Unobserved Product Differentiation In Discrete Choice Models
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Author | : Kenneth Train |
Publisher | : Cambridge University Press |
Total Pages | : 399 |
Release | : 2009-07-06 |
Genre | : Business & Economics |
ISBN | : 0521766559 |
This book describes the new generation of discrete choice methods, focusing on the many advances that are made possible by simulation. Researchers use these statistical methods to examine the choices that consumers, households, firms, and other agents make. Each of the major models is covered: logit, generalized extreme value, or GEV (including nested and cross-nested logits), probit, and mixed logit, plus a variety of specifications that build on these basics. Simulation-assisted estimation procedures are investigated and compared, including maximum stimulated likelihood, method of simulated moments, and method of simulated scores. Procedures for drawing from densities are described, including variance reduction techniques such as anithetics and Halton draws. Recent advances in Bayesian procedures are explored, including the use of the Metropolis-Hastings algorithm and its variant Gibbs sampling. The second edition adds chapters on endogeneity and expectation-maximization (EM) algorithms. No other book incorporates all these fields, which have arisen in the past 25 years. The procedures are applicable in many fields, including energy, transportation, environmental studies, health, labor, and marketing.
Author | : Matthew Shum |
Publisher | : World Scientific |
Total Pages | : 154 |
Release | : 2016-12-14 |
Genre | : Business & Economics |
ISBN | : 981310967X |
Economic Models for Industrial Organization focuses on the specification and estimation of econometric models for research in industrial organization. In recent decades, empirical work in industrial organization has moved towards dynamic and equilibrium models, involving econometric methods which have features distinct from those used in other areas of applied economics. These lecture notes, aimed for a first or second-year PhD course, motivate and explain these econometric methods, starting from simple models and building to models with the complexity observed in typical research papers. The covered topics include discrete-choice demand analysis, models of dynamic behavior and dynamic games, multiple equilibria in entry games and partial identification, and auction models.
Author | : James Joseph Heckman |
Publisher | : Elsevier |
Total Pages | : 1013 |
Release | : 2007 |
Genre | : Econometrics |
ISBN | : 0444506314 |
As conceived by the founders of the Econometric Society, econometrics is a field that uses economic theory and statistical methods to address empirical problems in economics. It is a tool for empirical discovery and policy analysis. The chapters in this volume embody this vision and either implement it directly or provide the tools for doing so. This vision is not shared by those who view econometrics as a branch of statistics rather than as a distinct field of knowledge that designs methods of inference from data based on models of human choice ...
Author | : James J. Heckman |
Publisher | : Elsevier |
Total Pages | : 1013 |
Release | : 2007-12-13 |
Genre | : Business & Economics |
ISBN | : 0080556280 |
As conceived by the founders of the Econometric Society, econometrics is a field that uses economic theory and statistical methods to address empirical problems in economics. It is a tool for empirical discovery and policy analysis. The chapters in this volume embody this vision and either implement it directly or provide the tools for doing so. This vision is not shared by those who view econometrics as a branch of statistics rather than as a distinct field of knowledge that designs methods of inference from data based on models of human choice behavior and social interactions. All of the essays in this volume and its companion volume 6B offer guidance to the practitioner on how to apply the methods they discuss to interpret economic data. The authors of the chapters are all leading scholars in the fields they survey and extend.*Part of the renowned Handbooks in Economics Series*Updates and expands the exisiting Handbook of Econometrics volumes*An invaluable reference written by some of the world's leading econometricians.
Author | : Aart Kraay |
Publisher | : World Bank Publications |
Total Pages | : 52 |
Release | : 2002 |
Genre | : Industrial efficiency |
ISBN | : |
In Colombia, Mexico, and Morocco, firms' past exposure to foreign knowledge through exports, imported imputs, and foreign direct investment does not help to predict current product quality or productive efficiency.
Author | : |
Publisher | : Elsevier |
Total Pages | : 788 |
Release | : 2021-12-09 |
Genre | : Social Science |
ISBN | : 0323915140 |
Handbook of Industrial Organization, Volume Four highlights new advances in the field, with this new volume presenting interesting chapters written by an international board of expert authors. - Presents authoritative surveys and reviews of advances in theory and econometrics - Reviews recent research on capital raising methods and institutions - Includes discussions on developing countries
Author | : Andrew M. Jones |
Publisher | : Edward Elgar Publishing |
Total Pages | : 641 |
Release | : 2012 |
Genre | : Medical |
ISBN | : 0857938134 |
ÔThe Elgar Companion to Health Economics is a comprehensive and accessible look at the field, as seen by its leading figures.Õ Ð Joseph Newhouse, Harvard Medical School, US Acclaim for the first edition: ÔThis Companion is a timely addition. . . It contains 50 chapters, from 90 contributors around the world, on the topical and policy-relevant aspects of health economics. . . there is a balanced coverage of theoretical and empirical materials, and conceptual and practical issues. . . I have found the Companion very useful.Õ Ð Sukhan Jackson, Economic Analysis and Policy ÔThis encyclopedic work provides interested readers with an authoritative and comprehensive overview of many, if not all, of the current research issues in health economics. Highly recommended. Upper-level undergraduates and above.Õ Ð R.M. Mullner, Choice This comprehensive collection brings together more than 50 contributions from some of the most influential researchers in health economics. It authoritatively covers theoretical and empirical issues in health economics, with a balanced range of material on equity and efficiency in health care systems, health technology assessment and issues of concern for developing countries. This thoroughly revised second edition is expanded to include four new chapters, while all existing chapters have been extensively updated. The Elgar Companion to Health Economics, Second Edition intends to take an audience of advanced undergraduates, postgraduates and researchers to the current frontier of research by providing concise and readable introductions to key topics.
Author | : Patrick Bajari |
Publisher | : |
Total Pages | : 80 |
Release | : 2001 |
Genre | : Consumers' preferences |
ISBN | : |
We study the identification and estimation of preferences in hedonic discrete choice models of demand for differentiated products. In the hedonic discrete choice model, products are represented as a finite dimensional bundle of characteristics, and consumers maximize utility subject to a budget constraint. Our hedonic model also incorporates product characteristics that are observed by consumers but not by the economist. We demonstrate that, unlike the case where all product characteristics are observed, it is not in general possible to uniquely recover consumer preferences from data on a consumer's choices. However, we provide several sets of assumptions under which preferences can be recovered uniquely, that we think may be satisfied in many applications. Our identification and estimation strategy is a two stage approach in the spirit of Rosen (1974). In the first stage, we show under some weak conditions that price data can be used to nonparametrically recover the unobserved product characteristics and the hedonic pricing function. In the second stage, we show under some weak conditions that if the product space is continuous and the functional form of utility is known, then there exists an inversion between a consumer's choices and her preference parameters. If the product space is discrete, we propose a Gibbs sampling algorithm to simulate the population distribution of consumers' taste coefficients.
Author | : Ali Hortaçsu |
Publisher | : Princeton University Press |
Total Pages | : 280 |
Release | : 2023-10-24 |
Genre | : Business & Economics |
ISBN | : 0691243468 |
"Within economics a relatively new way of modeling has dominated important subfields: structural modeling. The goal of this book is to give an overview on how the various streams of literatures in empirical industrial organization and quantitative marketing use structural econometric modeling to estimate the model parameters, give the economic-model-based predictions, and conduct the policy counterfactual experiments. The traditional way of modelling, called "reduced-form" builds its models from simple relationships between variables of interests, which are mostly linear. Structural econometric models start by specifying the structure of the economic model, and the variables are calibrated from real-world data. This method enables better predictions and policy counterfactuals, and has other benefits. When considering a hypothetical policy change using the traditional modeling method ("reduced form"), researchers can often only estimate whether an effect would be positive or negative. With a structural econometric model using real-world data, a researcher can obtain the magnitude of the effects resulting from a hypothetical change. But the ability of quantifying the effects associated with a hypothetical policy change comes with its costs: the nonlinearity from explicitly specifying the possible relationships makes the structural econometric approach generally much more difficult to implement than its reduced-form counterpart. Therefore this book will provide a much-needed resource on how to use these methods effectively in the fields in which they been used the most, empirical industrial organization and quantitative marketing"--
Author | : Bernard M. Hoekman |
Publisher | : World Bank Publications |
Total Pages | : 370 |
Release | : 2006-04-27 |
Genre | : Business & Economics |
ISBN | : 0821361260 |
The importance of international technology diffusion (ITD) for economic development can hardly be overstated. Both the acquisition of technology and its diffusion foster productivity growth. Developing countries have long sought to use both national policies and international agreements to stimulate ITD. The 'correct' policy intervention, if any, depends critically upon the channels through which technology diffuses internationally and the quantitative effects of the various diffusion processes on efficiency and productivity growth. Neither is well understood. New technologies may be embodied in goods and transferred through imports of new varieties of differentiated products or capital goods and equipment, they may be obtained through exposure to foreign buyers or foreign investors or they may be acquired through arms-length trade in intellectual property, e.g., licensing contracts. 'Global Integration and Technology Transfer' uses cross-country and firm level panel data sets to analyze how specific activities exporting, importing, FDI, joint ventures impact on productivity performance.