Comparing the Performance of Logit and Probit Early Warning Systems for Currency Crises in Emerging Market Economies PDF Download
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Author: Mr.Fabio Comelli
Publisher: International Monetary Fund
ISBN: 1475589999
Category : Business & Economics
Languages : en
Pages : 26
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Book Description
We compare how logit (fixed effects) and probit early warning systems (EWS) predict insample and out-of-sample currency crises in emerging markets (EMs). We look at episodes of currency crises that took place in 29 EMs between January 1995 and December 2012. Stronger real GDP growth rates and higher net foreign assets significantly reduce the probability of experiencing a currency crisis, while high levels of credit to the private sector increase it. We find that the logit and probit EWS out-of-sample performances are broadly similar, and that the EWS performance can be very sensitive both to the size of the estimation sample, and to the crisis definition employed. For macroeconomic policy purposes, we conclude that a currency crisis definition identifying more rather than less crisis episodes should be used, even if this may lead to the risk of issuing false alarms.
Author: Mr.Fabio Comelli
Publisher: International Monetary Fund
ISBN: 1475589999
Category : Business & Economics
Languages : en
Pages : 26
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Book Description
We compare how logit (fixed effects) and probit early warning systems (EWS) predict insample and out-of-sample currency crises in emerging markets (EMs). We look at episodes of currency crises that took place in 29 EMs between January 1995 and December 2012. Stronger real GDP growth rates and higher net foreign assets significantly reduce the probability of experiencing a currency crisis, while high levels of credit to the private sector increase it. We find that the logit and probit EWS out-of-sample performances are broadly similar, and that the EWS performance can be very sensitive both to the size of the estimation sample, and to the crisis definition employed. For macroeconomic policy purposes, we conclude that a currency crisis definition identifying more rather than less crisis episodes should be used, even if this may lead to the risk of issuing false alarms.
Author: Morris Goldstein
Publisher: Peterson Institute
ISBN: 9780881322378
Category : Business & Economics
Languages : en
Pages : 166
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Book Description
This study reviews the literature on the origins of currency and banking crises. It presents empirical tests on the performance of alternative early-warning indicators for emerging-market economies. The book also identifies crisis-threshold values for early-warning indicators.
Author: Stefan Jansen
Publisher:
ISBN:
Category :
Languages : en
Pages : 95
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Book Description
This paper aims at identifying key empirical regularities characterizing the onset of a currency crisis that might be suitable for early warning purposes and proceeds by providing analysis and empirical tests of economic and financial variables both in-sample and out-of-sample in order to assess their performance as leading indicators of a speculative attack. Two distinct methodologies are compared and implications for the theory of currency crises and economic policies to their prevention will be investigated in the process.
Author: Asian Development Bank
Publisher: Springer
ISBN: 0230501060
Category : Business & Economics
Languages : en
Pages : 164
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Book Description
Since the 1997 Asian financial crisis, East Asia has implemented a number of initiatives designed to strengthen monetary and financial cooperation, bolstering the region's resilience to economic and financial vulnerabilities. One such initiative is the ASEAN+3 Information Exchange and Policy Dialogue, which includes development of early warning systems (EWS) for financial crises. This book examines efforts to develop EWS models. Specifically, the book analyzes the current understanding of the causes of currency and banking crises, describes recent progress in developing and applying EWS models for currency and banking crises, reviews methodolgical issues, assesses the predictive power of EWS models and also highlights areas where further research is required to make these models more effective tools for policy analysis. The case studies apply both parametric and nonparametric approaches to EWS modleing using data from six East Asian countries.
Author: Mr.Abdul Abiad
Publisher: International Monetary Fund
ISBN: 1451845138
Category : Business & Economics
Languages : en
Pages : 61
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Book Description
Previous early-warning systems (EWSs) for currency crises have relied on models that require a priori dating of crises. This paper proposes an alternative EWS, based on a Markov-switching model, which identifies and characterizes crisis periods endogenously; this also allows the model to utilize information contained in exchange rate dynamics. The model is estimated using data for the period 1972-99 for the Asian crisis countries, taking a country-by-country approach. The model outperforms standard EWSs, both in signaling crises and reducing false alarms. Two lessons emerge. First, accounting for the dynamics of exchange rates is important. Second, different indicators matter for different countries, suggesting that the assumption of parameter constancy underlying panel estimates of EWSs may contribute to poor performance.
Author: Mr.Fabio Comelli
Publisher: International Monetary Fund
ISBN: 1484359356
Category : Business & Economics
Languages : en
Pages : 29
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Book Description
The purpose of this paper is to compare in-sample and out-of-sample performances of three parametric and non-parametric early warning systems (EWS) for currency crises in emerging market economies (EMs). The parametric EWS achieves superior out-of-sample results compared to the non-parametric EWS, as the total misclassification error of the former is lower than that of the latter. In addition, we find that the performances of the parametric and non-parametric EWS do not improve if the policymaker becomes more prudent. From a policy perspective, the policymaker faces the standard trade-off when using EWS. Greater prudence allows the policymaker to correctly call more crisis episodes, but this comes at the cost of issuing more false alarms. The benefit of correctly calling more currency crises needs to be traded off against the cost of issuing more false alarms and of implementing corrective macroeconomic policies prematurely.
Author: Mr.Eduardo Borensztein
Publisher: International Monetary Fund
ISBN: 9781557758286
Category : Business & Economics
Languages : en
Pages : 44
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Book Description
Recent years have witnessed an increase in the frequency of currency and balance of payments crises in developing countries. More important, the crises have become more virulent, have caused widespread disruption to other developing countries, and have even had repercussions on advanced economies. To predict crises, their causes must be clearly understood. Two competing strands of theories are reviewed in this paper. The first focuses on the consequences of such policies as excessive credit growth in provoking depletion of foreign exchange reserves and making a devaluation enevitable. The second emphasizes the trade-offs between internal and external balance that the policymaker faces in defending a peg.
Author: Matthieu Bussière
Publisher:
ISBN:
Category :
Languages : en
Pages :
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Book Description
Author: Jens Michael Rabe
Publisher: diplom.de
ISBN: 3832422552
Category : Business & Economics
Languages : en
Pages : 84
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Book Description
Inhaltsangabe:Abstract: The banking and currency crises of the last two decades inflicted substantial financial, economic, and social damage on the countries in which they originated. In this work, the efficiency of early warning indicators for these disastrous economic events is evaluated. An analysis of the traditional and recent literature on currency crises is performed in order to extract potential early warning indicators that are suggested by theory. Alongside others, these candidate indicators are tested in alternative empirical studies that are reviewed in this work. The results are mixed, but somewhat encouraging for further research in this field. Furthermore, the analysis is extended to a critique of systems of early warning indicators currently used by international institutions. Inhaltsverzeichnis:Table of Contents: 1.Introduction1 2.The Currency Crisis Literature as a Reference Point for the Identification of Early Warning Indicators4 2.1The Traditional Theory5 2.2Second Generation Models11 2.3A Cross-generation Framework Proposition19 2.4Early Warning Indicators as Suggested by Theory22 3.The Empirical Assessment of Early Warning Indicators24 3.1Univariate Indicators for Financial Crises24 3.1.1Cross-Country Regressions26 3.1.2Multivariate Probit Models35 3.1.3The Signals Approach40 3.2Composite Leading Indicators for Financial Crises48 4.A Critique of Early Warning Indicators Used in Practice53 5.Conclusion64 Appendix68 Bibliography69
Author: Hali J. Edison
Publisher:
ISBN:
Category : Financial crises
Languages : en
Pages : 86
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Book Description
The object of this paper is to develop an operational early warning system (EWS) that can detect financial crises. To achieve this goal the paper analyzes and extends the early warning system developed by Kaminsky, Lizondo, and Reinhart (1998) and Kaminsky and Reinhart (1999) that is based on the "signal" approach. This system monitors several indicators that tend to exhibit an unusual behavior in the periods preceding a crisis. When an indicator exceeds (or falls below) a threshold, then it is said to issue a "signal" that a currency crisis may occur within a given period. The model does a fairly good job of anticipating some of the crises in 1997/1998, but several weaknesses to the approach are identified. The paper also evaluates how this system can be applied to an individual country. On balance, the results in this paper are mixed, but the results suggest that an early warning system should be thought of as a useful diagnostic tool.
