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Middle East and Central Asia > Qatar

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Cover Staff Discussion Notes
Broadening the Gains from Generative AI: The Role of Fiscal Policies
Fernanda Brollo
,
Era Dabla-Norris
,
Ruud de Mooij
,
Daniel Garcia-Macia
,
Tibor Hanappi
,
Li Liu
, and
Anh D. M. Nguyen
Generative artificial intelligence (gen AI) holds immense potential to boost productivity growth and advance public service delivery, but it also raises profound concerns about massive labor disruptions and rising inequality. This note discusses how fiscal policies can be employed to steer the technology and its deployment in ways that serve humanity best while cushioning the negative labor market and distributional effects to broaden the gains. Given the vast uncertainty about the nature, impact, and speed of developments in gen AI, governments should take an agile approach that prepares them for both business as usual and highly disruptive scenarios.
Keywords:
Artificial intelligence; AI; technological change; labor market; fiscal policy; social protection systems; tax systems; IMF Staff Discussion Note SDN2024/002; gen AI; advance public service delivery; role of fiscal policies; replacement ratio; job displacement; income support; tax treatment; market power; Labor markets; Corporate income tax; Automation; Capital income; Global
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 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
Cover IMF Working Papers
Structural Breaks in Carbon Emissions: A Machine Learning Analysis
Jiaxiong Yao
and
Mr. Yunhui Zhao
To reach the global net-zero goal, the level of carbon emissions has to fall substantially at speed rarely seen in history, highlighting the need to identify structural breaks in carbon emission patterns and understand forces that could bring about such breaks. In this paper, we identify and analyze structural breaks using machine learning methodologies. We find that downward trend shifts in carbon emissions since 1965 are rare, and most trend shifts are associated with non-climate structural factors (such as a change in the economic structure) rather than with climate policies. While we do not explicitly analyze the optimal mix between climate and non-climate policies, our findings highlight the importance of the nonclimate policies in reducing carbon emissions. On the methodology front, our paper contributes to the climate toolbox by identifying country-specific structural breaks in emissions for top 20 emitters based on a user-friendly machine-learning tool and interpreting the results using a decomposition of carbon emission ( Kaya Identity).
Keywords:
Climate Policies; Carbon Emissions; Machine Learning; Structural Break; Kaya Identity; machine learning methodology; machine learning analysis; user-friendly machine-learning tool; emission level; energy intensity; Greenhouse gas emissions; Climate policy; Climate change; Carbon tax; Machine learning; Global
Cover IMF Working Papers
Accounting for Cloud Computing in the National Accounts
Mr. Andrew Baer
,
Mr. Kwangwon Lee
, and
James Tebrake
Digitalization and the innovative use of digital technologies is changing the way we work, learn, communicate, buy and sell products. One emerging digital technology of growing importance is cloud computing. More and more businesses, governments and households are purchasing hardware and software services from a small number of large cloud computing providers. This change is having an impact on how macroeconomic data are compiled and how they are interpreted by users. Specifically, this is changing the information and communication technology (ICT) investment pattern from one where ICT investment was diversified across many industries to a more concentrated investment pattern. Additionally, this is having an impact on cross-border flows of commercial services since the cloud service provider does not need to be located in the same economic territory as the purchaser of cloud services. This paper will outline some of the methodological and compilation challenges facing statisticians and analysts, provide some tools that can be used to overcome these challenges and highlight some of the implications these changes are having on the way users of national accounts data look at investment and trade in commercial services.
Keywords:
WP; cloud computing service; cloud service; IT service; cloud computing firm; Cloud storage service; computer processing firm; computer services export; delivery model; sector use cloud computing service; software service; use cloud computing service; cloud computing; information and communication technology; national accounts; data center; f irst company; service delivery model; cloud data storage service; cloud services from the IT services firm; cloud computing provider; Imports; Service exports; Information technology in revenue administration; Employee contributions; Global
Cover IMF Research Bulletin
IMF Research Bulletin, Fall-Winter 2019
International Monetary Fund. Research Dept.
It has been two years since the trade tensions erupted and not only captured policymakers’ but also the research community’s attention. Research has quickly zoomed in on understanding trade war rhetoric, tariff implementation, and economic impacts. The first article in the December 2019 issue sheds light on the consequences of the recent trade barriers.
Keywords:
IRB; trade; debt measurement; exporter; policy session; firm; Mundell-Fleming Lecture; US-China trade tension; tariff factor; Exports; Tariffs; Infrastructure; Big data; Trade liberalization; Global; East Asia; North America; Sub-Saharan Africa; Europe; Africa; threshold ModelsHow; ship movement; TrajectoriesThe global financial crisis; Imports; Asia and Pacific
Cover IMF Staff Country Reports
Kenya: Selected Issues
International Monetary Fund. African Dept.
This Selected Issues paper analyzes Kenya’s success in boosting financial inclusion. Kenya has become a regional and global leader in mobilizing new technologies to advance financial inclusion, poverty reduction, and growth. The rapid progress of financial inclusion in Kenya has been a result of a friendly environment for the absorption of information technology, dynamic local banks, and open and stable regulations. Advances in financial inclusion over the past 10 years have allowed Kenyans to reap many of the benefits of financial access at a much faster pace than the typical cycle of financial deepening in low- and middle-income countries. Mobile financial services have lowered the transaction cost of remittances, allowing Kenyan households to smooth consumption in the face of shocks and significantly reducing poverty.
Keywords:
ISCR; CR; Kenya; interest rate; interest rate control; money; bank; NFCS credit; lending rate; Kenya's NFCS; foreign currency; transaction cost; remittance transaction; Interest rate policy; Double taxation; Financial inclusion; Credit; Bank credit; Africa; Global
Cover IMF Staff Country Reports
Qatar: Selected Issues
International Monetary Fund. Middle East and Central Asia Dept.
This Selected Issues paper discusses measures required to enhance nonhydrocarbon revenue to support fiscal consolidation in Qatar. Qatar depends heavily on the hydrocarbon sector for exports and revenue receipts. The authorities have embarked on fiscal consolidation, underpinned by cuts to current expenditures and enhanced efforts to raise additional revenue. Safeguarding Qatar’s wealth to ensure intergenerational equity and ensure adequate resources for the implementation of the second National Development Strategy would entail increased mobilization of nonhydrocarbon revenue in the near to medium term. Exploring other sources of tax revenue to diversify the government revenue structure and build a stable tax revenue base is also critical.
Keywords:
ISCR; CR; price; tax rate; bank; liquidity pressure; hydrocarbon revenue; GCC country; coverage ratio; oil-price shock; banking liquidity implication; envisaged tax revenue measure; liquidity management; corporate tax tax revenue; revenue side; GCC tax paper; GCC company; T-bills auction; corporate tax revenue from company; three-six-nine-month T-bills; Oil prices; Liquidity; Corporate income tax; Liquidity management; Global
Cover Staff Discussion Notes
Economic Diversification in the GCC: Past, Present, and Future
Mr. Tim Callen
,
Reda Cherif
,
Fuad Hasanov
,
Mr. Amgad Hegazy
, and
Padamja Khandelwal
Abstract: The economies of the six Gulf Cooperation Council (GCC) countries are heavily reliant on oil. Greater economic diversification would reduce their exposure to volatility and uncertainty in the global oil market, help create jobs in the private sector, increase productivity and sustainable growth, and help create the non-oil economy that will be needed in the future when oil revenues start to dwindle. The GCC countries have followed many of the standard policies that are usually thought to promote more diversified economies, including reforms to improve the business climate, the development of domestic infrastructure, financial deepening, and improvements in education. Nevertheless, success to date has been limited. This paper argues that increased diversification will require realigning incentives for firms and workers in the economies—fixing these incentives is the “missing link” in the GCC countries’ diversification strategies. At present, producing non-tradables is less risky and more profitable for firms as they can benefit from the easy availability of low-wage foreign labor and the rapid growth in government spending, while the continued availability of high-paying and secure public sector jobs discourages nationals from pursuing entrepreneurship and private sector employment. Measures to begin to address these incentive issues could include limiting and reorienting government spending, strengthening private sector competition, providing guarantees and financial support for those firms engaged in export activity, and implementing labor market reforms to make nationals more competitive for private sector employment.
Keywords:
SDN; export; firm; revenue; GCC country; private sector; Diversification; growth; exports; GCC; oil revenue; GCC economy; labor market; GCC immigration system; export quality; oil export; export product diversification; export sophistication; private sector employment; firm limit; GCC framework; Oil; gas and mining taxes; Export diversification; Service exports; Global
Cover Regional Economic Outlook, September 2006, Middle East and Central Asia
Regional Economic Outlook, September 2006, Middle East and Central Asia
International Monetary Fund. Middle East and Central Asia Dept.

Abstract

This paper presents the economic outlook for the Middle East and Central Asia for 2006–07. Economic performance in the Middle East and Central Asia region remains strong, despite security problems in some countries and recent asset price reversals. Growth in the region continues to outpace global growth and should average 6–7 percent in 2006 and 2007—similar to the rates of the past three years. Strong external inflows resulting from high oil and non-oil commodity prices, foreign investments, and remittances are fueling credit growth, and inflation continues to edge up.

Keywords:
REO; IMF staff estimate; gross domestic product; fiscal year; CIS country; current account; MCD country; low-income country; broad money; central government; Oil; Emerging and frontier financial markets; Oil prices; Inflation; gas and mining taxes; Middle East and Central Asia; Maghreb; Global