Quantile Regression

Quantile Regression

Author: Roger Koenker

Publisher: Cambridge University Press

Published: 2005-05-05

Total Pages: 367

ISBN-13: 1139444719

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Quantile regression is gradually emerging as a unified statistical methodology for estimating models of conditional quantile functions. By complementing the exclusive focus of classical least squares regression on the conditional mean, quantile regression offers a systematic strategy for examining how covariates influence the location, scale and shape of the entire response distribution. This monograph is the first comprehensive treatment of the subject, encompassing models that are linear and nonlinear, parametric and nonparametric. The author has devoted more than 25 years of research to this topic. The methods in the analysis are illustrated with a variety of applications from economics, biology, ecology and finance. The treatment will find its core audiences in econometrics, statistics, and applied mathematics in addition to the disciplines cited above.


What Happens During Recessions, Crunches and Busts?

What Happens During Recessions, Crunches and Busts?

Author: Mr.Ayhan Kose

Publisher: International Monetary Fund

Published: 2008-12-01

Total Pages: 77

ISBN-13: 1451871325

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We provide a comprehensive empirical characterization of the linkages between key macroeconomic and financial variables around business and financial cycles for 21 OECD countries over the period 1960–2007. In particular, we analyze the implications of 122 recessions, 112 (28) credit contraction (crunch) episodes, 114 (28) episodes of house price declines (busts), 234 (58) episodes of equity price declines (busts) and their various overlaps in these countries over the sample period. Our results indicate that interactions between macroeconomic and financial variables can play major roles in determining the severity and duration of recessions. Specifically, we find evidence that recessions associated with credit crunches and house price busts tend to be deeper and longer than other recessions. JEL Classification Numbers: E32; E44; E51; F42


Regression and Other Stories

Regression and Other Stories

Author: Andrew Gelman

Publisher: Cambridge University Press

Published: 2021

Total Pages: 551

ISBN-13: 110702398X

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A practical approach to using regression and computation to solve real-world problems of estimation, prediction, and causal inference.


German Pension Reform

German Pension Reform

Author: Christina Benita Wilke

Publisher: Peter Lang

Published: 2009

Total Pages: 216

ISBN-13: 9783631588512

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The German pension system was the first formal pension system in the world, designed by Bismarck nearly 120 years ago. It has been very successful in providing high and reliable pension levels at reasonable contribution rates. While the generosity of the German pension system is considered a great social achievement, negative incentive effects of past reforms in the 1970s and 1980s and population aging are threatening the very core of the system. This has led to fundamental pension reforms since 1992. Based on a detailed simulation model of the German pension system, this book provides a thorough assessment of the system and its reforms. It shows that the latest reforms have put the system back onto a stable path and moved it from the old monolithic towards a multi-pillar system.


The Long Shadow of Informality

The Long Shadow of Informality

Author: Franziska Ohnsorge

Publisher: World Bank Publications

Published: 2022-02-09

Total Pages: 397

ISBN-13: 1464817545

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A large percentage of workers and firms operate in the informal economy, outside the line of sight of governments in emerging market and developing economies. This may hold back the recovery in these economies from the deep recessions caused by the COVID-19 pandemic--unless governments adopt a broad set of policies to address the challenges of widespread informality. This study is the first comprehensive analysis of the extent of informality and its implications for a durable economic recovery and for long-term development. It finds that pervasive informality is associated with significantly weaker economic outcomes--including lower government resources to combat recessions, lower per capita incomes, greater poverty, less financial development, and weaker investment and productivity.


Economic Applications of Quantile Regression

Economic Applications of Quantile Regression

Author: Bernd Fitzenberger

Publisher: Springer Science & Business Media

Published: 2013-03-09

Total Pages: 325

ISBN-13: 3662115921

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Quantile regression has emerged as an essential statistical tool of contemporary empirical economics and biostatistics. Complementing classical least squares regression methods which are designed to estimate conditional mean models, quantile regression provides an ensemble of techniques for estimating families of conditional quantile models, thus offering a more complete view of the stochastic relationship among variables. This volume collects 12 outstanding empirical contributions in economics and offers an indispensable introduction to interpretation, implementation, and inference aspects of quantile regression.


Microeconometrics

Microeconometrics

Author: A. Colin Cameron

Publisher: Cambridge University Press

Published: 2005-05-09

Total Pages: 1058

ISBN-13: 1139444867

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This book provides the most comprehensive treatment to date of microeconometrics, the analysis of individual-level data on the economic behavior of individuals or firms using regression methods for cross section and panel data. The book is oriented to the practitioner. A basic understanding of the linear regression model with matrix algebra is assumed. The text can be used for a microeconometrics course, typically a second-year economics PhD course; for data-oriented applied microeconometrics field courses; and as a reference work for graduate students and applied researchers who wish to fill in gaps in their toolkit. Distinguishing features of the book include emphasis on nonlinear models and robust inference, simulation-based estimation, and problems of complex survey data. The book makes frequent use of numerical examples based on generated data to illustrate the key models and methods. More substantially, it systematically integrates into the text empirical illustrations based on seven large and exceptionally rich data sets.


The Estimation of Causal Effects by Difference-in-difference Methods

The Estimation of Causal Effects by Difference-in-difference Methods

Author: Michael Lechner

Publisher: Foundations and Trends(r) in E

Published: 2011

Total Pages: 72

ISBN-13: 9781601984982

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This monograph presents a brief overview of the literature on the difference-in-difference estimation strategy and discusses major issues mainly using a treatment effect perspective that allows more general considerations than the classical regression formulation that still dominates the applied work.