Business and Economics > Production and Operations Management

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Maria Atamanchuk
,
Alejandro Hajdenberg
,
Dalia Kadissi
,
Giulio Lisi
, and
Nasir H Rao
In parallel with global developments, inflation in the Central Asia and Caucasus (CCA) has exhibited large swings in recent years. This paper investigates inflation dynamics in the CCA and its main drivers and derives conclusions that can inform policymaking. The analysis is based on three empirical approaches. Inflation drivers and its dynamics are investigated through the estimation of a Phillips curve augmented with foreign factors and a panel vector autoregression. The paper also assesses the role of monetary policy in steering inflation outcomes by estimating a local projection model. The paper finds that external factors play a major role in determining CCA inflation dynamics, although domestic factors (e.g., demand conditions, expectations) also contribute. Monetary policy is found to have a statistically significant effect on inflation, including by moderating the impact of external drivers. The findings point to the need to continue strengthening policy frameworks to steer expectations and improve the effectiveness of monetary policy, while establishing adequate social safety nets to cushion the impact from global shocks.
Iaroslav Miller
,
Daniel Baksa
,
Philippe D Karam
, and
Tugrul Vehbi
This paper develops G3MOD, a semi-structural gap-trend model designed for frequent external sector forecasts crucial in macroeconomic forecasting. Focused on the G3 economies (US, Euro Area, and China) and the rest of the world, G3MOD leverages insights from central banks’ policy models, to consistently translate external forecasts such as the IMF’s World Economic Outlook into a Quarterly Projection Model format. The model offers flexible simulations and policy assessments and is structured around trade and financial linkages. G3MOD supports model-based forecasts and risk evaluations, helping central banks integrate external forecasts and scenarios into their own forecasts, thus generating timely macroeconomic projections. Its calibration ensures alignment with historical data, economic coherence, and robust predictive capability, and it has been validated against major global projection models. The complete set of codes, calibrated parameter values, and supporting programs are posted with this working paper.
Philip Abradu-Otoo
,
Joseph K. Acquah
,
James Attuquaye
,
Simon Harvey
,
Francis Loloh
,
Shalva Mkhatrishvili
,
Valeriu Nalban
,
Daniel Ngoh
,
Victor Osei
, and
Michael Quansah
The paper documents the latest extensions of the Bank of Ghana’s Quarterly Projection Model (QPM), used regularly to produce policy analysis and forecasts in support of the Bank’s policy processes. The decomposition of GDP allows to separate the agriculture and oil sectors, driven by exogenous and international developments, from non-agriculture non-oil activities, which are more relevant from the central bank’s perspective of assessing the business cycle position. Inter-sectoral price spillovers and their role in the formation of inflation expectations are explicitly accounted, with important policy implications. Specific model applications – including impulse response functions and simulations of shocks that affect agricultural production, e.g., those caused by climate disruptions; and counterfactual simulations to evaluate recent policy choices – highlight the usefulness of the extended QPM in providing a more detailed account of the economic developments, enhance forecast coverage, and broaden its underlying narrative, thus strengthening the BOG’s forward-looking policy framework.
International Monetary Fund. Institute for Capacity Development
and
International Monetary Fund. African Dept.
This technical assistance (TA) report presents the outcomes of the multi-year Bank of Ghana (BOG) Forecasting and Policy Analysis System (FPAS) TA project, conducted between late-2019 and mid-2024 over a total of seven missions, three in-person and four virtual. The project has focused on upgrading and building new institutional capacity for model-based policy analysis and macroeconomic forecasting, along its integration into monetary policy processes and external communications. BOG staff has made remarkable progress and built a strong skillset in providing analytical support to the policymakers. Model-based work plays an important role in the BOG internal deliberations and represents the key input in forward-looking monetary policy formulation, including in regular external communications. Remaining recommendations relate to ensuring FPAS work sustainability and further streamline external communications.
Victor Musa
,
Bertrand Gilles Umba
,
Lewis Mambo
,
Jonas Kibala
,
Christian Kandolo
,
Josephine Mushiya
,
Yannick Luvezo
,
Jules Nsunda
,
Grégoire Lumbala
,
Yves Siasi
,
Serge Mfumukanda
,
Lubaki Ange
,
Kabata Olivier
,
Luc Shindano
,
Dyna Heng
,
Diego Rodriguez Guzman
, and
Barna Szabo
The paper introduces a semi-structural Quarterly Projection Model (QPM) tailored for the Democratic Republic of the Congo (DRC), highlighting its resource richness and high degree of dollarization. We provide an overview of the model's specifications to elucidate key features of the DRC economy and present its properties, evaluating its alignment with DRC data and assessing its goodness of fit. Additionally, the paper demonstrates the QPM's practical application through a counterfactual scenario, comparing policy recommendations with the actual policy responses of the Central Bank of the Republic of Congo to observed exchange rate and inflation pressures in 2023. Beyond the QPM, the paper showcases supplementary tools that enhance its utility for generating medium-term forecasts and developiong narratives in support of monetary policymaking. Specifically, we introduce the Nowcasting and Near-Term Forecast models, designed to assess the economy in real-time and predict short-term inflationary trends.
Muayad Ismail
and
Haytem Troug
Oman’s potential nonhydrocarbon real GDP growth has trended downward since the global financial crisis, with a negative contribution from total factor productivity. This paper estimates productivity gains associated with structural reforms and identifies key binding constraints and reform priorities to boost productivity in Oman. Our results show that reforms to reduce the state’s footprint and strengthen institutions, as well as product market reforms, should be prioritized and packaged together to magnify productivity gains from labor market and financial sector reforms. These findings could inform the planning and implementation of the ongoing structural reform agenda envisaged under Oman Vision 2040.
International Monetary Fund. European Dept.
The 2024 Article IV Consultation discusses that Luxembourg’ economy contracted in 2023 despite buoyant consumption, mainly due to weak external demand and residential investment. Inflation is subsiding but underlying measures remain high. Credit growth turned negative as demand dropped and real estate prices declined. The newly elected government has approved a mix of temporary and permanent measures to support purchasing power and housing demand. Gradually easing financial conditions, continuing disinflation and expansionary fiscal policy is expected to help the economy rebound and the financial cycle bottom out. Inflation should decline in 2024, before temporarily increasing in 2025 once administrative price measures expire. The recovery is fragile amid heightened geopolitical tensions. Risks are tilted to the downside, stemming mainly from external demand/supply shocks and a disorderly correction of asset prices, including domestic real estate valuations. Sustained economic growth hinges on raising productivity, which has been stagnant since the Global Financial Crisis. Increasing investment in intangible assets, aligning workers’ skills with the current demands of the economy, reducing administrative burden, and making the wage indexation system more flexible will be key to harnessing productivity gains and bolstering competitiveness.
International Monetary Fund. Western Hemisphere Dept.
The Selected Issues paper focuses on productivity and growth in Peru. Firms have maintained smaller sizes to avoid the application of a profit-sharing legislation, which has resulted in lower productivity. After a decade of high economic growth averaging over 6 percent per year, potential growth has been falling since 2014. A much slower pace of investment and human has driven the decline capital accumulation, but most notably, a decline in total factor productivity growth. In line with the macroeconomic trends, firm-level productivity has worsened, and the decline has been broad-based across the economy. Special corporate tax regimes and labor legislations and regulations have created barriers to productivity growth. To raise productivity, policies will need to focus on reforming regulations that impose excessive costs to formalizing or growing a business. Down the line, introducing greater labor market flexibility would ensure that workers could transition to productive sectors of the economy and reduce labor informality.
International Monetary Fund. Strategy, Policy, & Review Department
The global economy has been resilient and appears headed for a soft landing. Inflation continues to recede and risks have become more balanced globally. Nonetheless, medium-term growth prospects remain at the lowest level in decades and a smooth completion of the disinflation process should not be taken for granted. While the outlook for low-income developing countries (LIDCs) is improving, risks are tilted to the downside. The pace of convergence toward higher living standards has slowed, making it increasingly challenging to achieve the Sustainable Development Goals (SDGs). In the last mile of disinflation, central banks should ensure that inflation moves durably to target: they should neither ease policies prematurely nor delay too long and risk causing target undershoot. Fiscal policies need to rebuild budgetary room and ensure debt sustainability. Fostering faster productivity growth and facilitating the green transition are keys to improving long-term growth prospects. Multilateral cooperation is key to enhancing the resilience of the global economy in a more shock-prone world.
International Monetary Fund. European Dept.
This Selected Issues paper focuses on boosting productivity in Slovenia. Slovenia’s ageing population sets a constraint on the contribution of labor to gross domestic product in the end.Only achieve sustained increases in income and living standards can, therefore, through investment in physical and human capital and, more importantly, through enhancing productivity, historically the key growth driver. This paper summarizes historical trends in growth and productivity in Slovenia, examines the country’s strengths and weaknesses in terms of key factors affecting productivity identified in the literature. Since the scope for future labor contributions to growth in Slovenia is limited for demographic reasons—apart from further improvements to labor quality—the focus of economic growth policies should be on reinvigorating private investment, which has been low over the past decade, and pursuing labor and product market reforms that boost total factor productivity growth.