Download or read book The Challenge of Predicting Economic Crises written by Ms.Catherine A. Pattillo and published by International Monetary Fund. This book was released on 2000-09-11 with total page 22 pages. Available in PDF, EPUB and Kindle. Book excerpt: The integration of financial markets around the world over the past decade has posed new challenges for policymakers. The speed with which money can be switched in and out of currencies and countries has increased with the efficiency of global communications, considerably shortening the time policymakers have to respond to emerging crises. This pamphlet takes alook at attempts by economists to predict crises by developing early warning systems to signal when trouble may be brewing in currency markets and banking systems.

Download or read book The Challenge of Predicting Economic Crises written by Andrew Berg and published by . This book was released on 2000-01-01 with total page 134 pages. Available in PDF, EPUB and Kindle. Book excerpt: The integration of financial markets around the world over the past decade has posed new challenges for policymakers. The speed with which money can be switched in and out of currencies and countries has increased with the efficiency of global communications, considerably shortening the time policymakers have to respond to emerging crises. This pamphlet takes a look at attempts by economists to predict crises by developing early warning systems to signal when trouble may be brewing in currency markets and banking systems.

Download or read book The Challenge of Predicting Financial Crises written by Mary Hany A. K. Dawood and published by . This book was released on 2016 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt:

Download or read book The Challenge of Predicting Financial Crises written by Mary Hanny A.K. Dawood and published by . This book was released on 2016 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Download or read book The Challenge of Predicting Economic Crises written by Sunil Sharma and published by . This book was released on 2005 with total page 3 pages. Available in PDF, EPUB and Kindle. Book excerpt: Given the global integration of financial markets over the last decade, large capital flow reversals can occur quite quickly, considerably shortening the time policymakers have to respond. As a consequence, and motivated in part by the recent crises in Europe, Mexico and Asia, researchers are taking a fresh look at the determinants of currency and banking crises and are attempting to develop early warning systems to signal when trouble may be brewing in currency markets and banking systems. The lack of transparency in the operation of financial systems, especially in emerging markets, considerably complicates this risk. This paper questions whether it is possible to develop early warning signals to help them anticipate incipient problems in currency markets and banking systems. In the end, the holy grail of crisis prediction may be intrinsically unattainable.

Download or read book Financial Crises Explanations Types and Implications written by Mr.Stijn Claessens and published by International Monetary Fund. This book was released on 2013-01-30 with total page 66 pages. Available in PDF, EPUB and Kindle. Book excerpt: This paper reviews the literature on financial crises focusing on three specific aspects. First, what are the main factors explaining financial crises? Since many theories on the sources of financial crises highlight the importance of sharp fluctuations in asset and credit markets, the paper briefly reviews theoretical and empirical studies on developments in these markets around financial crises. Second, what are the major types of financial crises? The paper focuses on the main theoretical and empirical explanations of four types of financial crises—currency crises, sudden stops, debt crises, and banking crises—and presents a survey of the literature that attempts to identify these episodes. Third, what are the real and financial sector implications of crises? The paper briefly reviews the short- and medium-run implications of crises for the real economy and financial sector. It concludes with a summary of the main lessons from the literature and future research directions.

Download or read book The Financial Crisis Inquiry Report written by Financial Crisis Inquiry Commission and published by Cosimo, Inc.. This book was released on 2011-05-01 with total page 692 pages. Available in PDF, EPUB and Kindle. Book excerpt: The Financial Crisis Inquiry Report, published by the U.S. Government and the Financial Crisis Inquiry Commission in early 2011, is the official government report on the United States financial collapse and the review of major financial institutions that bankrupted and failed, or would have without help from the government. The commission and the report were implemented after Congress passed an act in 2009 to review and prevent fraudulent activity. The report details, among other things, the periods before, during, and after the crisis, what led up to it, and analyses of subprime mortgage lending, credit expansion and banking policies, the collapse of companies like Fannie Mae and Freddie Mac, and the federal bailouts of Lehman and AIG. It also discusses the aftermath of the fallout and our current state. This report should be of interest to anyone concerned about the financial situation in the U.S. and around the world.THE FINANCIAL CRISIS INQUIRY COMMISSION is an independent, bi-partisan, government-appointed panel of 10 people that was created to "examine the causes, domestic and global, of the current financial and economic crisis in the United States." It was established as part of the Fraud Enforcement and Recovery Act of 2009. The commission consisted of private citizens with expertise in economics and finance, banking, housing, market regulation, and consumer protection. They examined and reported on "the collapse of major financial institutions that failed or would have failed if not for exceptional assistance from the government."News Dissector DANNY SCHECHTER is a journalist, blogger and filmmaker. He has been reporting on economic crises since the 1980's when he was with ABC News. His film In Debt We Trust warned of the economic meltdown in 2006. He has since written three books on the subject including Plunder: Investigating Our Economic Calamity (Cosimo Books, 2008), and The Crime Of Our Time: Why Wall Street Is Not Too Big to Jail (Disinfo Books, 2011), a companion to his latest film Plunder The Crime Of Our Time. He can be reached online at www.newsdissector.com.

Download or read book The Feasibility of Predicting Financial Crises using Machine Learning written by Julia Markhovski and published by GRIN Verlag. This book was released on 2024-03-26 with total page 114 pages. Available in PDF, EPUB and Kindle. Book excerpt: Bachelor Thesis from the year 2024 in the subject Computer Science - Commercial Information Technology, grade: 1.0, Frankfurt School of Finance & Management, language: English, abstract: In a world characterized by increasingly complex financial markets, the prediction of financial crises is a constant challenge. This bachelor thesis investigates the use of machine learning, in particular regression algorithms, to analyze and predict financial crises based on macroeconomic data. By building six different regression models and optimizing them using cross-validation and GridSearch, the feasibility of using these technologies for accurate predictions is discussed. Although traditional models show limited effectiveness, the integration of machine learning, especially kNN algorithms, reveals significant potential for improving prediction accuracy. The paper highlights the importance of classification algorithms and provides crucial insights for application in real-world scenarios to provide valuable tools for policy and business decision makers.

Download or read book Predicting Fiscal Crises A Machine Learning Approach written by Klaus-Peter Hellwig and published by International Monetary Fund. This book was released on 2021-05-27 with total page 66 pages. Available in PDF, EPUB and Kindle. Book excerpt: In this paper I assess the ability of econometric and machine learning techniques to predict fiscal crises out of sample. I show that the econometric approaches used in many policy applications cannot outperform a simple heuristic rule of thumb. Machine learning techniques (elastic net, random forest, gradient boosted trees) deliver significant improvements in accuracy. Performance of machine learning techniques improves further, particularly for developing countries, when I expand the set of potential predictors and make use of algorithmic selection techniques instead of relying on a small set of variables deemed important by the literature. There is considerable agreement across learning algorithms in the set of selected predictors: Results confirm the importance of external sector stock and flow variables found in the literature but also point to demographics and the quality of governance as important predictors of fiscal crises. Fiscal variables appear to have less predictive value, and public debt matters only to the extent that it is owed to external creditors.

Download or read book Handbook of Research on Financial and Banking Crisis Prediction Through Early Warning Systems written by Qaiser Munir and published by . This book was released on 2016 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Addresses the inequity of developed and developing nations from the bottom up through an exploration of current literature, specific case-studies, and data-based recommendations for new crisis indicators. It explores such topics as the Greek debt crisis, electronic banking, and financial crises in developing economies.

Download or read book New Forecasting Methods for an Old Problem written by Emile du Plessis and published by . This book was released on 2022 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: A reflection on the lackluster growth over the decade since the Global Financial Crisis has renewed interest in preventative measures for a long-standing problem. Advances in machine learning algorithms during this period present promising forecasting solutions. In this context, the paper develops new forecasting methods for an old problem by employing 13 machine learning algorithms to study 147 year of systemic financial crises across 17 countries. It entails 12 leading indicators comprising real, banking and external sectors. Four modelling dimensions encompassing a contemporaneous pooled format through an expanding window, transformations with a lag structure and 20-year rolling window as well as individual format are implemented to assess performance through recursive out-of-sample forecasts. Findings suggest fixed capital formation is the most important variable. GDP per capita and consumer inflation have increased in prominence whereas debt-to-GDP, stock market and consumption were dominant at the turn of the 20th century. Through a lag structure, banking sector predictors on average describe 28 percent of the variation in crisis prevalence, real sector 64 percent and external sector 8 percent. A lag structure and rolling window both improve on optimised contemporaneous and individual country formats. Nearly half of all algorithms reach peak performance through a lag structure. As measured through AUC, F1 and Brier scores, top performing machine learning methods consistently produce high accuracy rates, with both random forests and gradient boosting in front with 77 percent correct forecasts. Top models contribute added value above 20 percentage points in most instances and deals with a high degree of complexity across several countries.

Download or read book Financial Crises written by Mr.Stijn Claessens and published by International Monetary Fund. This book was released on 2014-02-19 with total page 754 pages. Available in PDF, EPUB and Kindle. Book excerpt: The lingering effects of the economic crisis are still visible—this shows a clear need to improve our understanding of financial crises. This book surveys a wide range of crises, including banking, balance of payments, and sovereign debt crises. It begins with an overview of the various types of crises and introduces a comprehensive database of crises. Broad lessons on crisis prevention and management, as well as the short-term economic effects of crises, recessions, and recoveries, are discussed.

Download or read book Crisis Economics written by Nouriel Roubini and published by Penguin. This book was released on 2010-05-11 with total page 368 pages. Available in PDF, EPUB and Kindle. Book excerpt: This myth shattering book reveals the methods Nouriel Roubini used to foretell the current crisis before other economists saw it coming and shows how those methods can help us make sense of the present and prepare for the future. Renowned economist Nouriel Roubini electrified his profession and the larger financial community by predicting the current crisis well in advance of anyone else. Unlike most in his profession who treat economic disasters as freakish once-in-­a-lifetime events without clear cause, Roubini, after decades of careful research around the world, realized that they were both probable and predictable. Armed with an unconventional blend of historical analysis and global economics, Roubini has forced politicians, policy makers, investors, and market watchers to face a long-neglected truth: financial systems are inherently fragile and prone to collapse. Drawing on the parallels from many countries and centuries, Nouriel Roubini and Stephen Mihm, a professor of economic history and a New York Times Magazine writer, show that financial cataclysms are as old and as ubiquitous as capitalism itself. The last two decades alone have witnessed comparable crises in countries as diverse as Mexico, Thailand, Brazil, Pakistan, and Argentina. All of these crises-not to mention the more sweeping cataclysms such as the Great Depression-have much in common with the current downturn. Bringing lessons of earlier episodes to bear on our present predicament, Roubini and Mihm show how we can recognize and grapple with the inherent instability of the global financial system, understand its pressure points, learn from previous episodes of "irrational exuberance," pinpoint the course of global contagion, and plan for our immediate future. Perhaps most important, the authors-considering theories, statistics, and mathematical models with the skepticism that recent history warrants—explain how the world's economy can get out of the mess we're in, and stay out. In Roubini's shadow, economists and investors are increasingly realizing that they can no longer afford to consider crises the black swans of financial history. A vital and timeless book, Crisis Economics proves calamities to be not only predictable but also preventable and, with the right medicine, curable.

Download or read book After the Crash written by Sharyn O'Halloran and published by Columbia University Press. This book was released on 2019-10-08 with total page 454 pages. Available in PDF, EPUB and Kindle. Book excerpt: The 2008 crash was the worst financial crisis and the most severe economic downturn since the Great Depression. It triggered a complete overhaul of the global regulatory environment, ushering in a stream of new rules and laws to combat the perceived weakness of the financial system. While the global economy came back from the brink, the continuing effects of the crisis include increasing economic inequality and political polarization. After the Crash is an innovative analysis of the crisis and its ongoing influence on the global regulatory, financial, and political landscape, with timely discussions of the key issues for our economic future. It brings together a range of experts and practitioners, including Joseph Stiglitz, a Nobel Prize winner; former congressman Barney Frank; former treasury secretary Jacob Lew; Paul Tucker, a former deputy governor of the Bank of England; and Steve Cutler, general counsel of JP Morgan Chase during the financial crisis. Each poses crucial questions: What were the origins of the crisis? How effective were international and domestic regulatory responses? Have we addressed the roots of the crisis through reform and regulation? Are our financial systems and the global economy better able to withstand another crash? After the Crash is vital reading as both a retrospective on the last crisis and an analysis of possible sources of the next one.

Download or read book Predicting Self Fulfilling Financial Crises written by Christopher Gandrud and published by . This book was released on 2015 with total page 40 pages. Available in PDF, EPUB and Kindle. Book excerpt: This paper studies how self-fulfilling dynamics affect the predictability of financial crises. We build a model in which market participants play an investment coordination game with common economic shocks and private information about their own willingness to cooperate. An observer attempts to predict the occurrence of a financial crisis in the future based on the players' actions in the present. Under favorable conditions, good market conditions prevent an observer from learning about players' types by observing their actions. This induces a negative correlation between economic conditions in the present and the variance of players' types in the following period, which defines the predictability of financial crises. Under more extreme positive market conditions, the observer cannot use present observations of the players to learn about the probability of a financial crisis in the future. We test the implications of the model using a new continuous measure of financial market stress - “FinStress” - developed by Gandrud and Hallerberg (2015). We find support for a key implication of our theory: the variance of financial market stress is larger following periods of good economic conditions than following poor economic conditions. These conclusions have implications for both empirical analyses of the predictors of financial crises and for policymakers seeking to prevent crises. The findings in our paper suggest that regulators should focus on actors' types (e.g. with stress tests) more than macro-economic conditions. More broadly, our analysis provides a new explanation for why social scientists and area specialists are generally poor at predicting events that require mass coordination, such as financial crises, coups, and revolutions.

Download or read book Global Waves of Debt written by M. Ayhan Kose and published by World Bank Publications. This book was released on 2021-03-03 with total page 403 pages. Available in PDF, EPUB and Kindle. Book excerpt: The global economy has experienced four waves of rapid debt accumulation over the past 50 years. The first three debt waves ended with financial crises in many emerging market and developing economies. During the current wave, which started in 2010, the increase in debt in these economies has already been larger, faster, and broader-based than in the previous three waves. Current low interest rates mitigate some of the risks associated with high debt. However, emerging market and developing economies are also confronted by weak growth prospects, mounting vulnerabilities, and elevated global risks. A menu of policy options is available to reduce the likelihood that the current debt wave will end in crisis and, if crises do take place, will alleviate their impact.

Download or read book Advanced Approach of Predicting Economic and Financial Crises written by Jamilu Adamu and published by . This book was released on 2016-05-05 with total page 268 pages. Available in PDF, EPUB and Kindle. Book excerpt: