Download or read book The Economics of Artificial Intelligence written by Ajay Agrawal and published by University of Chicago Press. This book was released on 2024-03-05 with total page 172 pages. Available in PDF, EPUB and Kindle. Book excerpt: A timely investigation of the potential economic effects, both realized and unrealized, of artificial intelligence within the United States healthcare system. In sweeping conversations about the impact of artificial intelligence on many sectors of the economy, healthcare has received relatively little attention. Yet it seems unlikely that an industry that represents nearly one-fifth of the economy could escape the efficiency and cost-driven disruptions of AI. The Economics of Artificial Intelligence: Health Care Challenges brings together contributions from health economists, physicians, philosophers, and scholars in law, public health, and machine learning to identify the primary barriers to entry of AI in the healthcare sector. Across original papers and in wide-ranging responses, the contributors analyze barriers of four types: incentives, management, data availability, and regulation. They also suggest that AI has the potential to improve outcomes and lower costs. Understanding both the benefits of and barriers to AI adoption is essential for designing policies that will affect the evolution of the healthcare system.

Download or read book Learning and Expectations in Macroeconomics written by George W. Evans and published by Princeton University Press. This book was released on 2012-01-06 with total page 440 pages. Available in PDF, EPUB and Kindle. Book excerpt: A crucial challenge for economists is figuring out how people interpret the world and form expectations that will likely influence their economic activity. Inflation, asset prices, exchange rates, investment, and consumption are just some of the economic variables that are largely explained by expectations. Here George Evans and Seppo Honkapohja bring new explanatory power to a variety of expectation formation models by focusing on the learning factor. Whereas the rational expectations paradigm offers the prevailing method to determining expectations, it assumes very theoretical knowledge on the part of economic actors. Evans and Honkapohja contribute to a growing body of research positing that households and firms learn by making forecasts using observed data, updating their forecast rules over time in response to errors. This book is the first systematic development of the new statistical learning approach. Depending on the particular economic structure, the economy may converge to a standard rational-expectations or a "rational bubble" solution, or exhibit persistent learning dynamics. The learning approach also provides tools to assess the importance of new models with expectational indeterminacy, in which expectations are an independent cause of macroeconomic fluctuations. Moreover, learning dynamics provide a theory for the evolution of expectations and selection between alternative equilibria, with implications for business cycles, asset price volatility, and policy. This book provides an authoritative treatment of this emerging field, developing the analytical techniques in detail and using them to synthesize and extend existing research.

Download or read book Learning Economics written by Arnold Kling Ph.D. and published by Xlibris Corporation. This book was released on 2004-09-13 with total page 378 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book introduces the subject of economics using clear prose, rather than the graphs and equations common in many textbooks. The focus is on contemporary issues, particularly technological innovation and growth. To browse through the book or read some endorsements of the book, click here. The link below only gives you a brief excerpt.

Download or read book The Knowledge Capital of Nations written by Eric A. Hanushek and published by MIT Press. This book was released on 2023-08-15 with total page 275 pages. Available in PDF, EPUB and Kindle. Book excerpt: A rigorous, pathbreaking analysis demonstrating that a country's prosperity is directly related in the long run to the skills of its population. In this book Eric Hanushek and Ludger Woessmann make a simple, central claim, developed with rigorous theoretical and empirical support: knowledge is the key to a country's development. Of course, every country acknowledges the importance of developing human capital, but Hanushek and Woessmann argue that message has become distorted, with politicians and researchers concentrating not on valued skills but on proxies for them. The common focus is on school attainment, although time in school provides a very misleading picture of how skills enter into development. Hanushek and Woessmann contend that the cognitive skills of the population—which they term the “knowledge capital” of a nation—are essential to long-run prosperity. Hanushek and Woessmann subject their hypotheses about the relationship between cognitive skills (as consistently measured by international student assessments) and economic growth to a series of tests, including alternate specifications, different subsets of countries, and econometric analysis of causal interpretations. They find that their main results are remarkably robust, and equally applicable to developing and developed countries. They demonstrate, for example, that the “Latin American growth puzzle” and the “East Asian miracle” can be explained by these regions' knowledge capital. Turning to the policy implications of their argument, they call for an education system that develops effective accountability, promotes choice and competition, and provides direct rewards for good performance.

Download or read book Economics for Beginners written by Andy Prentice and published by Usborne Publishing Ltd. This book was released on 2021-05-27 with total page 134 pages. Available in PDF, EPUB and Kindle. Book excerpt: Nobody has everything they need, all the time – so how can we make do with what we have? Economics is all about understanding the choices we make to solve this problem. With bright, infographics pictures, this informative book describes why markets are so important, how businesses work out what to sell, and how governments choose how to run a country. Includes Usborne Quicklinks to specially selected websites for more information.

Download or read book Economics for Mathematicians written by John William Scott Cassels and published by Cambridge University Press. This book was released on 1981-12-10 with total page 161 pages. Available in PDF, EPUB and Kindle. Book excerpt: This is the expanded notes of a course intended to introduce students specializing in mathematics to some of the central ideas of traditional economics. The book should be readily accessible to anyone with some training in university mathematics; more advanced mathematical tools are explained in the appendices. Thus this text could be used for undergraduate mathematics courses or as supplementary reading for students of mathematical economics.

Download or read book Economics in Two Lessons written by John Quiggin and published by Princeton University Press. This book was released on 2021-04-13 with total page 404 pages. Available in PDF, EPUB and Kindle. Book excerpt: Since 1946, Henry Hazlitt's bestselling Economics in One Lesson has popularized the belief that economics can be boiled down to one simple lesson: market prices represent the true cost of everything. But one-lesson economics tells only half the story. It can explain why markets often work so well, but it can't explain why they often fail so badly--or what we should do when they stumble. Quiggin teaches both lessons, offering an introduction to the key ideas behind the successes--and failures--of free markets. He explains why market prices often fail to reflect the full cost of our choices to society as a whole. Two-lesson economics means giving up the dogmatism of laissez-faire as well as the reflexive assumption that any economic problem can be solved by government action, since the right answer often involves a mixture of market forces and government policy. But the payoff is huge: understanding how markets actually work--and what to do when they don't. This book unlocks the essential issues at the heart of any economic question. --From publisher description.

Download or read book International Handbook on Teaching and Learning Economics written by Gail Mitchell Hoyt and published by Edward Elgar Publishing. This book was released on 2012 with total page 895 pages. Available in PDF, EPUB and Kindle. Book excerpt: ÔThe International Handbook on Teaching and Learning Economics is a power packed resource for anyone interested in investing time into the effective improvement of their personal teaching methods, and for those who desire to teach students how to think like an economist. It sets guidelines for the successful integration of economics into a wide variety of traditional and non-traditional settings in college and graduate courses with some attention paid to primary and secondary classrooms. . . The International Handbook on Teaching and Learning Economics is highly recommended for all economics instructors and individuals supporting economic education in courses in and outside of the major. This Handbook provides a multitude of rich resources that make it easy for new and veteran instructors to improve their instruction in ways promising to excite an increasing number of students about learning economics. This Handbook should be on every instructorÕs desk and referenced regularly.Õ Ð Tawni Hunt Ferrarini, The American Economist ÔIn delightfully readable short chapters by leaders in the sub-fields who are also committed teachers, this encyclopedia of how and what in teaching economics covers everything. There is nothing else like it, and it should be required reading for anyone starting a teaching career Ð and for anyone who has been teaching for fewer than 50 years!Õ Ð Daniel S. Hamermesh, University of Texas, Austin, US The International Handbook on Teaching and Learning Economics provides a comprehensive resource for instructors and researchers in economics, both new and experienced. This wide-ranging collection is designed to enhance student learning by helping economic educators learn more about course content, pedagogic techniques, and the scholarship of the teaching enterprise. The internationally renowned contributors present an exhaustive compilation of accessible insights into major research in economic education across a wide range of topic areas including: ¥ Pedagogic practice Ð teaching techniques, technology use, assessment, contextual techniques, and K-12 practices. ¥ Research findings Ð principles courses, measurement, factors influencing student performance, evaluation, and the scholarship of teaching and learning. ¥ Institutional/administrative issues Ð faculty development, the undergraduate and graduate student, and international perspectives. ¥ Teaching enhancement initiatives Ð foundations, organizations, and workshops. Grounded in research, and covering past and present knowledge as well as future challenges, this detailed compendium of economics education will prove an invaluable reference tool for all involved in the teaching of economics: graduate students, new teachers, lecturers, faculty, researchers, chairs, deans and directors.

Download or read book Machine learning Techniques in Economics written by Atin Basuchoudhary and published by Springer. This book was released on 2017-12-28 with total page 97 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book develops a machine-learning framework for predicting economic growth. It can also be considered as a primer for using machine learning (also known as data mining or data analytics) to answer economic questions. While machine learning itself is not a new idea, advances in computing technology combined with a dawning realization of its applicability to economic questions makes it a new tool for economists.

Download or read book Economics of Education written by Michael Lovenheim and published by Worth. This book was released on 2019-12-18 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: While there are many great research articles, good books, and provocative policy analyses related to the economics of education, these materials are often written to influence the policy process and not necessarily for students with limited knowledge of the underlying policies and the economic framework. This textbook is intended to serve as a foundation for a broad-based course on the economics of education. Its goal is to provide an overview of economics of education research: to lay out the evidence as clearly as possible, note agreements, disagreements, and unresolved points in literature, and to help students develop the tools necessary to draw their own conclusions.

Download or read book Encyclopedia of Education Economics and Finance written by Dominic J. Brewer and published by SAGE Publications. This book was released on 2014-08-25 with total page 2402 pages. Available in PDF, EPUB and Kindle. Book excerpt: Economics can be a lens for understanding the behavior of schools, districts, states, and nations in meeting education needs of their populaces, as well as for understanding the individual decisions made by administrators, teachers, and students. Insights from economics help decision makers at the state level understand how to raise and distribute funds for public schools in an equitable manner for both schools and taxpayers. Economics also can assist researchers in analyzing effects of school spending and teacher compensation on student outcomes. And economics can provide important insights into public debates on issues such as whether to offer vouchers for subsidizing student attendance at private schools. This two-volume encyclopedia contains over 300 entries by experts in the field that cover these issues and more. Features: This work of 2 volumes (in both print and electronic formats) contains 300-350 signed entries by significant figures in the field. Entries conclude with cross-references and suggestions for further readings to guide students to in-depth resources. Although organized in A-to-Z fashion, a thematic “Reader’s Guide” in the front matter groups related entries by topic. Also in the front matter, a chronology provides students with historical perspective on the development of education economics and finance as a field of study The entire work concludes with a Resources appendix and a comprehensive Index. In the electronic version, the index, Reader's Guide, and cross references combine to provide effective search-and-browse capabilities.

Download or read book Further Mathematics for Economic Analysis written by Knut Sydsæter and published by Prentice Hall. This book was released on 2005 with total page 610 pages. Available in PDF, EPUB and Kindle. Book excerpt: Further Mathematics for Economic Analysis By Sydsaeter, Hammond, Seierstad and Strom "Further Mathematics for Economic Analysis" is a companion volume to the highly regarded "E""ssential Mathematics for Economic Analysis" by Knut Sydsaeter and Peter Hammond. The new book is intended for advanced undergraduate and graduate economics students whose requirements go beyond the material usually taught in undergraduate mathematics courses for economists. It presents most of the mathematical tools that are required for advanced courses in economic theory -- both micro and macro. This second volume has the same qualities that made the previous volume so successful. These include mathematical reliability, an appropriate balance between mathematics and economic examples, an engaging writing style, and as much mathematical rigour as possible while avoiding unnecessary complications. Like the earlier book, each major section includes worked examples, as well as problems that range in difficulty from quite easy to more challenging. Suggested solutions to odd-numbered problems are provided. Key Features - Systematic treatment of the calculus of variations, optimal control theory and dynamic programming. - Several early chapters review and extend material in the previous book on elementary matrix algebra, multivariable calculus, and static optimization. - Later chapters present multiple integration, as well as ordinary differential and difference equations, including systems of such equations. - Other chapters include material on elementary topology in Euclidean space, correspondences, and fixed point theorems. A website is available which will include solutions to even-numbered problems (available to instructors), as well as extra problems and proofs of some of the more technical results. Peter Hammond is Professor of Economics at Stanford University. He is a prominent theorist whose many research publications extend over several different fields of economics. For many years he has taught courses in mathematics for economists and in mathematical economics at Stanford, as well as earlier at the University of Essex and the London School of Economics. Knut Sydsaeter, Atle Seierstad, and Arne Strom all have extensive experience in teaching mathematics for economists in the Department of Economics at the University of Oslo. With Peter Berck at Berkeley, Knut Sydsaeter and Arne Strom have written a widely used formula book, "Economists' Mathematical Manual "(Springer, 2000). The 1987 North-Holland book "Optimal Control Theory for Economists "by Atle Seierstad and Knut Sydsaeter is still a standard reference in the field.

Download or read book Machine Learning for Economics and Finance in TensorFlow 2 written by Isaiah Hull and published by Apress. This book was released on 2020-11-26 with total page 368 pages. Available in PDF, EPUB and Kindle. Book excerpt: Work on economic problems and solutions with tools from machine learning. ML has taken time to move into the space of academic economics. This is because empirical work in economics is concentrated on the identification of causal relationships in parsimonious statistical models; whereas machine learning is oriented towards prediction and is generally uninterested in either causality or parsimony. That leaves a gap for both students and professionals in the economics industry without a standard reference. This book focuses on economic problems with an empirical dimension, where machine learning methods may offer something of value. This includes coverage of a variety of discriminative deep learning models (DNNs, CNNs, RNNs, LSTMs, the Transformer Model, etc.), generative machine learning models, random forests, gradient boosting, clustering, and feature extraction. You'll also learn about the intersection of empirical methods in economics and machine learning, including regression analysis, text analysis, and dimensionality reduction methods, such as principal components analysis. TensorFlow offers a toolset that can be used to setup and solve any mathematical model, including those commonly used in economics. This book is structured to teach through a sequence of complete examples, each framed in terms of a specific economic problem of interest or topic. Otherwise complicated content is then distilled into accessible examples, so you can use TensorFlow to solve workhorse models in economics and finance. What You'll Learn Define, train, and evaluate machine learning models in TensorFlow 2 Apply fundamental concepts in machine learning, such as deep learning and natural language processing, to economic and financial problems Solve workhorse models in economics and finance Who This Book Is For Students and data scientists working in the economics industry. Academic economists and social scientists who have an interest in machine learning are also likely to find this book useful.

Download or read book Approaches to Learning and Teaching Business Economics written by Andrew Gillespie and published by Cambridge University Press. This book was released on 2017-08-31 with total page 161 pages. Available in PDF, EPUB and Kindle. Book excerpt: A subject-specific guide for teachers to supplement professional development and provide resources for lesson planning. Approaches to learning and teaching Business & Economics is the result of close collaboration between Cambridge University Press and Cambridge International Examinations. Considering the local and global contexts when planning and teaching an international syllabus, the title presents ideas for Business and Economics with practical examples that help put theory into context. Teachers can download online lesson planning tools from our website. This book is ideal support for those studying professional development qualifications or international PGCEs.

Download or read book The Learning Economy and the Economics of Hope written by Bengt-Åke Lundvall and published by Anthem Press. This book was released on 2016-12-01 with total page 367 pages. Available in PDF, EPUB and Kindle. Book excerpt: ‘The Learning Economy and the Economics of Hope’ brings together contributions by an expert on policies, management and economics of innovation and knowledge. It offers original insights in processes of innovation and learning and it draws implications for economic theory and public policy. It introduces the reader to important concepts such as innovation systems and the learning economy. It throws a new light on economic development and opens up for a new kind of economics – the economics of hope. It offers a fresh perspective on many of the most important global challenges of today showing how full attention to the characteristics of the learning economy needs to be combined with innovation in global governance if we want to be able to handle these challenges. ‘The Learning Economy and the Economics of Hope’ presents work published between 1985 and 1992 and introduces the core concepts innovation as an interactive process. The analysis demonstrates that new technology is developed in an interaction between individuals and organisations and that innovation would not thrive in an economy similar to textbook models of pure markets and perfect competition. It also presents articles that were published between 2004 and 2010. These may be seen as further developments and evidence-based consolidation of ideas that were presented more than ten years earlier. It presents the learning economy through the perspective of the economics of knowledge. The concluding part of the book includes three papers that make use of the conceptual frameworks developed in an analysis of China’s innovation system and policy, Europe’s crisis and Africa’s underdevelopment.

Download or read book Favorite Ways to Learn Economics written by David A. Anderson and published by Cengage Learning. This book was released on 2005 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: See economics in action with FAVORITE WAYS TO LEARN ECONOMICS! This manual of experiments and problem sets uses hands-on experiments to reinforce the principles of microeconomics and macroeconomics. With relevant problems, follow-up experiments, opportunities of real-world decision making, and problem sets, mastering economic principles has never been easier!

Download or read book Economics and Utopia written by Geoffrey M Hodgson and published by Routledge. This book was released on 2002-01-04 with total page 359 pages. Available in PDF, EPUB and Kindle. Book excerpt: Since the fall of the Berlin Wall we have been told that no alternative to Western capitalism is possible or desirable. This book challenges this view with two arguments. First, the above premise ignores the enormous variety within capitalism itself. Second, there are enormous forces of transformation within contemporary capitalisms, associated with moves towards a more knowledge-intensive economy. These forces challenge the traditional bases of contract and employment, and could lead to a quite different socio-economic system. Without proposing a static blueprint, this book explores this possible scenario.