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Western Hemisphere > Argentina

You are looking at 1 - 8 of 8 items for :

  • Type: Journal Issue x
  • Global Financial Crisis, 2008-2009 x
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Cover IMF Working Papers
Predicting IMF-Supported Programs: A Machine Learning Approach
Tsendsuren Batsuuri
,
Shan He
,
Ruofei Hu
,
Jonathan Leslie
, and
Flora Lutz
This study applies state-of-the-art machine learning (ML) techniques to forecast IMF-supported programs, analyzes the ML prediction results relative to traditional econometric approaches, explores non-linear relationships among predictors indicative of IMF-supported programs, and evaluates model robustness with regard to different feature sets and time periods. ML models consistently outperform traditional methods in out-of-sample prediction of new IMF-supported arrangements with key predictors that align well with the literature and show consensus across different algorithms. The analysis underscores the importance of incorporating a variety of external, fiscal, real, and financial features as well as institutional factors like membership in regional financing arrangements. The findings also highlight the varying influence of data processing choices such as feature selection, sampling techniques, and missing data imputation on the performance of different ML models and therefore indicate the usefulness of a flexible, algorithm-tailored approach. Additionally, the results reveal that models that are most effective in near and medium-term predictions may tend to underperform over the long term, thus illustrating the need for regular updates or more stable – albeit potentially near-term suboptimal – models when frequent updates are impractical.
Keywords:
Early warning systems; IMF Lending; Machine Learning; IMF arrangement; ML model; machine learning approach; state-of-the-art machine learning; machine learning model; Emergency assistance; Data processing; Global financial crisis of 2008-2009; Global
Cover IMF Working Papers
Currencies of External Balance Sheets
Mr. Cian Allen
,
Deepali Gautam
, and
Luciana Juvenal
This paper assembles a comprehensive dataset of the currency composition of countries’ external balance sheets for 50 economies over the period 1990–2020. We document the following findings: (i) the US dollar and the euro still dominate global external balance sheets; (ii) there were striking changes in the currency composition across countries since the 1990s, with many emerging markets having moved from short to long positions in foreign currency, thus moving away from the so-called “original sin”; (iii) financial and tradeweighted exchange rates are weakly correlated, suggesting the commonly used trade indices do not adequately reflect the wealth effects of currency movements, and (iv) the large wealth transfers across countries during COVID-19 and the global financial crises increased global imbalances in the former, and reduced them in the latter.
Keywords:
currency composition; international investment position; foreign currency exposure; wealth effect; currency movement; currency exposure; debt liability; currency mismatch risk; pound sterling; Currencies; Exchange rates; Global financial crisis of 2008-2009; Financial statements; Global
Cover IMF Working Papers
Financial Stress and Economic Activity: Evidence from a New Worldwide Index
Hites Ahir
,
Mr. Giovanni Dell'Ariccia
,
Davide Furceri
,
Mr. Chris Papageorgiou
, and
Hanbo Qi
This paper uses text analysis to construct a continuous financial stress index (FSI) for 110 countries over each quarter during the period 1967-2018. It relies on a computer algorithm along with human expert oversight and is thus easy to update. The new indicator has a larger country and time coverage and higher frequency than similar measures focusing on advanced economies. And it complements existing binary chronologies in that it can assess the severity of financial crises. We use the indicator to assess the impact of financial stress on the economy using both country- and firm-level data. Our main findings are fivefold: i) consistent with existing literature, we show an economically significant and persistent relationship between financial stress and output; ii) the effect is larger in emerging markets and developing economies and (iii) for higher levels of financial stress; iv) we deal with simultaneous causality by constructing a novel instrument—financial stress originating from other countries—using information from the text analysis, and show that, while there is clear evidence that financial stress harms economic activities, OLS estimates tend to overestimate the magnitude of this effect; (iv) we confirm the presence of an exogenous effect of financial stress through a difference-in-differences exercise and show that effects are larger for firms that are more financially constrained and less profitable.
Keywords:
Financial stress; text analysis; country reports; continuous indicator; country and firm economic activity.; firm economic activity; effect of FSI; financial crises episode; Financial soundness indicators; Banking crises; Reserve requirements; Global financial crisis of 2008-2009; Global
Cover IMF Working Papers
News-based Sentiment Indicators
Chengyu Huang
,
Sean Simpson
,
Daria Ulybina
, and
Agustin Roitman
We construct sentiment indices for 20 countries from 1980 to 2019. Relying on computational text analysis, we capture specific language like “fear”, “risk”, “hedging”, “opinion”, and, “crisis”, as well as “positive” and “negative” sentiments, in news articles from the Financial Times. We assess the performance of our sentiment indices as “news-based” early warning indicators (EWIs) for financial crises. We find that sentiment indices spike and/or trend up ahead of financial crises.
Keywords:
WP; sentiment index; crisis sentiment; seed words; sentiment indices; term cluster; word vector representation; word-vector models; early warning indicators; risk; crisis; sentiment; financial crises; vector representation; Early warning systems; Hedging; Banking crises; Global financial crisis of 2008-2009; Global
Cover Policy Papers
A Strategy for IMF Engagement on Social Spending: Background Papers
International Monetary Fund. Fiscal Affairs Dept.
,
International Monetary Fund. Strategy, Policy, &amp
, and
Review Department
This Supplement presents an account of the extensive consultations and the results of various analyses that supported the development of “A Strategy for IMF Engagement on Social Spending.”
Keywords:
PP; spending; staff report; staff; IMF staff calculation; spending issue; social spending; IMF program; Health care spending; Education spending; Personal income; Total expenditures; Global; Sub-Saharan Africa; Asia and Pacific; Europe
Cover Global Financial Stability Report, October 2018
Global Financial Stability Report, October 2018
A Decade after the Global Financial Crisis: Are We Safer?
International Monetary Fund. Monetary and Capital Markets Department

Abstract

In the 10 years since the global financial crisis, regulatory frameworks have been enhanced and the banking system has become stronger, but new vulnerabilities have emerged, and the resilience of the global financial system has yet to be tested.

Keywords:
GFSR; financial condition; market liquidity; emerging market economy; IMF executive board discussion summary; risk; a number of emerging market economies; debt vulnerability; foreign exchange; inflation surprise; Emerging and frontier financial markets; Financial sector stability; Global financial crisis of 2008-2009; Financial Sector Assessment Program; Bank resolution framework; Global; Asia and Pacific; Africa; Middle East; financial system; commercial paper; FSAP risk analysis finding; volatility Index; U.S. dollar; international community; Systemic risk; Caribbean
Cover Independent Evaluation Office Annual Report 2017
Independent Evaluation Office Annual Report 2017
International Monetary Fund. Independent Evaluation Office

Abstract

This paper discusses that the Independent Evaluation Office (IEO) has also launched three new evaluations—which will analyze the IMF’s role on fragile states, its financial surveillance activities, and its advice on unconventional monetary policies—and two evaluation updates—which will look into the IMF’s exchange rate policy advice and structural conditionality. The evaluation found that, for the most part, the IMF’s euro area surveillance identified the right issues during the pre-crisis period but did not foresee the magnitude of the risks that would later become paramount. The IMF’s surveillance of the financial regulatory architecture was generally of high quality, but staff, along with most other experts, missed the buildup of banking system risks in some countries. The report found several issues with the way decision making was managed by the IMF. In May 2010, the IMF Executive Board approved a decision to provide exceptional access financing to Greece without seeking preemptive debt restructuring, even though its sovereign debt was not deemed sustainable with a high probability.

Keywords:
IEOR; IEO; background color; IEO Evaluation; IEO Director; staff allocation; discretionary budget; seminar program; Budget planning and preparation; Global financial crisis of 2008-2009; Civil society organizations; Exchange rate policy; Communications in revenue administration; Global; Sub-Saharan Africa; Caribbean; IMF surveillance; IEO staff survey; IMF exchange rate Policy advice; information request; Poverty reduction strategy; Unconventional monetary policies; Monetary unions
Cover IMF Working Papers
The Fiscal Costs of Contingent Liabilities: A New Dataset
Ms. Elva Bova
,
Marta Ruiz-Arranz
,
Mr. Frederik G Toscani
, and
H. Elif Ture
We construct the first comprehensive dataset of contingent liability realizations in advanced and emerging markets for the period 1990–2014. We find that contingent liability realizations are a major source of fiscal distress. The average fiscal cost of a contingent liability realization is 6 percent of GDP but costs can be as high as 40 percent for major financial sector bailouts. Contingent liability realizations are correlated among each other and tend to occur during periods of growth reversals and crises, accentuating pressure on the budget during already difficult times. Countries with stronger institutions are able to better control and address the underlying risks so that they are less exposed to contingent liability realizations.
Keywords:
WP; CL realization; CL; Contingent Liabilities; Public Debt; Budget Deficits; Fiscal Crisis; fiscal cost; CL materialization; debt assumption; SOE support; CL shock; Financial sector; Fiscal risks; Global financial crisis of 2008-2009; Global; Eastern Europe