Repeated Use of IMF-Supported Programs: Determinants and Forecasting

Repeated Use of IMF-Supported Programs: Determinants and Forecasting PDF Author: Martin Iseringhausen
Publisher: International Monetary Fund
ISBN: 1513520040
Category : Business & Economics
Languages : en
Pages : 48

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Book Description
This paper studies the determinants of repeated use of Fund-supported programs in a large sample covering virtually all General Resources Account (GRA) arrangements that were approved between 1952 and 2012. Generally, the revolving nature of the IMF’s resources calls for the temporary sup-port of member countries to address balance of payments problems while repeated use has often been viewed as program failure. First, using probit models we show that a small number of country-specific variables such as growth, the current account balance, the international reserves position, and the institutional framework play a significant role in explaining repeated use. Second, we discuss the role of IMF-specific and program-specific variables and find evidence that a country’s track record with the Fund is a good predictor of repeated use. Finally, we conduct an out-of-sample forecasting exer-cise. While our approach has predictive power for repeated use, exact forecasting remains challenging. From a policy perspective, the results could prove useful to assess the risk IMF programs pose to the revolving nature of the Fund’s financial resources.

Repeated Use of IMF-Supported Programs: Determinants and Forecasting

Repeated Use of IMF-Supported Programs: Determinants and Forecasting PDF Author: Martin Iseringhausen
Publisher: International Monetary Fund
ISBN: 1513520040
Category : Business & Economics
Languages : en
Pages : 48

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Book Description
This paper studies the determinants of repeated use of Fund-supported programs in a large sample covering virtually all General Resources Account (GRA) arrangements that were approved between 1952 and 2012. Generally, the revolving nature of the IMF’s resources calls for the temporary sup-port of member countries to address balance of payments problems while repeated use has often been viewed as program failure. First, using probit models we show that a small number of country-specific variables such as growth, the current account balance, the international reserves position, and the institutional framework play a significant role in explaining repeated use. Second, we discuss the role of IMF-specific and program-specific variables and find evidence that a country’s track record with the Fund is a good predictor of repeated use. Finally, we conduct an out-of-sample forecasting exer-cise. While our approach has predictive power for repeated use, exact forecasting remains challenging. From a policy perspective, the results could prove useful to assess the risk IMF programs pose to the revolving nature of the Fund’s financial resources.

Predicting IMF-Supported Programs: A Machine Learning Approach

Predicting IMF-Supported Programs: A Machine Learning Approach PDF Author: Tsendsuren Batsuuri
Publisher: International Monetary Fund
ISBN:
Category : Business & Economics
Languages : en
Pages : 48

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Book Description
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.

International Monetary Fund Annual Report 2021

International Monetary Fund Annual Report 2021 PDF Author: International Monetary Fund. Secretary's Department
Publisher: International Monetary Fund
ISBN: 1513568817
Category : Business & Economics
Languages : en
Pages : 74

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Book Description
A recovery is underway, but the economic fallout from the global pandemic could be with us for years to come. With the crisis exacerbating prepandemic vulnerabilities, country prospects are diverging. Nearly half of emerging market and developing economies and some middle-income countries are now at risk of falling further behind, undoing much of the progress made toward achieving the UN Sustainable Development Goals.

Evolving Monetary Policy Frameworks in Low-Income and Other Developing Countries

Evolving Monetary Policy Frameworks in Low-Income and Other Developing Countries PDF Author: International Monetary Fund
Publisher: International Monetary Fund
ISBN: 1498344062
Category : Business & Economics
Languages : en
Pages : 74

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Book Description
Over the past two decades, many low- and lower-middle income countries (LLMICs) have improved control over fiscal policy, liberalized and deepened financial markets, and stabilized inflation at moderate levels. Monetary policy frameworks that have helped achieve these ends are being challenged by continued financial development and increased exposure to global capital markets. Many policymakers aspire to move beyond the basics of stability to implement monetary policy frameworks that better anchor inflation and promote macroeconomic stability and growth. Many of these LLMICs are thus considering and implementing improvements to their monetary policy frameworks. The recent successes of some LLMICs and the experiences of emerging and advanced economies, both early in their policy modernization process and following the global financial crisis, are valuable in identifying desirable features of such frameworks. This paper draws on those lessons to provide guidance on key elements of effective monetary policy frameworks for LLMICs.

International Monetary Fund Annual Report 2019 Financial Statements

International Monetary Fund Annual Report 2019 Financial Statements PDF Author: International Monetary Fund
Publisher: International Monetary Fund
ISBN: 1513511726
Category : Business & Economics
Languages : en
Pages : 122

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Book Description
The audited consolidated financial statements of the International Monetary Fund as of April 30, 2019 and 2018

Fiscal Policy and Long-Term Growth

Fiscal Policy and Long-Term Growth PDF Author: International Monetary Fund
Publisher: International Monetary Fund
ISBN: 1498344658
Category : Business & Economics
Languages : en
Pages : 257

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Book Description
This paper explores how fiscal policy can affect medium- to long-term growth. It identifies the main channels through which fiscal policy can influence growth and distills practical lessons for policymakers. The particular mix of policy measures, however, will depend on country-specific conditions, capacities, and preferences. The paper draws on the Fund’s extensive technical assistance on fiscal reforms as well as several analytical studies, including a novel approach for country studies, a statistical analysis of growth accelerations following fiscal reforms, and simulations of an endogenous growth model.

Powering the Digital Economy: Opportunities and Risks of Artificial Intelligence in Finance

Powering the Digital Economy: Opportunities and Risks of Artificial Intelligence in Finance PDF Author: El Bachir Boukherouaa
Publisher: International Monetary Fund
ISBN: 1589063953
Category : Business & Economics
Languages : en
Pages : 35

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Book Description
This paper discusses the impact of the rapid adoption of artificial intelligence (AI) and machine learning (ML) in the financial sector. It highlights the benefits these technologies bring in terms of financial deepening and efficiency, while raising concerns about its potential in widening the digital divide between advanced and developing economies. The paper advances the discussion on the impact of this technology by distilling and categorizing the unique risks that it could pose to the integrity and stability of the financial system, policy challenges, and potential regulatory approaches. The evolving nature of this technology and its application in finance means that the full extent of its strengths and weaknesses is yet to be fully understood. Given the risk of unexpected pitfalls, countries will need to strengthen prudential oversight.

World Economic Outlook, April 2015

World Economic Outlook, April 2015 PDF Author: International Monetary Fund. Research Dept.
Publisher: International Monetary Fund
ISBN: 1498378005
Category : Business & Economics
Languages : en
Pages : 884

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Book Description
Global growth remains moderate and uneven, and a number of complex forces are shaping the outlook. These include medium- and long-term trends, global shocks, and many country- or region-specific factors. The April 2015 WEO examines the causes and implications of recent trends, including lower oil prices, which are providing a boost to growth globally and in many oil-importing countries but are weighing on activity in oil-exporting countries, and substantial changes in exchange rates for major currencies, reflecting variations in country growth rates and in exchange rate policies and the lower price of oil. Additionally, analytical chapters explore the growth rate of potential output across advanced and emerging market economies, assessing its recent track and likely future course; and the performance of private fixed investment in advanced economies, which has featured prominently in the public policy debate in recent years, focusing on the role of overall economic weakness in accounting for this performance.

Macroprudential Indicators of Financial System Soundness

Macroprudential Indicators of Financial System Soundness PDF Author: Mr.Mahinder Singh Gill
Publisher: INTERNATIONAL MONETARY FUND
ISBN: 9781557758910
Category : Business & Economics
Languages : en
Pages : 0

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Book Description
Following the severe financial crises of the 1990s, identifying and assessing financial sector vulnerabilities has become a key priority of the international community. The costly disruptions in global markets underscored the need to establish a set of monitorable variables for evaluating strengths and weaknesses in financial institutions and to alert authorities of impending problems. These variables, indicators, of financial system health and stability known collectively as macroprudential indicators, are the subject of this Occasional Paper by the Monetary and Exchange Affairs Department and the Statistics Department. Macroprudential indicators take measures at both the level of aggregated financial institutions and at the macroeconomic level; financial crises often occur when weaknesses are identified in both. The authors provide a breakdown and explanations of these indicators and a review of the theoretical and empirical work done thus far. Work at other international and multilateral institutions is included as well as the experiences of several national central banks and supervisory agencies. This paper provides a valuable reference source of current knowledge about macroprudential indicators and issues related to their analysis, identification, measurement, and possible dissemination.

Conditionality in Evolving Monetary Policy Regimes

Conditionality in Evolving Monetary Policy Regimes PDF Author: International Monetary Fund
Publisher: International Monetary Fund
ISBN: 1498343694
Category : Business & Economics
Languages : en
Pages : 61

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Book Description
With single-digit inflation and substantial financial deepening, developing countries are adopting more flexible and forward-looking monetary policy frameworks and ascribing a greater role to policy interest rates and inflation objectives. While some countries have adopted formal inflation targeting regimes, others have developed frameworks with greater target flexibility to accommodate changing money demand, use of policy rates to signal the monetary policy stance, and implicit inflation targets.