2018-10-24 with total page 202 pages. Available in PDF, EPUB and Kindle. Book excerpt: Is knowledge power? In Teach the Nation , Anne-Elizabeth Murdy explores the history and contradictions in the notion that education and literacy are vital means for improving social and political status in the US. By closely examining the rapidly shifting social context of education, and the emerging literature by and for African-American women during the 1890s, Murdy proves that the histories of education and literature are deeply connected and argues that their current lives must be regarded as mutually dependent. Teach the Nation offers a new understanding of literacy and pedagogical study and identifies how literary history enhances current feminist and anti-racist teachings. By excavating notions about education in the 1890s-as turbulent a time for American public education as today-Murdy asks readers to step back from this historical moment to better understand the contexts and institutions within which we theorize learning and teaching. In doing so, she compels readers to reimagine the potential for gaining social power through education and literature.
Book Synopsis Legal Education and Profession in India by : Piarey Lal Mehta
Download or read book Legal Education and Profession in India written by Piarey Lal Mehta and published by . This book was released on 2002-09 with total page 358 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis Bulletin of the Atomic Scientists by :
Download or read book Bulletin of the Atomic Scientists written by and published by . This book was released on 1954-03 with total page 48 pages. Available in PDF, EPUB and Kindle. Book excerpt: The Bulletin of the Atomic Scientists is the premier public resource on scientific and technological developments that impact global security. Founded by Manhattan Project Scientists, the Bulletin's iconic "Doomsday Clock" stimulates solutions for a safer world.
Book Synopsis School Health Services in India by : Rama V Baru
Download or read book School Health Services in India written by Rama V Baru and published by SAGE Publications. This book was released on 2008 with total page 221 pages. Available in PDF, EPUB and Kindle. Book excerpt: While the contribution of education to health has gained recognition, the reciprocal relationship between health and education and its outcomes have not been adequately studied. This work broadens the perspective on school health in India by locating it within the epidemiological and socio-economic context of children in the school-going age group. The collection explores the social context and programmes for school health in the country, including the Mid-Day Meal (MDM) Scheme, School Health Services and School Health Education. Studies have shown that socio-economic factors play a very important role in determining enrolment, retention, completion and learning in schools. School Health Services in India: The Social and Economic Contexts analyzes the relationship between levels of malnutrition and minor and major illnesses on the one hand, and socio-economic status, on the other. It also examines in detail the different components of the school health programme in India and how they function in different contexts. In addition, it showcases the experiences of three NGOs who have adopted innovative approaches to transact health education in government schools in Maharashtra, Madhya Pradesh and Karnataka. This seminal work will be helpful to teachers and researchers working in the fields of Education and Health. It will also be immensely useful for researchers and faculty working in the areas of Social Medicine, Community Health and Social Work.
Book Synopsis The Weekly Underwriter by : Alasco Delancey Brigham
Download or read book The Weekly Underwriter written by Alasco Delancey Brigham and published by . This book was released on 1951 with total page 1748 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Author :United States. Congress. House. Committee on Economic and Educational Opportunities. Subcommittee on Oversight and Investigations Publisher : ISBN 13 : Total Pages :152 pages Book Rating :4.3/5 (121 download)
Book Synopsis Hearings on "parents, Schools and Values" by : United States. Congress. House. Committee on Economic and Educational Opportunities. Subcommittee on Oversight and Investigations
Download or read book Hearings on "parents, Schools and Values" written by United States. Congress. House. Committee on Economic and Educational Opportunities. Subcommittee on Oversight and Investigations and published by . This book was released on 1996 with total page 152 pages. Available in PDF, EPUB and Kindle. Book excerpt: These hearings transcripts present testimony regarding parents' and schools' roles in teaching values to school age children, the federal funds involved in values education, and the remedies available to parents who may object to or be offended by some of the topics taught and the vehicles used to teach these topics. Witnesses included: (1) representatives from Delaware, California, Wisconsin, Michigan, and Ohio; (2) William Bennett, former Secretary of Education; and (3) several parents, teachers, and school administrators. Testimony presented noted that parental involvement is the most important factor in helping children succeed in school. Parents want their children to be taught the basics, but trust in schools is broken when parents are shut out of the process. Schools need to reflect the values of the community. School choice improves schools and reinvolves parents. How people in school treat one another is more important than values programs. Children are moral agents who recognize right from wrong as defined by moral influences, whether from parents, teachers, friends, or television. Additional testimony conveyed parents' disagreement with the content of information conveyed in school programs for sex education and AIDS education, parents' concerns about treatment of homosexual students, and possible misuse of government funds for AIDS education. (KDFB)
Book Synopsis Data Analysis Using Regression and Multilevel/Hierarchical Models by : Andrew Gelman
Download or read book Data Analysis Using Regression and Multilevel/Hierarchical Models written by Andrew Gelman and published by Cambridge University Press. This book was released on 2007 with total page 654 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book, first published in 2007, is for the applied researcher performing data analysis using linear and nonlinear regression and multilevel models.
Book Synopsis Wall Street Underwriter and General Joint Stock Register by :
Download or read book Wall Street Underwriter and General Joint Stock Register written by and published by . This book was released on 1951 with total page 882 pages. Available in PDF, EPUB and Kindle. Book excerpt:
