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Middle East and Central Asia > Qatar

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Cover Selected Issues Papers
Financial Conditions and Their Growth Implications for Qatar
Dorothy Nampewo
This paper develops a Financial Conditions Index (FCI) for Qatar and uses the Growth-at-Risk (GaR) framework to examine the impact of financial conditions on Qatar’s non-hydrocarbon growth. The analysis shows that the FCI is an important leading indicator of Qatar’s non-hydrocarbon growth, highlighting its predictive potential for future economic performance. The GaR framework suggests that overall, the current downside risks to Qatar’s baseline non-hydrocarbon growth projections are relatively mild.
Keywords:
Financial conditions; non-hydrocarbon growth; Qatar; GaR framework; growth projection; Qatar's baseline; copyright page; financial conditions indicator; Financial conditions index; Oil prices; Central bank policy rate; Deposit rates; Post-clearance customs audit; Global
Cover Selected Issues Papers
Estimating Fiscal Multiplier for Qatar: Qatar
Ken Miyajima
Econometric results suggest that Qatar’s strong capital spending multiplier became less impactful as the stock of capital rose to a high level, likely as the marginal impact declined. This supports Qatar’s strategy to shifts the State’s role to an enabler of private sector-led growth, focusing on expenditure to support build human capital and implementation of broader reform guided by the Third National Development Strategy.
Keywords:
Capital spending; fiscal multiplier; GCC; Qatar; strategy to shift; Qatar's strategy; copyright page; Qatar country dummy; allocation decision; Fiscal multipliers; Current spending; Stocks; Global
Cover IMF Staff Country Reports
Qatar: 2024 Article IV Consultation-Press Release; Staff Report; and Statement by the Executive Director for Qatar
International Monetary Fund. Middle East and Central Asia Dept.
Growth normalization after the 2022 FIFA World Cup continued with signs of activities strengthening more recently. Fiscal and external surpluses softened mainly due to lower hydrocarbon prices. Banks are healthy but pockets of vulnerabilities remain. Reform momentum has strengthened, guided by the Third National Development Strategy (NDS3).
Keywords:
Qatar national; holdings of SDR; Qatari economy well; headline inflation; hydrocarbon price; Anti-money laundering and combating the financing of terrorism (AML/CFT); Public sector; Capital spending; Global
Cover IMF Staff Country Reports
Qatar: Selected Issues
International Monetary Fund. Middle East and Central Asia Dept.
2024 Selected Issues
Keywords:
AI readiness; AI adoption; B. Qatar's progress; artificial intelligence in Qatar; innovation policy; Export diversification; Capital spending; Exports; Human capital; Global; Middle East; Eastern Europe; Europe
Cover Policy Papers
Gulf Cooperation Council: Pursuing Visions Amid Geopolitical Turbulence: Economic Prospects and Policy Challenges for the GCC Countries
International Monetary Fund. Middle East and Central Asia Dept.
The Gulf Cooperation Council countries have successfully weathered recent turbulence in the Middle East, and their economic prospects remain favorable. Nonhydrocarbon activity has been strong amid reform implementation, although overall growth has decelerated due to cuts in oil production. The growth outlook is positive, as the envisaged easing of oil production cuts and natural gas expansion spur the recovery in the hydrocarbon sector, while the nonhydrocarbon economy continues to expand. External buffers remain comfortable despite current account balances having narrowed. Risks around the outlook are broadly balanced in the near term. More challenging medium-term risks, especially in the context of geoeconomic fragmentation and climate change, call for action on policy priorities to continue to strengthen the private sector and to diversify the economy.
Keywords:
economic diversification; financial stability; fiscal sustainability; GCC; productivity improvements; regional integration; GCC country; policy priority; B. GCC; GCC well; GCC public sector balance sheet; Labor markets; Fiscal rules; Total factor productivity; Global; Middle East; Middle East and Central Asia
Cover IMF Working Papers
Reinforcement Learning from Experience Feedback: Application to Economic Policy
Tohid Atashbar
Learning from the past is critical for shaping the future, especially when it comes to economic policymaking. Building upon the current methods in the application of Reinforcement Learning (RL) to the large language models (LLMs), this paper introduces Reinforcement Learning from Experience Feedback (RLXF), a procedure that tunes LLMs based on lessons from past experiences. RLXF integrates historical experiences into LLM training in two key ways - by training reward models on historical data, and by using that knowledge to fine-tune the LLMs. As a case study, we applied RLXF to tune an LLM using the IMF's MONA database to generate historically-grounded policy suggestions. The results demonstrate RLXF's potential to equip generative AI with a nuanced perspective informed by previous experiences. Overall, it seems RLXF could enable more informed applications of LLMs for economic policy, but this approach is not without the potential risks and limitations of relying heavily on historical data, as it may perpetuate biases and outdated assumptions.
Keywords:
LLMs; GAI; RLHF; RLAIF; RLXF; experience feedback; RL model; applying RLXF; Reinforcement Learning from AI feedback; Reinforcement Learning method; Artificial intelligence; Economic classification
Cover Technical Notes and Manuals
Налоговое администрирование: основные возможности аналитики для управления комплаенс-рисками
Joshua Aslett
,
Gustavo González
,
Stuart Hamilton
, and
Miguel Pecho
В этой технической справке представлена аналитика для управления комплаенс-рисками в рамках налогового администрирования. Вместе с сопровождающим ее набором инструментов эта справка предназначена для использования в качестве стартового набора для содействия развитию потенциала в области комплаенс-планирования , оценки рисков и работы групп по сбору аналитических данных. В этой справке, разработанной в первую очередь для начинающих аналитиков, которые только приступают к работе в области налогового администрирования, представлены как теоретические, так и практические аспекты аналитики. Его инструментарий состоит из первоначального набора аналитических форм, призванных помочь реализовать представленную здесь теорию на практике в таких областях, как: 1) комплаенс-планирование; 2) составление профиля налогоплательщика; и 3) отбор кандидатов для проведения проверок.
Keywords:
налоговое администрирование; управление комплаенс-рисками; комплаенс-стратегия; анализ рисков; аналитические данные; данные; аналитика; цифровизация; информационные технологии
Cover Policy Papers
The Managing Director's Global Policy Agenda, Spring Meetings 2024: Rebuild, Revive, Renew
International Monetary Fund
The global economy has shown remarkable resilience, and appears headed for a soft landing. But buffers have been eroded, growth prospects are lackluster, and vulnerable countries are at risk of falling further behind. While inflation has fallen, it remains above target in many countries. Against this background, the key policy priorities are to: (i) rebuild buffers; (ii) revive medium-term growth; and (iii) renew the IMF’s commitment to ensure that our policies, lending toolkit, and governance are fit for purpose. Central banks need to finish the job on inflation, carefully managing its descent to target. With a soft landing in sight, policymakers’ focus needs to shift to fiscal consolidation to safeguard public finances. Reviving growth prospects will require accelerating structural reforms and joint efforts by countries to tackle transformational challenges. Firmly grounded in its mandate, working with its members, and in partnership with other international organizations, the IMF will continue to serve its members with policy advice, financial lifelines, and capacity development to help safeguard their economic and financial stability, a foundation for inclusive and sustainable growth.
Keywords:
Policy agenda; IMF surveillance; IMF-WTO dialogue; global Policy agenda; quota resource; lending capacity; Fiscal consolidation; Inclusive growth; Financial sector stability; Financial sector risk; Artificial intelligence; Global
Cover Policy Papers
Review of the Fund’s Capacity Development Strategy—Towards a More Flexible, Integrated, and Tailored Model
International Monetary Fund. Institute for Capacity Development
Capacity Development (CD), comprising technical assistance and training, fosters economic development by improving human capital and institutions in member countries. Every five years, the IMF reviews its CD Strategy to ensure that CD continues to be of high quality and well-focused on the needs of its members. This review calls for CD to become more flexible, integrated with the Fund’s policy advice and lending, and tailored to respond to member needs. The review benefitted from the recent independent evaluation of the Fund’s CD and a wide range of inputs, including internal and external consultations, surveys of recipients and development partners, staff background studies and recommendations of an External Advisory Group. The vision for CD is informed by the Fund’s comparative advantages and surveillance priorities. The proposals of the current review center around the six key areas: (1) strengthening CD prioritization and integration; (2) enhancing the funding model; (3) strengthening monitoring and evaluation; (4) modernizing modalities; (5) enhancing field presence; and (5) strengthening human resources policies for staff working on CD.
Keywords:
Capacity Development; Technical Assistance; Training; Institution; Priorities; Evaluation; Impact; Field Presence; Regional Capacity Development Center; Background Papers; CD personnel structure; CD priority; CD financing initiative; CD Strategy Review; CD governance; CD integration; CD relative; CD partner; strategy review; CD model; CD efficiency; CD stabilization mechanism; Comparative advantage; Artificial intelligence; Revenue mobilization; Climate change; Global
Cover Technical Notes and Manuals
Tax Administration: Essential Analytics for Compliance Risk Management
Joshua Aslett
,
Gustavo González
,
Stuart Hamilton
, and
Miguel Pecho
This technical note introduces analytics for compliance risk management in tax administration. Together with its accompanying toolkit, the note is intended as a starter kit to support capacity development in compliance planning, risk, and intelligence groups. Developed primarily for emerging analysts new to tax administration, the note presents both theory and practical aspects of analytics. Its toolkit is comprised of an initial collection of analytics templates designed to assist in turning the theory presented into practice in the areas of: (1) compliance planning; (2) taxpayer profiling; and (3) audit case selection.
Keywords:
tax administration; compliance risk management; compliance strategy; risk analysis; intelligence; data; analytics; digitalization; information technology; analytics support compliance risk management; support CRM analytics capability; CRM theory; IMF Library; data quality; Tax administration core functions; Machine learning; Value-added tax