Macroeconomic Forecasting Using Alternative Data

Macroeconomic Forecasting Using Alternative Data Book PDF
✏Book Title : Macroeconomic Forecasting Using Alternative Data
✏Author : Apurv Jain
✏Publisher : Academic Press
✏Release Date : 2020-12-01
✏Pages : 250
✏ISBN : 9780128191224
✏Available Language : English, Spanish, And French

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✏Macroeconomic Forecasting Using Alternative Data Book Summary : Macroeconomic Forecasting Using Alternative Data: Techniques for Applying Big Data and Machine Learning applies computer science to the demands of macroeconomic forecasting. It is the first book to combine machine learning methods with macroeconomics. By using artificial intelligence and machine learning techniques, it unlocks the increased forecasting accuracy offered by alternative data sources. Through its interdisciplinary approach, readers learn how to use big datasets efficiently and effectively. Combines big data/machine learning with macroeconomic forecasting Explains how alternative data improves forecasting accuracy when controlled for traditional data sources Provides new innovative methods for handling large databases and improving forecasting accuracy

Handbook Of Us Consumer Economics Book PDF
✏Book Title : Handbook of US Consumer Economics
✏Author : Andrew Haughwout
✏Publisher : Academic Press
✏Release Date : 2019-08-15
✏Pages : 550
✏ISBN : 9780128135242
✏Available Language : English, Spanish, And French

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✏Handbook of US Consumer Economics Book Summary : Handbook of U.S. Consumer Economics presents a deep understanding on key, current topics and a primer on the landscape of contemporary research on the U.S. consumer. This volume reveals new insights into household decision-making on consumption and saving, borrowing and investing, portfolio allocation, demand of professional advice, and retirement choices. Nearly 70% of U.S. gross domestic product is devoted to consumption, making an understanding of the consumer a first order issue in macroeconomics. After all, understanding how households played an important role in the boom and bust cycle that led to the financial crisis and recent great recession is a key metric. Introduces household finance by examining consumption and borrowing choices Tackles macro-problems by observing new, original micro-data Looks into the future of consumer spending by using data, not questionnaires

📒The Book Of Alternative Data ✍ Alexander Denev

The Book Of Alternative Data Book PDF
✏Book Title : The Book of Alternative Data
✏Author : Alexander Denev
✏Publisher : John Wiley & Sons
✏Release Date : 2020-06-29
✏Pages : 416
✏ISBN : 9781119601807
✏Available Language : English, Spanish, And French

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✏The Book of Alternative Data Book Summary : The first and only book to systematically address methodologies and processes of leveraging non-traditional information sources in the context of investing and risk management Harnessing non-traditional data sources to generate alpha, analyze markets, and forecast risk is a subject of intense interest for financial professionals. A growing number of regularly-held conferences on alternative data are being established, complemented by an upsurge in new papers on the subject. Alternative data is starting to be steadily incorporated by conventional institutional investors and risk managers throughout the financial world. Methodologies to analyze and extract value from alternative data, guidance on how to source data and integrate data flows within existing systems is currently not treated in literature. Filling this significant gap in knowledge, The Book of Alternative Data is the first and only book to offer a coherent, systematic treatment of the subject. This groundbreaking volume provides readers with a roadmap for navigating the complexities of an array of alternative data sources, and delivers the appropriate techniques to analyze them. The authors—leading experts in financial modeling, machine learning, and quantitative research and analytics—employ a step-by-step approach to guide readers through the dense jungle of generated data. A first-of-its kind treatment of alternative data types, sources, and methodologies, this innovative book: Provides an integrated modeling approach to extract value from multiple types of datasets Treats the processes needed to make alternative data signals operational Helps investors and risk managers rethink how they engage with alternative datasets Features practical use case studies in many different financial markets and real-world techniques Describes how to avoid potential pitfalls and missteps in starting the alternative data journey Explains how to integrate information from different datasets to maximize informational value The Book of Alternative Data is an indispensable resource for anyone wishing to analyze or monetize different non-traditional datasets, including Chief Investment Officers, Chief Risk Officers, risk professionals, investment professionals, traders, economists, and machine learning developers and users.

📒A Companion To Economic Forecasting ✍ Michael P. Clements

A Companion To Economic Forecasting Book PDF
✏Book Title : A Companion to Economic Forecasting
✏Author : Michael P. Clements
✏Publisher : John Wiley & Sons
✏Release Date : 2008-04-15
✏Pages : 616
✏ISBN : 9781405171915
✏Available Language : English, Spanish, And French

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✏A Companion to Economic Forecasting Book Summary : A Companion to Economic Forecasting provides an accessible and comprehensive account of recent developments in economic forecasting. Each of the chapters has been specially written by an expert in the field, bringing together in a single volume a range of contrasting approaches and views. Uniquely surveying forecasting in a single volume, the Companion provides a comprehensive account of the leading approaches and modeling strategies that are routinely employed.

The Impact Of Debt Sustainability And The Level Of Debt On Emerging Markets Spreads Book PDF
✏Book Title : The Impact of Debt Sustainability and the Level of Debt on Emerging Markets Spreads
✏Author : Nazim Belhocine
✏Publisher : International Monetary Fund
✏Release Date : 2013-05-01
✏Pages : 31
✏ISBN : 9781484335888
✏Available Language : English, Spanish, And French

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✏The Impact of Debt Sustainability and the Level of Debt on Emerging Markets Spreads Book Summary : How do financial markets respond to concerns over debt sustainability and the level of public debt in emerging markets? We introduce a measure of debt sustainability – the difference between the debt stabilizing primary balance and the primary balance–in an otherwise standard spread regression model applied to a panel of 26 emerging market economies. We find that debt sustainability is an important determinant of spreads. In addition, using a panel smooth transition regression model, we find that the sensitivity of spreads to debt sustainability doubles as public debt increases above 45 percent of GDP. These results suggest that market interest rates react more to debt sustainability concerns in a country with a high level of debt compared to a country with a low level of debt.

The Structural Econometric Time Series Analysis Approach Book PDF
✏Book Title : The Structural Econometric Time Series Analysis Approach
✏Author : Arnold Zellner
✏Publisher : Cambridge University Press
✏Release Date : 2004-10-21
✏Pages :
✏ISBN : 1139453432
✏Available Language : English, Spanish, And French

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✏The Structural Econometric Time Series Analysis Approach Book Summary : Bringing together a collection of previously published work, this book provides a discussion of major considerations relating to the construction of econometric models that work well to explain economic phenomena, predict future outcomes and be useful for policy-making. Analytical relations between dynamic econometric structural models and empirical time series MVARMA, VAR, transfer function, and univariate ARIMA models are established with important application for model-checking and model construction. The theory and applications of these procedures to a variety of econometric modeling and forecasting problems as well as Bayesian and non-Bayesian testing, shrinkage estimation and forecasting procedures are also presented and applied. Finally, attention is focused on the effects of disaggregation on forecasting precision and the Marshallian Macroeconomic Model that features demand, supply and entry equations for major sectors of economies is analysed and described. This volume will prove invaluable to professionals, academics and students alike.

📒Economic Forecasts ✍ Ralf Brüggemann

Economic Forecasts Book PDF
✏Book Title : Economic Forecasts
✏Author : Ralf Brüggemann
✏Publisher : Lucius & Lucius DE
✏Release Date : 2011
✏Pages : 176
✏ISBN : 9783828205352
✏Available Language : English, Spanish, And French

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✏Economic Forecasts Book Summary : Forecasts guide decisions in all areas of economics and finance. Economic policy makers base their decisions on business cycle forecasts, investment decisions of firms are based on demand forecasts, and portfolio managers try to outperform the market based on financial market forecasts. Forecasts extract relevant information from the past and help to reduce the inherent uncertainty of the future. The topic of this special issue of the Journal of Economics and Statistics is the theory and practise of forecasting and forecast evaluation and an overview of the state of the art of forecasting.

📒Economic Forecasting ✍ Ken Holden

Economic Forecasting Book PDF
✏Book Title : Economic Forecasting
✏Author : Ken Holden
✏Publisher : Cambridge University Press
✏Release Date : 1990
✏Pages : 213
✏ISBN : 052135692X
✏Available Language : English, Spanish, And French

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✏Economic Forecasting Book Summary : This work is the only currently available text that provides comprehensive coverage of the methods and applications in the rapidly developing field of forecasting the future state of the economy.

Cbo S Economic Forecasting Record Book PDF
✏Book Title : CBO s Economic Forecasting Record
✏Author : Holly Battelle
✏Publisher : DIANE Publishing
✏Release Date : 2010-11
✏Pages : 41
✏ISBN : 9781437936865
✏Available Language : English, Spanish, And French

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✏CBO s Economic Forecasting Record Book Summary : The Congressional Budget Office (CBO) regularly evaluates the accuracy of its economic forecasts by comparing them with the economy¿s actual performance and with others¿ forecasts. Such evaluations help guide CBO¿s efforts to improve the quality of its forecasts and are also intended to assist Members of Congress in their use of the agency¿s estimates. Contents of this report: (1) Choice of Forecasts for the Evaluation; (2) Measuring the Quality of Forecasts: Statistical Bias; Accuracy; Alternative Measures of Forecast Quality; (3) Limitations of Forecast Evaluations: (4) The Effects of Bus. Cycles, Changes in the Trend Rate of Productivity Growth, and Oil Price Shocks; (5) Forecasting Record: 2-Year Forecasts; 5-Year Projections; (6) Historical and Forecast Data.

📒Has Macro Forecasting Failed ✍ Victor Zarnowitz

Has Macro Forecasting Failed  Book PDF
✏Book Title : Has Macro forecasting Failed
✏Author : Victor Zarnowitz
✏Publisher :
✏Release Date : 1991
✏Pages : 27
✏ISBN : IND:30000113931269
✏Available Language : English, Spanish, And French

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✏Has Macro forecasting Failed Book Summary : The answer to this question depends on the treatment of logically and empirically prior questions about (1) what the forecasts are and why they are needed, and (2) what can reasonably be expected of them. Further, what forecasters can and should do cannot be established without studying the record and assessing the probable future of their endeavors. Accordingly, the basic approach taken in this paper is to ask of the assembled data what professional standards have economists engaged in macro-forecasting been able to attain and maintain in competing with each other and alternative methods. There is much disenchantment with economic forecasting. The difficult question is how much of it is due to unacceptably poor performance and how much to unrealistically high prior expectations. My argument is that the latter is a major factor. In times of continuing expansion with restrained inflation, as in the 1960s, macro-forecasts looked good and economists were held in high repute. Later when inflation accelerated, serious recessions reappeared, and long-term growth of productivity and total output slackened, the errors of macroeconomic models and forecasts, and the old and new controversies among the economists, received increased public attention. The reputation of the profession suffered, and the interest of academic economists in forecasting, never very strong, weakened still more. Yet the performance of professional economic forecasters, when assessed proper relative terms, has been considerably better in recent times than in the earlier post-World War II period. What happened is that the improvements fell short of enabling the forecasters to cope with the new problems they faced.

Current Index To Statistics Applications Methods And Theory Book PDF
✏Book Title : Current Index to Statistics Applications Methods and Theory
✏Author :
✏Publisher :
✏Release Date : 1990
✏Pages :
✏ISBN : UOM:39015051242785
✏Available Language : English, Spanish, And French

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✏Current Index to Statistics Applications Methods and Theory Book Summary :

Jounral Of Monetary Economics Book PDF
✏Book Title : JOUNRAL OF MONETARY ECONOMICS
✏Author :
✏Publisher :
✏Release Date : 2003
✏Pages :
✏ISBN :
✏Available Language : English, Spanish, And French

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✏JOUNRAL OF MONETARY ECONOMICS Book Summary :

Economic Environmental Energy Interactions Book PDF
✏Book Title : Economic Environmental Energy Interactions
✏Author : T R. Lakshmanan
✏Publisher : Springer Science & Business Media
✏Release Date : 1980-03-31
✏Pages : 198
✏ISBN : 0898380235
✏Available Language : English, Spanish, And French

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✏Economic Environmental Energy Interactions Book Summary : This publication is concerned with two major current debates in public policy in all affluent societies. One is the widespread concern with the quality of the natural environment-the quality of air, water, land, and wilderness areas-which has expressed itself in the passage and implementation in recent years of a variety of environmental laws and regulations. A second debate concerns the adequacy of energy resources to meet the requirements of a growing economy. The requirement that industries must abate environmental pollution leads to increased costs of production and, in turn, to higher prices, falling output in those industries, and reduced employment and income in the region where such industries are located. There may be, at the same time, growth in indus tries that supply pollution abatement equipment and services in those or other regions. Over time, the health and economic benefits of higher envi ronmental quality express themselves in changing patterns of consumption.

Working Paper Series Book PDF
✏Book Title : Working Paper Series
✏Author :
✏Publisher :
✏Release Date : 2001
✏Pages :
✏ISBN : STANFORD:36105110588469
✏Available Language : English, Spanish, And French

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✏Working Paper Series Book Summary :

📒The Business Review ✍ Federal Reserve Bank of Philadelphia

The Business Review Book PDF
✏Book Title : The Business Review
✏Author : Federal Reserve Bank of Philadelphia
✏Publisher :
✏Release Date : 2002
✏Pages :
✏ISBN : OSU:32435072470768
✏Available Language : English, Spanish, And French

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✏The Business Review Book Summary :

Brookings Papers On Economic Activity Fall 2010 Book PDF
✏Book Title : Brookings Papers on Economic Activity Fall 2010
✏Author : David H. Romer
✏Publisher : Brookings Institution Press
✏Release Date : 2011-03
✏Pages : 350
✏ISBN : 9780815721574
✏Available Language : English, Spanish, And French

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✏Brookings Papers on Economic Activity Fall 2010 Book Summary : Brookings Papers on Economic Activity (BPEA) provides academic and business economists, government officials, and members of the financial and business communities with timely research on current economic issues. Contents: • Editors' Summary • The Increase in Income Cyclicality of High-Income Households and Its Relation to the Rise in Top Income SharesBy Jonathan A. Parker and Annette Vissing-Jorgensen (Northwestern University) • The State of the Social Safety Net in the Post-Welfare Reform EraBy Marianne P. Bitler (University of California, Irvine) and Hilary W. Hoynes (University of California, Davis) • The Impact of No Child Left Behind on Students, Teacheres, and SchoolsBy Thomas S. Dee (University of Virginia) and Brian A. Jacob (University of Michigan) • How Useful Are Estimated DSGE Model Forecasts for Central Bankers? By Rochelle M. Edge (Board of Governors of the Federal Reserve System) and Refet S. Gürkaynak (Bilkent University) • Regulating the Shadow Banking SystemBy Gary Gorton and Andrew Metrick (Yale University) • State Fiscal Policies and Transitory Income FluctuationsBy James R. Hines, Jr. (University of Michigan)

Methods For Applied Macroeconomic Research Book PDF
✏Book Title : Methods for Applied Macroeconomic Research
✏Author : Fabio Canova
✏Publisher : Princeton University Press
✏Release Date : 2011-09-19
✏Pages : 512
✏ISBN : 9781400841028
✏Available Language : English, Spanish, And French

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✏Methods for Applied Macroeconomic Research Book Summary : The last twenty years have witnessed tremendous advances in the mathematical, statistical, and computational tools available to applied macroeconomists. This rapidly evolving field has redefined how researchers test models and validate theories. Yet until now there has been no textbook that unites the latest methods and bridges the divide between theoretical and applied work. Fabio Canova brings together dynamic equilibrium theory, data analysis, and advanced econometric and computational methods to provide the first comprehensive set of techniques for use by academic economists as well as professional macroeconomists in banking and finance, industry, and government. This graduate-level textbook is for readers knowledgeable in modern macroeconomic theory, econometrics, and computational programming using RATS, MATLAB, or Gauss. Inevitably a modern treatment of such a complex topic requires a quantitative perspective, a solid dynamic theory background, and the development of empirical and numerical methods--which is where Canova's book differs from typical graduate textbooks in macroeconomics and econometrics. Rather than list a series of estimators and their properties, Canova starts from a class of DSGE models, finds an approximate linear representation for the decision rules, and describes methods needed to estimate their parameters, examining their fit to the data. The book is complete with numerous examples and exercises. Today's economic analysts need a strong foundation in both theory and application. Methods for Applied Macroeconomic Research offers the essential tools for the next generation of macroeconomists.

📒Economic Forecasting ✍ Elia Kacapyr

Economic Forecasting Book PDF
✏Book Title : Economic Forecasting
✏Author : Elia Kacapyr
✏Publisher : M.E. Sharpe
✏Release Date : 1996
✏Pages : 201
✏ISBN : 1563247658
✏Available Language : English, Spanish, And French

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✏Economic Forecasting Book Summary : An overview of the macroeconomic forecasting industry in the United States that explains and evaluates the forecasting techniques used to make predictions about various aspects of the national economy.

Improving Cbo S Methodology For Projecting Individual Income Tax Revenues Book PDF
✏Book Title : Improving CBO s Methodology for Projecting Individual Income Tax Revenues
✏Author : Kurt Seibert
✏Publisher : DIANE Publishing
✏Release Date : 2011-06-01
✏Pages : 39
✏ISBN : 9781437981599
✏Available Language : English, Spanish, And French

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✏Improving CBO s Methodology for Projecting Individual Income Tax Revenues Book Summary : In preparing its annual report on the budget outlook, the Congressional Budget Office (CBO) projects revenues from the fed. individual income tax. This paper discusses two possible ways to use info. about tax collections to improve projections of tax receipts: Explicitly using the info. provided by recent tax collections to adjust the projections, and basing the projections on multiple years of info. from tax returns rather than relying on just the most recently available year. The results of this analysis suggests that combining the two approaches that is, using the info. from recent tax collections and relying on multiple years of tax return info. can modestly improve the near-term projection of individual income tax revenues. A print on demand report.

📒Journal Of Business Economic Statistics ✍ American statistical association

Journal Of Business Economic Statistics Book PDF
✏Book Title : Journal of Business Economic Statistics
✏Author : American statistical association
✏Publisher :
✏Release Date : 1990
✏Pages :
✏ISBN : 07350015
✏Available Language : English, Spanish, And French

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✏Journal of Business Economic Statistics Book Summary :

Specifying A Bayesian Vector Autoregression For Short Run Macroeconomic Forecasting With An Application To Finland Book PDF
✏Book Title : Specifying a Bayesian Vector Autoregression for Short run Macroeconomic Forecasting with an Application to Finland
✏Author : Christian C. Starck
✏Publisher :
✏Release Date : 1991
✏Pages : 35
✏ISBN : IND:30000105861235
✏Available Language : English, Spanish, And French

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✏Specifying a Bayesian Vector Autoregression for Short run Macroeconomic Forecasting with an Application to Finland Book Summary :

Regionalisation Growth And Economic Integration Book PDF
✏Book Title : Regionalisation Growth and Economic Integration
✏Author : George M. Korres
✏Publisher : Springer Science & Business Media
✏Release Date : 2007-08-19
✏Pages : 308
✏ISBN : 9783790819250
✏Available Language : English, Spanish, And French

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✏Regionalisation Growth and Economic Integration Book Summary : This book analyses the process of regionalisation and plots its future development. Regionalisation is a common feature of the changing territorial organisation of European states today. Regionalisation alone, however, cannot produce any of the benefits attributed to it without looking into the conditions in which it occurs. Bringing together theory and empirical applications, coverage examines a host of these conditions.

Econometric Business Cycle Research Book PDF
✏Book Title : Econometric Business Cycle Research
✏Author : Jan Jacobs
✏Publisher : Springer Science & Business Media
✏Release Date : 1998-09-30
✏Pages : 228
✏ISBN : 0792382544
✏Available Language : English, Spanish, And French

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✏Econometric Business Cycle Research Book Summary : Econometric Business Cycle Research deals with econometric business cycle research (EBCR), a term introduced by the Nobel-laureate Jan Tinbergen for his econometric method of testing (economic) business cycle theories. EBCR combines economic theory and measurement in the study of business cycles, i.e., ups and downs in overall economic activity. We assess four methods of EBCR: business cycle indicators, simultaneous equations models, vector autoregressive systems and real business indicators. After a sketch of the history of the methods, we investigate whether the methods meet the goals of EBCR: the three traditional ones, description, forecasting and policy evaluation, and the one Tinbergen introduced, the implementation|testing of business cycles. The first three EBCR methods are illustrated for the Netherlands, a typical example of a small, open economy. The main conclusion of the book is that simultaneous equation models are the best vehicle for EBCR, if all its goals are to be attained simultaneously. This conclusion is based on a fairly detailed assessment of the methods and is not over-turned in the empirical illustrations. The main conclusion does not imply the end of other EBCR methods. Not all goals have to be met with a single vehicle, other methods might serve the purpose equally well - or even better. For example, if one is interested in business cycle forecasts, one might prefer a business cycle indicator or vector autoregressive system. A second conclusion is that many ideas/concepts that play an important role in current discussions about econometric methodology in general and EBCR in particular, were put forward in the 1930s and 1940s. A third conclusion is that it is difficult, if not impossible, to compare the outcomes of RBC models to outcomes of the other three methods, because RBC modellers are not interested in modelling business cycles on an observation-per-observation basis. A more general conclusion in this respect is that methods should adopt the same concept of business cycles to make them comparable.

European Financial Imbalances Implications Of The Eurozone Sovereign Debt Problem For U S Agricultural Exports Book PDF
✏Book Title : European Financial Imbalances Implications of the Eurozone Sovereign Debt Problem for U S Agricultural Exports
✏Author :
✏Publisher : DIANE Publishing
✏Release Date :
✏Pages :
✏ISBN : 9781437985795
✏Available Language : English, Spanish, And French

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✏European Financial Imbalances Implications of the Eurozone Sovereign Debt Problem for U S Agricultural Exports Book Summary :

Journal Of Business Cycle Measurement And Analysis Book PDF
✏Book Title : Journal of Business Cycle Measurement and Analysis
✏Author :
✏Publisher :
✏Release Date : 2009
✏Pages :
✏ISBN : STANFORD:36105134090757
✏Available Language : English, Spanish, And French

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✏Journal of Business Cycle Measurement and Analysis Book Summary :

Central Banking After The Great Recession Book PDF
✏Book Title : Central Banking after the Great Recession
✏Author : David Wessel
✏Publisher : Brookings Institution Press
✏Release Date : 2014-04-28
✏Pages : 113
✏ISBN : 9780815726104
✏Available Language : English, Spanish, And French

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✏Central Banking after the Great Recession Book Summary : The global financial crisis is largely behind us, but the challenges it poses to the future stability of the world's economic system affects everyone from American families to Main Street businesses to Wall Street financial powerhouses. It has provoked controversy over the best way to reduce the risk of a repeat of what proved to be the worst financial crisis since the Great Depression. To describe those challenges—and the lessons learned—the Hutchins Center on Fiscal and Monetary Policy at Brookings turned to frontline policymakers and some of their most prominent critics. Central Banking after the Great Recession contains the resulting research, leading off with a telling interview between Ben Bernanke, then in his final weeks as Federal Reserve chairman, and Liaquat Ahamed, author of the Pulitzer Prize–winning Lords of Finance. Insightful chapters by John Williams of the San Francisco Federal Reserve Bank, Paul Tucker of Harvard University, and Donald Kohn of Brookings discuss unconventional monetary policy, financial regulation, the impact of the crisis on the independence of the Federal Reserve. Each chapter is followed by a lively debate. Contents 1. Introduction 2. A Conversation with Ben Bernanke 3. Monetary Policy When Rates Hit Zero: Putting Theory into Practice 4. Regulatory Reform: What'a Done? What Isn't? 5. Federal Reserve Independence after the Financial Crisis: Should We Be Worried?

📒International Journal Of Forecasting ✍ International institute of forecasters

International Journal Of Forecasting Book PDF
✏Book Title : International Journal of Forecasting
✏Author : International institute of forecasters
✏Publisher :
✏Release Date : 1995
✏Pages :
✏ISBN : 01692070
✏Available Language : English, Spanish, And French

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✏International Journal of Forecasting Book Summary :

📒Applied Simulation And Modelling Asm 86 ✍ International Association of Science and Technology for Development

Applied Simulation And Modelling Asm 86 Book PDF
✏Book Title : Applied Simulation and Modelling ASM 86
✏Author : International Association of Science and Technology for Development
✏Publisher : Anaheim [Calif.] ; Calgary : ACTA Press
✏Release Date : 1986
✏Pages : 598
✏ISBN : STANFORD:36105030013093
✏Available Language : English, Spanish, And French

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✏Applied Simulation and Modelling ASM 86 Book Summary :

Oecd Journal Book PDF
✏Book Title : OECD Journal
✏Author :
✏Publisher :
✏Release Date : 2008
✏Pages :
✏ISBN : UCBK:C094019419
✏Available Language : English, Spanish, And French

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✏OECD Journal Book Summary :

Index Of Economic Articles In Journals And Collective Volumes Book PDF
✏Book Title : Index of Economic Articles in Journals and Collective Volumes
✏Author :
✏Publisher :
✏Release Date : 1979
✏Pages :
✏ISBN : PSU:000015705266
✏Available Language : English, Spanish, And French

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✏Index of Economic Articles in Journals and Collective Volumes Book Summary :