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Books > Business & Economics > Economics > Econometrics

A Short Course in Intermediate Microeconomics with Calculus (Hardcover, 2nd Revised edition): Roberto Serrano, Allan M. Feldman A Short Course in Intermediate Microeconomics with Calculus (Hardcover, 2nd Revised edition)
Roberto Serrano, Allan M. Feldman
R3,190 Discovery Miles 31 900 Ships in 12 - 17 working days

This second edition retains the positive features of being clearly written, well organized, and incorporating calculus in the text, while adding expanded coverage on game theory, experimental economics, and behavioural economics. It remains more focused and manageable than similar textbooks, and provides a concise yet comprehensive treatment of the core topics of microeconomics, including theories of the consumer and of the firm, market structure, partial and general equilibrium, and market failures caused by public goods, externalities and asymmetric information. The book includes helpful solved problems in all the substantive chapters, as well as over seventy new mathematical exercises and enhanced versions of the ones in the first edition. The authors make use of the book's full color with sharp and helpful graphs and illustrations. This mathematically rigorous textbook is meant for students at the intermediate level who have already had an introductory course in microeconomics, and a calculus course.

Fundamentals of Statistics for Aviation Research (Hardcover): Michael A. Gallo, Brooke E. Wheeler, Isaac M. Silver Fundamentals of Statistics for Aviation Research (Hardcover)
Michael A. Gallo, Brooke E. Wheeler, Isaac M. Silver
R3,610 Discovery Miles 36 100 Ships in 12 - 17 working days

This is the first textbook designed to teach statistics to students in aviation courses. All examples and exercises are grounded in an aviation context, including flight instruction, air traffic control, airport management, and human factors. Structured in six parts, theiscovers the key foundational topics relative to descriptive and inferential statistics, including hypothesis testing, confidence intervals, z and t tests, correlation, regression, ANOVA, and chi-square. In addition, this book promotes both procedural knowledge and conceptual understanding. Detailed, guided examples are presented from the perspective of conducting a research study. Each analysis technique is clearly explained, enabling readers to understand, carry out, and report results correctly. Students are further supported by a range of pedagogical features in each chapter, including objectives, a summary, and a vocabulary check. Digital supplements comprise downloadable data sets and short video lectures explaining key concepts. Instructors also have access to PPT slides and an instructor’s manual that consists of a test bank with multiple choice exams, exercises with data sets, and solutions. This is the ideal statistics textbook for aviation courses globally, especially in aviation statistics, research methods in aviation, human factors, and related areas.

The Socialist Industrial State - Towards a Political Sociology of State Socialism (Hardcover): David Lane The Socialist Industrial State - Towards a Political Sociology of State Socialism (Hardcover)
David Lane
R2,667 Discovery Miles 26 670 Ships in 12 - 17 working days

The Socialist Industrial State (1976) examines the state-socialist system, taking as the central example the Soviet Union - where the goals and values of Marxism-Leninism and the particular institutions, the form of economy and polity, were first adopted and developed. It then considers the historical developments, differences in culture, the level of economic development and the political processes of different state-socialist countries around the globe.

Quantum Field Theory for Economics and Finance (Hardcover): Belal Ehsan Baaquie Quantum Field Theory for Economics and Finance (Hardcover)
Belal Ehsan Baaquie
R4,738 Discovery Miles 47 380 Ships in 12 - 17 working days

An introduction to how the mathematical tools from quantum field theory can be applied to economics and finance, providing a wide range of quantum mathematical techniques for designing financial instruments. The ideas of Lagrangians, Hamiltonians, state spaces, operators and Feynman path integrals are demonstrated to be the mathematical underpinning of quantum field theory, and which are employed to formulate a comprehensive mathematical theory of asset pricing as well as of interest rates, which are validated by empirical evidence. Numerical algorithms and simulations are applied to the study of asset pricing models as well as of nonlinear interest rates. A range of economic and financial topics are shown to have quantum mechanical formulations, including options, coupon bonds, nonlinear interest rates, risky bonds and the microeconomic action functional. This is an invaluable resource for experts in quantitative finance and in mathematics who have no specialist knowledge of quantum field theory.

Econometric Model Selection - A New Approach (Hardcover, 1989 ed.): Antonio Aznar Grasa Econometric Model Selection - A New Approach (Hardcover, 1989 ed.)
Antonio Aznar Grasa
R2,947 Discovery Miles 29 470 Ships in 10 - 15 working days

This book proposes a new methodology for the selection of one (model) from among a set of alternative econometric models. Let us recall that a model is an abstract representation of reality which brings out what is relevant to a particular economic issue. An econometric model is also an analytical characterization of the joint probability distribution of some random variables of interest, which yields some information on how the actual economy works. This information will be useful only if it is accurate and precise; that is, the information must be far from ambiguous and close to what we observe in the real world Thus, model selection should be performed on the basis of statistics which summarize the degree of accuracy and precision of each model. A model is accurate if it predicts right; it is precise if it produces tight confidence intervals. A first general approach to model selection includes those procedures based on both characteristics, precision and accuracy. A particularly interesting example of this approach is that of Hildebrand, Laing and Rosenthal (1980). See also Hendry and Richard (1982). A second general approach includes those procedures that use only one of the two dimensions to discriminate among models. In general, most of the tests we are going to examine correspond to this category.

Social Media Analytics in Predicting Consumer Behavior (Hardcover): Selay Ilgaz Sumer, Nurettin Parilti Social Media Analytics in Predicting Consumer Behavior (Hardcover)
Selay Ilgaz Sumer, Nurettin Parilti
R3,868 Discovery Miles 38 680 Ships in 12 - 17 working days

Today, information is very important for businesses. Businesses that use information correctly are successful while those that don't, decline. Social media is an important source of data. This data brings us to social media analytics. Surveys are no longer the only way to hear the voice of consumers. With the data obtained from social media platforms, businesses can devise marketing strategies. It provides a better understanding consumer behavior. As consumers are at the center of all business activities, it is unrealistic to succeed without understanding consumption patterns. Social media analytics is useful, especially for marketers. Marketers can evaluate the data to make strategic marketing plans. Social media analytics and consumer behavior are two important issues that need to be addressed together. The book differs in that it handles social media analytics from a different perspective. It is planned that social media analytics will be discussed in detail in terms of consumer behavior in the book. The book will be useful to the students, businesses, and marketers in many aspects.

Consumer Demand in the United States - Prices, Income, and Consumption Behavior (Hardcover, 3rd ed. 2010): Lester D. Taylor, H.... Consumer Demand in the United States - Prices, Income, and Consumption Behavior (Hardcover, 3rd ed. 2010)
Lester D. Taylor, H. S. Houthakker
R5,745 Discovery Miles 57 450 Ships in 10 - 15 working days

A classic treatise that defined the field of applied demand analysis, Consumer Demand in the United States: Prices, Income, and Consumption Behavior is now fully updated and expanded for a new generation. Consumption expenditures by households in the United States account for about 70% of America's GDP. The primary focus in this book is on how households adjust these expenditures in response to changes in price and income. Econometric estimates of price and income elasticities are obtained for an exhaustive array of goods and services using data from surveys conducted by the Bureau of Labor Statistics and aggregate consumption expenditures from the National Income and Product Accounts, providing a better understanding of consumer demand. Practical models for forecasting future price and income elasticities are also demonstrated. Fully revised with over a dozen new chapters and appendices, the book revisits the original Houthakker-Taylor models while examining new material as well, such as the use of quantile regression and the stationarity of consumer preference. It also explores the emerging connection between neuroscience and consumer behavior, integrating the economic literature on demand theory with psychology literature. The most comprehensive treatment of the topic to date, this volume will be an essential resource for any researcher, student or professional economist working on consumer behavior or demand theory, as well as investors and policymakers concerned with the impact of economic fluctuations.

Computer-Aided Introduction to Econometrics (Hardcover, 2003 ed.): Juan Rodriguez Poo Computer-Aided Introduction to Econometrics (Hardcover, 2003 ed.)
Juan Rodriguez Poo
R2,367 R1,613 Discovery Miles 16 130 Save R754 (32%) Ships in 12 - 17 working days

The advent of low cost computation has made many previously intractable econometric models empirically feasible and computational methods are now realized as an integral part of the theory.This book provides graduate students and researchers not only with a sound theoretical introduction to the topic, but allows the reader through an internet based interactive computing method to learn from theory to practice the different techniques discussed in the book. Among the theoretical issues presented are linear regression analysis, univariate time series modelling with some interesting extensions such as ARCH models and dimensionality reduction techniques.The electronic version of the book including all computational possibilites can be viewed athttp://www.xplore-stat.de/ebooks/ebooks.html

Panel Data Econometrics (Hardcover): Manuel Arellano Panel Data Econometrics (Hardcover)
Manuel Arellano
R4,420 Discovery Miles 44 200 Ships in 12 - 17 working days

Panel data econometrics uses both time series and cross-sectional data sets that have repeated observations over time for the same individuals (individuals can be workers, households, firms, industries, regions, or countries). This book reviews the most important topics in the subject. The three parts, dealing with static models, dynamic models, and discrete choice and related models are organized around the themes of controlling for unobserved heterogeneity and modelling dynamic responses and error components.

Inflation Dynamic - Global Positive Economic Analysis (Hardcover): Weshah Razzak Inflation Dynamic - Global Positive Economic Analysis (Hardcover)
Weshah Razzak
R3,882 Discovery Miles 38 820 Ships in 12 - 17 working days

This book explains inflation dynamic, using time series data from 1960 for 42 countries. These countries are different in every aspect, historically, culturally, socially, politically, institutionally, and economically. They are chosen on the basis of the data availability only and cover the Middle East and North Africa (MENA) region, Africa, Asia, the Caribbean, Europe, Australasia, and the United States. Inflation reached double digits in the developed countries in the 1970s and 80s, and then central banks, successfully stabilized it by anchoring inflation expectations for decades, until now. Conditional on common and country-specific shocks such as oil price shocks, financial and banking and political crises, wars, pandemics, natural disasters etc., the book tests various theoretical models about the long and short run relationships between money and prices, money growth and inflation, money growth and real output, expected inflation; the output gap, fiscal policy, and inflation, using a number of parametric and non-parametric methods, and pays attention to specifications and estimations problems. In addition, it explains why policymakers in inflation - targeting countries, e.g. the U.S., failed to anticipate the recent sudden rise in inflation. And, it examines the fallibility of the Modern Monetary Theory's policy prescription to reduce inflation by raising taxes. This is a unique and innovative book, which will find an audience among students, academics, researchers, policy makers, analysts in corporations, private and central banks and international monetary institutions.

May Contain Lies - How Stories, Statistics and Studies Exploit Our Biases - And What We Can Do About It (Paperback): Alex Edmans May Contain Lies - How Stories, Statistics and Studies Exploit Our Biases - And What We Can Do About It (Paperback)
Alex Edmans
R499 R390 Discovery Miles 3 900 Save R109 (22%) Ships in 5 - 10 working days

A ground-breaking book that reveals why our human biases affect the way we receive and interpret information

Our lives are minefields of misinformation. Stories, statistics and studies lie to us on a daily basis. Not only this but, as Professor Alex Edmans reveals, our brains lie to us too. He argues that we need to acknowledge and understand the role that our own human biases play in interpreting and digesting the information that we consume. It's only when we do, that we can actively resist being manipulated, and make informed decisions that improve our lives.

Bayesian Multilevel Models for Repeated Measures Data - A Conceptual and Practical Introduction in R (Hardcover): Santiago... Bayesian Multilevel Models for Repeated Measures Data - A Conceptual and Practical Introduction in R (Hardcover)
Santiago Barreda, Noah Silbert
R3,620 Discovery Miles 36 200 Ships in 12 - 17 working days

This comprehensive book is an introduction to multilevel Bayesian models in R using brms and the Stan programming language. Featuring a series of fully worked analyses of repeated-measures data, focus is placed on active learning through the analyses of the progressively more complicated models presented throughout the book. In this book, the authors offer an introduction to statistics entirely focused on repeated measures data beginning with very simple two-group comparisons and ending with multinomial regression models with many 'random effects'. Across 13 well-structured chapters, readers are provided with all the code necessary to run all the analyses and make all the plots in the book, as well as useful examples of how to interpret and write-up their own analyses. This book provides an accessible introduction for readers in any field, with any level of statistical background. Senior undergraduate students, graduate students, and experienced researchers looking to 'translate' their skills with more traditional models to a Bayesian framework, will benefit greatly from the lessons in this text.

Econometric Advances in Spatial Modelling and Methodology - Essays in Honour of Jean Paelinck (Hardcover, 1998 ed.): Daniel A.... Econometric Advances in Spatial Modelling and Methodology - Essays in Honour of Jean Paelinck (Hardcover, 1998 ed.)
Daniel A. Griffith, C. Amrhein, Jean-Marie Huriot
R2,910 Discovery Miles 29 100 Ships in 10 - 15 working days

This volume is in honour of the remarkable career of the Father of Spatial Econometrics, Professor Jean Paelinck, presently of the Tinbergen Institute, Rotterdam. Jean Paelinck, arguably, is the founder of modern spatial econometrics. The impact on the profession through his work in spatial econometrics, regional science, and more conventional economics can be measured in many ways: through the work of his students, his devotion to and activism in facilitating the diffusion of regional science to Poland, the formulation and development of his FLEUR model, his co-founding of the French-speaking Regional Science Association, the voluminous references to his scholarly publications, his many invitations to be a featured speaker at conferences and universities throughout the world, the offices he has held in scholarly and professional associations, Erasmus University Rotterdam and the Netherlands Economic Institute, and the numerous honorary degrees he has been awarded. A series of special sessions in honour of Jean Paelinck were organized at the most prominent regional science meetings around the world. A number of prominent scholars in the field organized and participated in special sessions labelled In Honour of Professor Paelinck.' These sessions reflect a truly global reach of the techniques and methods pioneered by him. As an outgrowth of six conferences final versions of the selection of papers are collected in this volume. Prominent ideas contained in each of the selected contributions can be traced explicitly to work by Jean Paelinck.

Disentangling Migration and Climate Change - Methodologies, Political Discourses and Human Rights (Hardcover, 2013 ed.): Thomas... Disentangling Migration and Climate Change - Methodologies, Political Discourses and Human Rights (Hardcover, 2013 ed.)
Thomas Faist, Jeanette Schade
R2,819 Discovery Miles 28 190 Ships in 10 - 15 working days

This book addresses environmental and climate change induced migration from the vantage point of migration studies, offering a broad spectrum of approaches for considering the environment/climate/migration nexus. Research on the subject is still frequently narrowed down to climate change vulnerability and the environmental push factor. The book establishes the interconnections between societal and environmental vulnerability, and migration and capability, allowing appreciation of migration in the frame of climate as a case of spatial and social mobility, that is, as a strategy of persons and groups to deal with a grossly unequal distribution of life chances across the world. In their introduction, the editors fan out the current debate and state the need to transcend predominantly policy-oriented approaches to migration. The first section of the volume focuses on "Methodologies and Methods" and presents very distinct approaches to think climate induced migration. Subsequent chapters explore the sensitivity of existing migration flows to climate change in Ghana and Bangladesh, the complex relationship between migration, demographic change and coping capacities in Canada, methodological challenges of a household survey on the significance of migration and remittances for adaptation in the Hindu Kush region and an econometric study of the aftermath of the 1998 floods in Bangladesh. The second part, "Areas of Concern: Politics and Human Rights", deepens the analysis of discourses as well as of the implications of proposed and implemented policies. Contributors discuss such topics as environmental migration as a multi-causal problem, climate migration as a consequence in an alarmist discourse and climate migration as a solution. A study of an integrated relocation program in Papua New Guinea is followed by chapters on the promise and the flaws of planned relocation policy, global policy on protection of environmental migrants including both internally displaced peoples and those who cross international borders. A concluding chapter places human agency at centre stage and explores the interplay between human rights, capability and migration.

The Multi-Agent Transport Simulation Matsim (Hardcover): Andreas Horni, Kai Nagel, Kay W Axhausen The Multi-Agent Transport Simulation Matsim (Hardcover)
Andreas Horni, Kai Nagel, Kay W Axhausen
R1,699 Discovery Miles 16 990 Ships in 12 - 17 working days
Studies in Consumer Demand - Econometric Methods Applied to Market Data (Hardcover, 1998 ed.): Jeffrey A. Dubin Studies in Consumer Demand - Econometric Methods Applied to Market Data (Hardcover, 1998 ed.)
Jeffrey A. Dubin
R4,327 Discovery Miles 43 270 Ships in 12 - 17 working days

Studies in Consumer Demand - Econometric Methods Applied to Market Data contains eight previously unpublished studies of consumer demand. Each study stands on its own as a complete econometric analysis of demand for a well-defined consumer product. The econometric methods range from simple regression techniques applied in the first four chapters, to the use of logit and multinomial logit models used in chapters 5 and 6, to the use of nested logit models in chapters 6 and 7, and finally to the discrete/continuous modeling methods used in chapter 8. Emphasis is on applications rather than econometric theory. In each case, enough detail is provided for the reader to understand the purpose of the analysis, the availability and suitability of data, and the econometric approach to measuring demand.

Applied Quantitative Analysis for Real Estate (Paperback): Sotiris Tsolacos, Mark Andrew Applied Quantitative Analysis for Real Estate (Paperback)
Sotiris Tsolacos, Mark Andrew
R1,728 Discovery Miles 17 280 Ships in 12 - 17 working days

To fully function in today's global real estate industry, students and professionals increasingly need to understand how to implement essential and cutting-edge quantitative techniques. This book presents an easy-to-read guide to applying quantitative analysis in real estate aimed at non-cognate undergraduate and masters students, and meets the requirements of modern professional practice. Through case studies and examples illustrating applications using data sourced from dedicated real estate information providers and major firms in the industry, the book provides an introduction to the foundations underlying statistical data analysis, common data manipulations and understanding descriptive statistics, before gradually building up to more advanced quantitative analysis, modelling and forecasting of real estate markets. Our examples and case studies within the chapters have been specifically compiled for this book and explicitly designed to help the reader acquire a better understanding of the quantitative methods addressed in each chapter. Our objective is to equip readers with the skills needed to confidently carry out their own quantitative analysis and be able to interpret empirical results from academic work and practitioner studies in the field of real estate and in other asset classes. Both undergraduate and masters level students, as well as real estate analysts in the professions, will find this book to be essential reading.

The Economics of Codetermination - Lessons from the German Experience (Hardcover): J. Addison The Economics of Codetermination - Lessons from the German Experience (Hardcover)
J. Addison
R1,469 Discovery Miles 14 690 Ships in 10 - 15 working days

This book provides the first ever comprehensive economic evaluation of the long-standing German system of works councils and worker directors on company boards. This system of codetermination, or "Mitbestimmung, " is unique in the degree of information provision, consultation, and participation ceded employees. Addison analyzes the effects of works councils on establishment productivity, profitability, investment in physical and intangible capital, employment, training, wages and organizational flexibility, as well as the influence of worker directors on some of the same indicators plus, critically, shareholder value. Today, works councils are in decline while worker directors have scarcely been embraced either from within or without. This book examines these challenges and addresses the likely evolution of codetermination.

An Introduction to Economic Dynamics - Modelling, Analysis and Simulation (Paperback): Srinivas Raghavendra, Petri T. Piiroinen An Introduction to Economic Dynamics - Modelling, Analysis and Simulation (Paperback)
Srinivas Raghavendra, Petri T. Piiroinen
R1,385 Discovery Miles 13 850 Ships in 12 - 17 working days

• Introduces the dynamics, principles and mathematics behind ten macroeconomic models allowing students to visualise the models and understand the economic intuition behind them. • Provides a step-by-step guide, and the necessary MATLAB codes, to allow readers to simulate and experiment with the models themselves.

Tidy Finance with R (Hardcover): Christoph Scheuch, Stefan Voigt, Patrick Weiss Tidy Finance with R (Hardcover)
Christoph Scheuch, Stefan Voigt, Patrick Weiss
R4,453 Discovery Miles 44 530 Ships in 12 - 17 working days

Self-contained chapters on the most important applications and methodologies in finance, which can easily be used for the reader’s research or as a reference for courses on empirical finance. Each chapter is reproducible in the sense that the reader can replicate every single figure, table, or number by simply copy-pasting the code we provide. A full-fledged introduction to machine learning with tidymodels based on tidy principles to show how factor selection and option pricing can benefit from Machine Learning methods. Chapter 2 on accessing & managing financial data shows how to retrieve and prepare the most important datasets in the field of financial economics: CRSP and Compustat. The chapter also contains detailed explanations of the most important data characteristics. Each chapter provides exercises that are based on established lectures and exercise classes and which are designed to help students to dig deeper. The exercises can be used for self-studying or as source of inspiration for teaching exercises.

Business Statistics of the United States 2021 - Patterns of Economic Change (Hardcover, 26th Edition): Susan Ockert Business Statistics of the United States 2021 - Patterns of Economic Change (Hardcover, 26th Edition)
Susan Ockert
R4,120 Discovery Miles 41 200 Ships in 12 - 17 working days

Business Statistics of the United States is a comprehensive and practical collection of data from as early as 1913 that reflects the nation's economic performance. It provides several years of annual, quarterly, and monthly data in industrial and demographic detail including key indicators such as: gross domestic product, personal income, spending, saving, employment, unemployment, the capital stock, and more. Business Statistics of the United States is the best place to find historical perspectives on the U.S. economy. Of equal importance to the data are the introductory highlights, extensive notes, and figures for each chapter that help users to understand the data, use them appropriately, and, if desired, seek additional information from the source agencies. Business Statistics of the United States provides a rich and deep picture of the American economy and contains approximately 3,500 time series in all. The data are predominately from federal government sources including: Board of Governors of the Federal Reserve System Bureau of Economic Analysis Bureau of Labor Statistics Census Bureau Employment and Training Administration Energy Information Administration Federal Housing Finance Agency U.S. Department of the Treasury

Econometrics (Hardcover): Bruce Hansen Econometrics (Hardcover)
Bruce Hansen
R2,111 Discovery Miles 21 110 Ships in 12 - 17 working days

The most authoritative and up-to-date core econometrics textbook available Econometrics is the quantitative language of economic theory, analysis, and empirical work, and it has become a cornerstone of graduate economics programs. Econometrics provides graduate and PhD students with an essential introduction to this foundational subject in economics and serves as an invaluable reference for researchers and practitioners. This comprehensive textbook teaches fundamental concepts, emphasizes modern, real-world applications, and gives students an intuitive understanding of econometrics. Covers the full breadth of econometric theory and methods with mathematical rigor while emphasizing intuitive explanations that are accessible to students of all backgrounds Draws on integrated, research-level datasets, provided on an accompanying website Discusses linear econometrics, time series, panel data, nonparametric methods, nonlinear econometric models, and modern machine learning Features hundreds of exercises that enable students to learn by doing Includes in-depth appendices on matrix algebra and useful inequalities and a wealth of real-world examples Can serve as a core textbook for a first-year PhD course in econometrics and as a follow-up to Bruce E. Hansen's Probability and Statistics for Economists

The Statistical Analysis of Recurrent Events (Hardcover, 2007 ed.): Richard J. Cook, Jerald Lawless The Statistical Analysis of Recurrent Events (Hardcover, 2007 ed.)
Richard J. Cook, Jerald Lawless
R4,353 Discovery Miles 43 530 Ships in 12 - 17 working days

This book presents models and statistical methods for the analysis of recurrent event data. The authors provide broad, detailed coverage of the major approaches to analysis, while emphasizing the modeling assumptions that they are based on. More general intensity-based models are also considered, as well as simpler models that focus on rate or mean functions. Parametric, nonparametric and semiparametric methodologies are all covered, with procedures for estimation, testing and model checking.

Analyzing Financial Data and Implementing Financial Models Using R (Hardcover, 2nd ed. 2021): Clifford S Ang Analyzing Financial Data and Implementing Financial Models Using R (Hardcover, 2nd ed. 2021)
Clifford S Ang
R3,114 Discovery Miles 31 140 Ships in 10 - 15 working days

This advanced undergraduate/graduate textbook teaches students in finance and economics how to use R to analyse financial data and implement financial models. It demonstrates how to take publically available data and manipulate, implement models and generate outputs typical for particular analyses. A wide spectrum of timely and practical issues in financial modelling are covered including return and risk measurement, portfolio management, option pricing and fixed income analysis. This new edition updates and expands upon the existing material providing updated examples and new chapters on equities, simulation and trading strategies, including machine learnings techniques. Select data sets are available online.

Econometric Modeling in Economic Education Research (Hardcover, 1987 ed.): William E. Becker Jr., Rolf A. Walstad Econometric Modeling in Economic Education Research (Hardcover, 1987 ed.)
William E. Becker Jr., Rolf A. Walstad
R4,318 Discovery Miles 43 180 Ships in 12 - 17 working days

Since its establishment in the 1950s the American Economic Association's Committee on Economic Education has sought to promote improved instruction in economics and to facilitate this objective by stimulating research on the teaching of economics. These efforts are most apparent in the sessions on economic education that the Committee organizes at the Association's annual meetings. At these sessions economists interested in economic education have opportunities to present new ideas on teaching and research and also to report the findings of their research. The record of this activity can be found in the Proceedings of the American Eco nomic Review. The Committee on Economic Education and its members have been actively involved in a variety of other projects. In the early 1960s it organized the National Task Force on Economic Education that spurred the development of economics teaching at the precollege level. This in turn led to the development of a standardized research instrument, a high school test of economic understanding. This was followed later in the 1960s by the preparation of a similar test of understanding college economics. The development of these two instruments greatly facilitated research on the impact of economics instruction, opened the way for application of increasingly sophisticated statistical methods in measuring the impact of economic education, and initiated a steady stream of research papers on a subject that previously had not been explored."

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