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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.
International Monetary Fund. Finance Dept.
On December 12, 2022, the IMF’s Executive Board reviewed the adequacy of the Fund’s precautionary balances. The review took place on the standard two-year cycle, after an interim review in December 2021. Precautionary balances comprise the Fund’s general and special reserves. They are a key element of the IMF’s multi-layered framework for managing financial risks. Precautionary balances provide a buffer to protect the Fund against potential losses, resulting from credit, income, and other financial risks. In conducting the review, the Executive Board applied the rules-based framework agreed in 2010. Precautionary balances have risen further since the 2021 interim review and coverage metrics have strengthened. At the same, credit and other financial risks have also increased. The pace of reserve accumulation is expected to remain adequate. Against this background, Executive Directors endorsed staff’s proposal to retain the current medium-term target of SDR 25 billion and the minimum floor of SDR 15 billion. The Board also discussed the role of surcharges, which are primarily a component of the Fund’s risk management framework but also contribute to reserves accumulation.
International Monetary Fund
The COVID-19 pandemic has caused a uniquely severe synchronized shock across the global economy, in turn leading numerous member countries to request substantial financial assistance from the Fund. The Executive Board responded to members’ needs by increasing the access limits under the Fund’s emergency financing instruments by 50 percent of quota for a period of 6 months (until October 5, 2020), subject to a possible extension by the Executive Board.
International Monetary Fund
The COVID-19 pandemic has inflicted an unprecedented shock on the global economy and created an enormous demand for Fund resources. To accelerate processing and approval of members’ requests in such circumstances, the paper proposes measures to expedite Board consideration and approval of requests for purchases and/or disbursements under the Rapid Financing Instrument and/or the Rapid Credit Facility, respectively, completion of reviews and requests for changes in access in existing arrangements, and requests for assistance under the Catastrophe Containment and Relief Trust (CCRT), by shortening the circulation period for Board documents. The paper also proposes extending the use of the shortened circulation period to selected Article IV consultations necessary for use of Fund resources during a global pandemic. Management will also streamline internal procedures to accelerate program processing and reduce the burden on the Fund’s administrative capacity, and will seek the support of creditors to expedite the processing of financial transactions under COVID-19 emergency financing.
International Monetary Fund
In the context of a relatively benign international environment with limited balance of payments needs, recourse to Fund resources has declined across several dimensions: fewer GRA arrangements; lower outstanding Fund resources; and a smaller average access under new PRGF arrangements.
International Monetary Fund. External Relations Dept.
For the latest thinking about the international financial system, monetary policy, economic development, poverty reduction, and other critical issues, subscribe to Finance & Development (F&D). This lively quarterly magazine brings you in-depth analyses of these and other subjects by the IMF’s own staff as well as by prominent international experts. Articles are written for lay readers who want to enrich their understanding of the workings of the global economy and the policies and activities of the IMF.
International Monetary Fund. External Relations Dept.
Para estar al corriente del pensamiento actual sobre el sistema financiero internacional, la política monetaria, el desarrollo económico, la reducción de la pobreza y otros temas cruciales, suscríbase a Finanzas y Desarrollo. Esta amena revista trimestral ofrece análisis profundos del personal técnico del FMI y destacados expertos internacionales sobre estas y otras cuestiones. Los artículos están dirigidos a un público no especializado que desea comprender mejor el funcionamiento de la economía mundial y las políticas y actividades del FMI.
International Monetary Fund. External Relations Dept.
Pour les dernières idées sur le système financier international, la politique monétaire, le développement économique, la lutte contre la pauvreté et d’autres questions importantes, abonnez-vous à Finances & Développement (F&D). Ce trimestriel attrayant présente des analyses approfondies sur ces thèmes et d'autres sujets, rédigées par les membres des services du FMI ainsi que par des experts de renommée internationale. Les articles sont écrits pour les non-spécialistes qui souhaitent enrichir leur compréhension des rouages de l'économie mondiale et des politiques et activités du FMI.
International Monetary Fund. External Relations Dept.
This paper explores why increased aid flows require economic policymakers to confront some specific issues. Ensuring that increased aid promotes growth and reduces poverty is certainly the most important task. Empirical studies offer only mild support for aid-boosting growth. However, one study suggests that once one excludes the aid flows aimed at political and humanitarian goals, a positive net effect is observed for the remaining aid focused on economic objectives. This paper also outlines the roles to be played by development partners for making the aid being properly utilized for boosting growth.