Nber Macroeconomics Annual 2022

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NBER Macroeconomics Annual, 2022

Author : Martin Eichenbaum
Publisher : University of Chicago Press
ISBN 13 : 0226828247
Total Pages : 478 pages
Book Rating : 4.2/5 (268 download)

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Book Synopsis NBER Macroeconomics Annual, 2022 by : Martin Eichenbaum

Download or read book NBER Macroeconomics Annual, 2022 written by Martin Eichenbaum and published by University of Chicago Press. This book was released on 2023-05-15 with total page 478 pages. Available in PDF, EPUB and Kindle. Book excerpt: Authoritative takes on the most current and pressing issues in macroeconomics today. The NBER Macroeconomics Annual provides a forum for leading economists to participate in important debates in macroeconomics and to report on major developments in macroeconomic analysis and policy. The NBER Macroeconomics Annual brings together leading scholars to discuss five research papers on central issues in contemporary macroeconomics. First, Andrea Eisfeldt, Antonio Falato, and Mindy Xiaolan document the rise of a new class of worker that receives part of its labor income as equity-based compensation, its role in the recent decline in the labor share of income, and implications for the returns to skilled labor and the implied capital-skill complementarity. Next, Michael Bauer and Eric Swanson focus on monetary policy shocks and argue the correlation between estimated monetary surprises and previously available information can be explained by uncertainty about the parameters of the monetary policy rule. Using new data and methods they find effects of monetary policy on macroeconomic variables that are much larger than previously estimated. Job Boerma and Loukas Karabarbounis provide a framework for quantitatively exploring the gap in wealth between White and Black Americans over the past 150 years and examine the effectiveness of reparations as a tool for closing this gap. Guido Menzio considers workers who do not have rational expectations, and whose “stubborn” beliefs change the response of wages to technology shocks, resulting in sticky wages. He finds that the larger the fraction of workers with stubborn beliefs, the more volatile unemployment is. Finally, Rishabh Aggarwal, Adrien Auclert, Matthew Rognlie, and Ludwig Straub investigate the growth—particularly in the United States—of private savings, current account deficits, and fiscal deficits after 2020. They argue that fiscal deficits lead to large and persistent increases in private savings and current account deficits.

NBER Macroeconomics Annual 2009

Author : Daron Acemoglu
Publisher :
ISBN 13 : 9780226002095
Total Pages : 0 pages
Book Rating : 4.0/5 (2 download)

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Book Synopsis NBER Macroeconomics Annual 2009 by : Daron Acemoglu

Download or read book NBER Macroeconomics Annual 2009 written by Daron Acemoglu and published by . This book was released on 2010-07 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: The NBER Macroeconomics Annual provides a forum for important debates in contemporary macroeconomics and major developments in the theory of macroeconomic analysis and policy that include leading economists from a variety of fields. The papers and accompanying discussions in NBER Macroeconomics Annual 2009 address how heterogeneous beliefs interact with equilibrium leverage and potentially lead to leverage cycles, the validity of alternative hypotheses about the reason for the recent increase in foreclosures on residential mortgages, the credit rating crisis, quantitative implications for the evolution of the U.S. wage distribution, and noisy business cycles.

NBER Macroeconomics Annual 2017

Author : Martin Eichenbaum
Publisher : University of Chicago Press Journals
ISBN 13 : 9780226577661
Total Pages : 0 pages
Book Rating : 4.5/5 (776 download)

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Book Synopsis NBER Macroeconomics Annual 2017 by : Martin Eichenbaum

Download or read book NBER Macroeconomics Annual 2017 written by Martin Eichenbaum and published by University of Chicago Press Journals. This book was released on 2018-05-22 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Volume 32 of the NBER Macroeconomics Annual features six theoretical and empirical studies of important issues in contemporary macroeconomics, and a keynote address by former IMF chief economist Olivier Blanchard. In one study, SeHyoun Ahn, Greg Kaplan, Benjamin Moll, Thomas Winberry, and Christian Wolf examine the dynamics of consumption expenditures in non-representative-agent macroeconomic models. In another, John Cochrane asks which macro models most naturally explain the post-financial-crisis macroeconomic environment, which is characterized by the co-existence of low and nonvolatile inflation rates, near-zero short-term interest rates, and an explosion in monetary aggregates. Manuel Adelino, Antoinette Schoar, and Felipe Severino examine the causes of the lending boom that precipitated the recent U.S. financial crisis and Great Recession. Steven Durlauf and Ananth Seshadri investigate whether increases in income inequality cause lower levels of economic mobility and opportunity. Charles Manski explores the formation of expectations, considering the efficacy of directly measuring beliefs through surveys as an alternative to making the assumption of rational expectations. In the final research paper, Efraim Benmelech and Nittai Bergman analyze the sharp declines in debt issuance and the evaporation of market liquidity that coincide with most financial crises. Blanchard’s keynote address discusses which distortions are central to understanding short-run macroeconomic fluctuations.

Big Data for Twenty-First-Century Economic Statistics

Author : Katharine G. Abraham
Publisher : University of Chicago Press
ISBN 13 : 022680125X
Total Pages : 502 pages
Book Rating : 4.2/5 (268 download)

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Book Synopsis Big Data for Twenty-First-Century Economic Statistics by : Katharine G. Abraham

Download or read book Big Data for Twenty-First-Century Economic Statistics written by Katharine G. Abraham and published by University of Chicago Press. This book was released on 2022-03-11 with total page 502 pages. Available in PDF, EPUB and Kindle. Book excerpt: Introduction.Big data for twenty-first-century economic statistics: the future is now /Katharine G. Abraham, Ron S. Jarmin, Brian C. Moyer, and Matthew D. Shapiro --Toward comprehensive use of big data in economic statistics.Reengineering key national economic indicators /Gabriel Ehrlich, John Haltiwanger, Ron S. Jarmin, David Johnson, and Matthew D. Shapiro ;Big data in the US consumer price index: experiences and plans /Crystal G. Konny, Brendan K. Williams, and David M. Friedman ;Improving retail trade data products using alternative data sources /Rebecca J. Hutchinson ;From transaction data to economic statistics: constructing real-time, high-frequency, geographic measures of consumer spending /Aditya Aladangady, Shifrah Aron-Dine, Wendy Dunn, Laura Feiveson, Paul Lengermann, and Claudia Sahm ;Improving the accuracy of economic measurement with multiple data sources: the case of payroll employment data /Tomaz Cajner, Leland D. Crane, Ryan A. Decker, Adrian Hamins-Puertolas, and Christopher Kurz --Uses of big data for classification.Transforming naturally occurring text data into economic statistics: the case of online job vacancy postings /Arthur Turrell, Bradley Speigner, Jyldyz Djumalieva, David Copple, and James Thurgood ;Automating response evaluation for franchising questions on the 2017 economic census /Joseph Staudt, Yifang Wei, Lisa Singh, Shawn Klimek, J. Bradford Jensen, and Andrew Baer ;Using public data to generate industrial classification codes /John Cuffe, Sudip Bhattacharjee, Ugochukwu Etudo, Justin C. Smith, Nevada Basdeo, Nathaniel Burbank, and Shawn R. Roberts --Uses of big data for sectoral measurement.Nowcasting the local economy: using Yelp data to measure economic activity /Edward L. Glaeser, Hyunjin Kim, and Michael Luca ;Unit values for import and export price indexes: a proof of concept /Don A. Fast and Susan E. Fleck ;Quantifying productivity growth in the delivery of important episodes of care within the Medicare program using insurance claims and administrative data /John A. Romley, Abe Dunn, Dana Goldman, and Neeraj Sood ;Valuing housing services in the era of big data: a user cost approach leveraging Zillow microdata /Marina Gindelsky, Jeremy G. Moulton, and Scott A. Wentland --Methodological challenges and advances.Off to the races: a comparison of machine learning and alternative data for predicting economic indicators /Jeffrey C. Chen, Abe Dunn, Kyle Hood, Alexander Driessen, and Andrea Batch ;A machine learning analysis of seasonal and cyclical sales in weekly scanner data /Rishab Guha and Serena Ng ;Estimating the benefits of new products /W. Erwin Diewert and Robert C. Feenstra.

NBER Macroeconomics Annual 2013

Author : Jonathan A. Parker
Publisher : University of Chicago Press Journals
ISBN 13 : 9780226165400
Total Pages : 0 pages
Book Rating : 4.1/5 (654 download)

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Book Synopsis NBER Macroeconomics Annual 2013 by : Jonathan A. Parker

Download or read book NBER Macroeconomics Annual 2013 written by Jonathan A. Parker and published by University of Chicago Press Journals. This book was released on 2014-05-22 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: The twenty-eighth edition of the NBER Macroeconomics Annual continues its tradition of featuring theoretical and empirical research on central issues in contemporary macroeconomics. As in previous years, this volume not only addresses recent developments in macroeconomics, but also takes up important policy-relevant questions and opens new debates that will continue for years to come. The first two papers in this year’s issue tackle fiscal and monetary policy, asking how interest rates and inflation can remain low despite fiscal policy behavior that appears inconsistent with a monetary policy regime focused only on inflation and output and not on fiscal balances as recently observed in the U.S. The third examines the implications of reference-dependent preferences and moral hazard in employment fluctuations in the labor market. The fourth paper addresses money and inflation, analyzing the long run inflation rate, the coexistence of money with pledgeable and money-like assets, and why inflation did not increase in response to business-cycle fluctuations in productivity. And the fifth looks at the stock market and how it relates to the real economy. The final chapter discusses the large and public shift towards more expansionary monetary policy that has recently occurred in Japan.

NBER Macroeconomics Annual 2015

Author : Martin Eichenbaum
Publisher : University of Chicago Press
ISBN 13 : 022639574X
Total Pages : 517 pages
Book Rating : 4.2/5 (263 download)

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Book Synopsis NBER Macroeconomics Annual 2015 by : Martin Eichenbaum

Download or read book NBER Macroeconomics Annual 2015 written by Martin Eichenbaum and published by University of Chicago Press. This book was released on 2016-06-22 with total page 517 pages. Available in PDF, EPUB and Kindle. Book excerpt: This year, the NBER Macroeconomics Annual celebrates its thirtieth volume. The first two papers examine China’s macroeconomic development. “Trends and Cycles in China's Macroeconomy” by Chun Chang, Kaiji Chen, Daniel F. Waggoner, and Tao Zha outlines the key characteristics of growth and business cycles in China. “Demystifying the Chinese Housing Boom” by Hanming Fang, Quanlin Gu, Wei Xiong, and Li-An Zhou constructs a new house price index, showing that Chinese house prices have grown by ten percent per year over the past decade. The third paper, “External and Public Debt Crises” by Cristina Arellano, Andrew Atkeson, and Mark Wright, asks why there appear to be large differences across countries and subnational jurisdictions in the effect of rising public debts on economic outcomes. The fourth, “Networks and the Macroeconomy: An Empirical Exploration” by Daron Acemoglu, Ufuk Akcigit, and William Kerr, explains how the network structure of the US economy propagates the effect of gross output productivity shocks across upstream and downstream sectors. The fifth and sixth papers investigate the usefulness of surveys of household’s beliefs for understanding economic phenomena. “Expectations and Investment,” by Nicola Gennaioli, Yueran Ma, and Andrei Shleifer, demonstrates that a chief financial officer's expectations of a firm's future earnings growth is related to both the planned and actual future investment of that firm. “Declining Desire to Work and Downward Trends in Unemployment and Participation” by Regis Barnichon and Andrew Figura shows that an increasing number of prime-age Americans who are not in the labor force report no desire to work and that this decline accelerated during the second half of the 1990s.

International Macroeconomics

Author : Stephanie Schmitt-Grohé
Publisher : Princeton University Press
ISBN 13 : 0691189544
Total Pages : 483 pages
Book Rating : 4.6/5 (911 download)

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Book Synopsis International Macroeconomics by : Stephanie Schmitt-Grohé

Download or read book International Macroeconomics written by Stephanie Schmitt-Grohé and published by Princeton University Press. This book was released on 2022-09-06 with total page 483 pages. Available in PDF, EPUB and Kindle. Book excerpt: An essential introduction to one of the most timely and important subjects in economics International Macroeconomics presents a rigorous and theoretically elegant treatment of real-world international macroeconomic problems, incorporating the latest economic research while maintaining a microfounded, optimizing, and dynamic general equilibrium approach. This one-of-a-kind textbook introduces a basic model and applies it to fundamental questions in international economics, including the determinants of the current account in small and large economies, processes of adjustment to shocks, the determinants of the real exchange rate, the role of fixed and flexible exchange rates in models with nominal rigidities, and interactions between monetary and fiscal policy. The book confronts theoretical predictions using actual data, highlighting both the power and limits of given theories and encouraging critical thinking. Provides a rigorous and elegant treatment of fundamental questions in international macroeconomics Brings undergraduate and master’s instruction in line with modern economic research Follows a microfounded, optimizing, and dynamic general equilibrium approach Addresses fundamental questions in international economics, such as the role of capital controls in the presence of financial frictions and balance-of-payments crises Uses real-world data to test the predictions of theoretical models Features a wealth of exercises at the end of each chapter that challenge students to hone their theoretical skills and scrutinize the empirical relevance of models Accompanied by a website with lecture slides for every chapter

NBER/Macroeconomics Annual (University of Chicago Press).

Author :
Publisher :
ISBN 13 :
Total Pages : pages
Book Rating : 4.:/5 (13 download)

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Book Synopsis NBER/Macroeconomics Annual (University of Chicago Press). by :

Download or read book NBER/Macroeconomics Annual (University of Chicago Press). written by and published by . This book was released on 2007 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt:

NBER Macroeconomics Annual 2009

Author : Daron Acemoglu
Publisher :
ISBN 13 : 9780226002095
Total Pages : 536 pages
Book Rating : 4.0/5 (2 download)

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Book Synopsis NBER Macroeconomics Annual 2009 by : Daron Acemoglu

Download or read book NBER Macroeconomics Annual 2009 written by Daron Acemoglu and published by . This book was released on 2010-07 with total page 536 pages. Available in PDF, EPUB and Kindle. Book excerpt: The NBER Macroeconomics Annual provides a forum for important debates in contemporary macroeconomics and major developments in the theory of macroeconomic analysis and policy that include leading economists from a variety of fields. The papers and accompanying discussions in NBER Macroeconomics Annual 2009 address how heterogeneous beliefs interact with equilibrium leverage and potentially lead to leverage cycles, the validity of alternative hypotheses about the reason for the recent increase in foreclosures on residential mortgages, the credit rating crisis, quantitative implications for the evolution of the U.S. wage distribution, and noisy business cycles.

International Capital Flows

Author : Martin Feldstein
Publisher : University of Chicago Press
ISBN 13 : 0226241807
Total Pages : 500 pages
Book Rating : 4.2/5 (262 download)

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Book Synopsis International Capital Flows by : Martin Feldstein

Download or read book International Capital Flows written by Martin Feldstein and published by University of Chicago Press. This book was released on 2007-12-01 with total page 500 pages. Available in PDF, EPUB and Kindle. Book excerpt: Recent changes in technology, along with the opening up of many regions previously closed to investment, have led to explosive growth in the international movement of capital. Flows from foreign direct investment and debt and equity financing can bring countries substantial gains by augmenting local savings and by improving technology and incentives. Investing companies acquire market access, lower cost inputs, and opportunities for profitable introductions of production methods in the countries where they invest. But, as was underscored recently by the economic and financial crises in several Asian countries, capital flows can also bring risks. Although there is no simple explanation of the currency crisis in Asia, it is clear that fixed exchange rates and chronic deficits increased the likelihood of a breakdown. Similarly, during the 1970s, the United States and other industrial countries loaned OPEC surpluses to borrowers in Latin America. But when the U.S. Federal Reserve raised interest rates to control soaring inflation, the result was a widespread debt moratorium in Latin America as many countries throughout the region struggled to pay the high interest on their foreign loans. International Capital Flows contains recent work by eminent scholars and practitioners on the experience of capital flows to Latin America, Asia, and eastern Europe. These papers discuss the role of banks, equity markets, and foreign direct investment in international capital flows, and the risks that investors and others face with these transactions. By focusing on capital flows' productivity and determinants, and the policy issues they raise, this collection is a valuable resource for economists, policymakers, and financial market participants.

International Macroeconomics in the Wake of the Global Financial Crisis

Author : Laurent Ferrara
Publisher : Springer
ISBN 13 : 3319790757
Total Pages : 300 pages
Book Rating : 4.3/5 (197 download)

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Book Synopsis International Macroeconomics in the Wake of the Global Financial Crisis by : Laurent Ferrara

Download or read book International Macroeconomics in the Wake of the Global Financial Crisis written by Laurent Ferrara and published by Springer. This book was released on 2018-06-13 with total page 300 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book collects selected articles addressing several currently debated issues in the field of international macroeconomics. They focus on the role of the central banks in the debate on how to come to terms with the long-term decline in productivity growth, insufficient aggregate demand, high economic uncertainty and growing inequalities following the global financial crisis. Central banks are of considerable importance in this debate since understanding the sluggishness of the recovery process as well as its implications for the natural interest rate are key to assessing output gaps and the monetary policy stance. The authors argue that a more dynamic domestic and external aggregate demand helps to raise the inflation rate, easing the constraint deriving from the zero lower bound and allowing monetary policy to depart from its current ultra-accommodative position. Beyond macroeconomic factors, the book also discusses a supportive financial environment as a precondition for the rebound of global economic activity, stressing that understanding capital flows is a prerequisite for economic-policy decisions.

The Economics of Digitization

Author : Shane M. Greenstein
Publisher :
ISBN 13 : 9781781007204
Total Pages : 0 pages
Book Rating : 4.0/5 (72 download)

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Book Synopsis The Economics of Digitization by : Shane M. Greenstein

Download or read book The Economics of Digitization written by Shane M. Greenstein and published by . This book was released on 2013 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: The increasing creation, support, use and consumption of digital representation of information touches a wide breadth of economic activities. This digitization has transformed social interactions, facilitated entirely new industries and undermined others and reshaped the ability of people - consumers, job seekers, managers, government officials and citizens - to access and leverage information. This important book includes seminal papers addressing topics such as the causes and consequences of digitization, factors shaping the structure of products and services and creating an enormous range of new applications and how market participants make their choices over strategic organization, market conduct, and public policies. This authoritative collection, with an original introduction by the editors, will be an invaluable source of reference for students, academics and practitioners with an interest in the economics of digitisation and the digital economy.

Measuring Entrepreneurial Businesses

Author : John Haltiwanger
Publisher : University of Chicago Press
ISBN 13 : 022645407X
Total Pages : 488 pages
Book Rating : 4.2/5 (264 download)

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Book Synopsis Measuring Entrepreneurial Businesses by : John Haltiwanger

Download or read book Measuring Entrepreneurial Businesses written by John Haltiwanger and published by University of Chicago Press. This book was released on 2017-09-21 with total page 488 pages. Available in PDF, EPUB and Kindle. Book excerpt: Measuring Entrepreneurial Businesses: Current Knowledge and Challenges brings together and unprecedented group of economists, data providers, and data analysts to discuss research on the state of entrepreneurship and to address the challenges in understanding this dynamic part of the economy. Each chapter addresses the challenges of measuring entrepreneurship and how entrepreneurial firms contribute to economies and standards of living. The book also investigates heterogeneity in entrepreneurs, challenges experienced by entrepreneurs over time, and how much less we know than we think about entrepreneurship given data limitations. This volume will be a groundbreaking first serious look into entrepreneurship in the NBER's Income and Wealth series.

NBER Macroeconomics Annual 2018

Author : Martin Eichenbaum
Publisher : University of Chicago Press Journals
ISBN 13 : 9780226645728
Total Pages : 0 pages
Book Rating : 4.6/5 (457 download)

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Book Synopsis NBER Macroeconomics Annual 2018 by : Martin Eichenbaum

Download or read book NBER Macroeconomics Annual 2018 written by Martin Eichenbaum and published by University of Chicago Press Journals. This book was released on 2019-08-05 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume contains six studies on current topics in macroeconomics. The first shows that while assuming rational expectations is unrealistic, a finite-horizon forward planning model can yield results similar to those of a rational expectations equilibrium. The second explores the aggregate risk of the U.S. financial sector, and in particular whether it is safer now than before the 2008 financial crisis. The third analyzes “factorless income,” output that is not measured as capital or labor income. Next, a study argues that the financial crisis increased the perceived risk of a very bad economic and financial outcome, and explores the propagation of large, rare shocks. The next paper documents the substantial recent changes in the manufacturing sector and the decline in employment among prime-aged Americans since 2000. The last paper analyzes the dynamic macroeconomic effects of border adjustment taxes.

NBER Macroeconomics Annual 2021

Author : Martin Eichenbaum
Publisher : University of Chicago Press
ISBN 13 : 0226821722
Total Pages : 491 pages
Book Rating : 4.2/5 (268 download)

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Book Synopsis NBER Macroeconomics Annual 2021 by : Martin Eichenbaum

Download or read book NBER Macroeconomics Annual 2021 written by Martin Eichenbaum and published by University of Chicago Press. This book was released on 2022-05-17 with total page 491 pages. Available in PDF, EPUB and Kindle. Book excerpt: The NBER Macroeconomics Annual 2021 presents research-central issues in contemporary macroeconomics. Robert Hall and Marianna Kudlyak examine unemployment dynamics during economic recoveries. They present new empirical findings and explore models in which the labor market gradually draws down the stock of unemployed workers in the aftermath of a downturn. Titan Alon, Sena Coskun, Matthias Doepke, David Koll, and Michèle Tertilt analyze the relative decline in employment of women during the COVID-19 pandemic and the associated global recession. They show that increased childcare needs, which fell more heavily on women, and differences in occupations both contributed. In the case of the US, however, each of these factors account for less than 20% of the gender gap in hours worked during the pandemic. Richard Rogerson and Johanna Wallenius study the employment rates of older workers in OECD countries over the last forty years. An expansion of institutions incentivizing retirement, concurrent with negative aggregate shocks between 1970 and 1995, led to falling employment rates. This trend started to reverse in the mid-1990s when many of these institutions, such as public pension programs, were cut back. Michael Barnett, William Brock, and Lars Peter Hansen explore the consequences of risk, ambiguity, and model misspecification in climate policy design. They consider carbon emissions pricing and the effects of different sources of uncertainty—such as future information about environmental damage, uncertainties in carbon and temperature dynamics and damage functions, and the role of future green technologies—on policy design. Michael Kremer, Jack Willis, and Yang You present new evidence suggesting a steady trend toward income convergence across countries since the late 1980s. They find convergence in various determinants of economic growth across countries and a flattening of the relationship between growth and these determinants. The paper challenges theories of growth arising after earlier rejections of the neoclassical growth model.

Recursive Macroeconomic Theory

Author : Lars Ljungqvist
Publisher : MIT Press
ISBN 13 : 9780262122740
Total Pages : 1120 pages
Book Rating : 4.1/5 (227 download)

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Book Synopsis Recursive Macroeconomic Theory by : Lars Ljungqvist

Download or read book Recursive Macroeconomic Theory written by Lars Ljungqvist and published by MIT Press. This book was released on 2004 with total page 1120 pages. Available in PDF, EPUB and Kindle. Book excerpt: A significant new edition of a text that offers both tools and sample applications; extensive revisions and seven new chapters improve and expand upon the original treatment.

Machine Learning in Asset Pricing

Author : Stefan Nagel
Publisher : Princeton University Press
ISBN 13 : 0691218706
Total Pages : 156 pages
Book Rating : 4.6/5 (912 download)

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Book Synopsis Machine Learning in Asset Pricing by : Stefan Nagel

Download or read book Machine Learning in Asset Pricing written by Stefan Nagel and published by Princeton University Press. This book was released on 2021-05-11 with total page 156 pages. Available in PDF, EPUB and Kindle. Book excerpt: A groundbreaking, authoritative introduction to how machine learning can be applied to asset pricing Investors in financial markets are faced with an abundance of potentially value-relevant information from a wide variety of different sources. In such data-rich, high-dimensional environments, techniques from the rapidly advancing field of machine learning (ML) are well-suited for solving prediction problems. Accordingly, ML methods are quickly becoming part of the toolkit in asset pricing research and quantitative investing. In this book, Stefan Nagel examines the promises and challenges of ML applications in asset pricing. Asset pricing problems are substantially different from the settings for which ML tools were developed originally. To realize the potential of ML methods, they must be adapted for the specific conditions in asset pricing applications. Economic considerations, such as portfolio optimization, absence of near arbitrage, and investor learning can guide the selection and modification of ML tools. Beginning with a brief survey of basic supervised ML methods, Nagel then discusses the application of these techniques in empirical research in asset pricing and shows how they promise to advance the theoretical modeling of financial markets. Machine Learning in Asset Pricing presents the exciting possibilities of using cutting-edge methods in research on financial asset valuation.