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Africa > Uganda

You are looking at 1 - 4 of 4 items for :

  • Type: Journal Issue x
  • Cross-cutting issues x
  • Technological Change: Choices and Consequences; Diffusion Processes x
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Cover IMF Working Papers
Impact of COVID-19: Nowcasting and Big Data to Track Economic Activity in Sub-Saharan Africa
Brandon Buell
,
Reda Cherif
,
Carissa Chen
,
Jiawen Tang
, and
Nils Wendt
The COVID-19 pandemic underscores the critical need for detailed, timely information on its evolving economic impacts, particularly for Sub-Saharan Africa (SSA) where data availability and lack of generalizable nowcasting methodologies limit efforts for coordinated policy responses. This paper presents a suite of high frequency and granular country-level indicator tools that can be used to nowcast GDP and track changes in economic activity for countries in SSA. We make two main contributions: (1) demonstration of the predictive power of alternative data variables such as Google search trends and mobile payments, and (2) implementation of two types of modelling methodologies, machine learning and parametric factor models, that have flexibility to incorporate mixed-frequency data variables. We present nowcast results for 2019Q4 and 2020Q1 GDP for Kenya, Nigeria, South Africa, Uganda, and Ghana, and argue that our factor model methodology can be generalized to nowcast and forecast GDP for other SSA countries with limited data availability and shorter timeframes.
Keywords:
model prediction; quantile plot; ML model; GDP YoY; data variable; YoY percent change; Factor models; Machine learning; Time series analysis; Spot exchange rates; Mobile banking; Africa; Sub-Saharan Africa
Cover Regional Economic Outlook, April 2020, Sub-Saharan Africa
Regional Economic Outlook, April 2020, Sub-Saharan Africa
COVID-19: An Unprecedented Threat to Development
International Monetary Fund. African Dept.

Abstract

Sub-Saharan Africa is facing an unprecedented health and economic crisis that threatens to throw the region off its stride, reversing the encouraging development progress of recent years. Furthermore, by exacting a heavy human toll, upending livelihoods, and damaging business and government balance sheets, the crisis threatens to retard the region’s growth prospects in the years to come. Previous crises tended to impact affect countries in the region differentially, but no country will be spared this time.

Keywords:
REO; IMF staff calculation; economic activity; Sub-Saharan Africa; price; forest cover increases rainwater infiltration; World Bank enterprise survey; submarine cable; climate change challenge; terms of trade; tech firm; climate change Policy Assessment; sub-Saharan Africa use email; financing adaptation; rainfall anomaly; Natural disasters; Climate change; Infrastructure; Digitalization; Africa; Global; Southern Africa; East Africa
Cover Regional Economic Outlook, April 2020, Sub-Saharan Africa
Regional Economic Outlook, April 2020, Sub-Saharan Africa
International Monetary Fund. African Dept.

Abstract

To come when report is received.

Keywords:
REO; IMF staff calculation; economic activity; Sub-Saharan Africa; price
Cover IMF Research Bulletin
IMF Research Perspectives: Spring-Summer 2019
The Spring-Summer 2019 issue of the IMF Research Perspectives explores how technology deals with old questions. Articles discuss the ways technological progress and the increased availability of data have helped in some areas, while presenting new challenges for analyzing various matters. The issue also includes an interview with Gita Gopinath, the new director of the IMF Research Department.
Keywords:
IRB; economy; heightened economic risk; investor; energy consumption; asset price; work agenda; investor sentiment; dream job; modeling work; Global; Sub-Saharan Africa; Africa; Consumption; Asset prices; Personal income; Robotics; Income; IMF research perspective; measuring sentiment; director of the research DepartmentTechnological change; future of work; impact of Africa