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Social Science > Demography

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Cover IMF Staff Country Reports
Liberia: Poverty Reduction and Growth Strategy
International Monetary Fund. African Dept.
The Pro-Poor Agenda for Prosperity and Development 2018 to 2023 (PAPD) is the second in the series of 5-year National Development Plans (NDP) anticipated under the Liberia Vision 2030 framework. It follows the Agenda for Transformation 2012-2017 (AfT). It is informed as well by lessons learned from the implementation of the Interim Poverty Reduction Strategy 2007 (iPRS) and the Poverty Reduction Strategy (2008-2011). The fundamentals underpinning the PAPD are: i) Liberia is rich in human and natural resources; but ii) is deprived of development largely because its human capital lacks the knowledge to transform the natural resources into wealth—whether through farming, mining, fishing, or other productive ventures that require technology or financial investments. Consequently, Liberia is relatively rich in natural capital but relatively poor in relations to its peers in both human and produced capital. Moreover, because of a legacy of entrenched inequality in access to development opportunities, widespread infrastructure deficits and pervasive poverty have become the binding constraints to future growth and prosperity.
Keywords:
ISCR; CR; private sector; absolute poverty; gross domestic product; economic growth; real GDP
Cover IMF Working Papers
The Economic Consequences of Conflict in Sub-Saharan Africa
Xiangming Fang
,
Siddharth Kothari
,
Mr. Cameron McLoughlin
, and
Mustafa Yenice
Sub-Saharan Africa has been marred by conflicts during the past several decades. While the intensity of conflicts in recent years is lower than that observed in the 1990s, the region remains prone to conflicts, with around 30 percent of the countries affected in 2019. In addition to immeasurable human suffering, conflicts impose large economic costs. On average, annual growth in countries in intense conflicts is about 2.5 percentage points lower, and the cumulative impact on per capita GDP increases over time. Furthermore, conflicts pose significant strains on countries’ public finances, lowering revenue, raising military spending, and shifting resources away from development and social spending.
Keywords:
conflict; growth; fiscal policy; military spending; sub-Saharan Africa; sub-Saharan Africa country; partner country growth; per-capita GDP; Sahel region; growth rate; public finances; No. of country; conflict country; civil war; time effect; country classification; Defense spending; Capital spending; Total expenditures; Africa; Middle East; East Africa; North Africa
Cover IMF Working Papers
Overfitting in Judgment-based Economic Forecasts: The Case of IMF Growth Projections
Klaus-Peter Hellwig
I regress real GDP growth rates on the IMF’s growth forecasts and find that IMF forecasts behave similarly to those generated by overfitted models, placing too much weight on observable predictors and underestimating the forces of mean reversion. I identify several such variables that explain forecasts well but are not predictors of actual growth. I show that, at long horizons, IMF forecasts are little better than a forecasting rule that uses no information other than the historical global sample average growth rate (i.e., a constant). Given the large noise component in forecasts, particularly at longer horizons, the paper calls into question the usefulness of judgment-based medium and long-run forecasts for policy analysis, including for debt sustainability assessments, and points to statistical methods to improve forecast accuracy by taking into account the risk of overfitting.
Keywords:
WP; growth projection; WEO forecast; LASSO coefficient; bootstrapped sample; shrinkage coefficient; Forecasting; GDP growth; machine learning; Personal income; Real exchange rates; Emerging and frontier financial markets; Population growth; Global; inflation dynamics; IMF growth projection; Euro area inflation dynamics; copyright page; area inflation dynamics; Income