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Europe > Ukraine

You are looking at 1 - 3 of 3 items for :

  • Type: Journal Issue x
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Cover IMF Working Papers
Predicting the Law: Artificial Intelligence Findings from the IMF’s Central Bank Legislation Database
Khaled AlAjmi
,
Jose Deodoro
,
Mr. Ashraf Khan
, and
Kei Moriya
Using the 2010, 2015, and 2020/2021 datasets of the IMF’s Central Bank Legislation Database (CBLD), we explore artificial intelligence (AI) and machine learning (ML) approaches to analyzing patterns in central bank legislation. Our findings highlight that: (i) a simple Naïve Bayes algorithm can link CBLD search categories with a significant and increasing level of accuracy to specific articles and phrases in articles in laws (i.e., predict search classification); (ii) specific patterns or themes emerge across central bank legislation (most notably, on central bank governance, central bank policy and operations, and central bank stakeholders and transparency); and (iii) other AI/ML approaches yield interesting results, meriting further research.
Keywords:
central bank legislation; central banking; artificial intelligence; machine learning; Bayesian algorithm; Boolean algorithm; central bank governance; law and economics; ML approach; IMF central bank transparency code; IMF Central Bank Legislation Database; capital markets Department; approaches to analyzing pattern; CBLD data flow; Central bank autonomy; Central bank transparency; Global
Cover IMF Working Papers
Here Comes the Change: The Role of Global and Domestic Factors in Post-Pandemic Inflation in Europe
Mahir Binici
,
Samuele Centorrino
,
Mr. Serhan Cevik
, and
Gyowon Gwon
Global inflation has surged to 7.5 percent in August 2022, from an average of 2.1 percent in the decade preceding the COVID-19 pandemic, threatening to become an entrenched phenomenon. This paper disentangles the confluence of contributing factors to the post-pandemic rise in consumer price inflation, using monthly data and a battery of econometric methodologies covering a panel of 30 European countries over the period 2002-2022. We find that while global factors continue to shape inflation dynamics throughout Europe, country-specific factors, including monetary and fiscal policy responses to the crisis, have also gained greater prominence in determining consumer price inflation during the pandemic period. Coupled with increasing persistence in inflation, these structural shifts call for significant and an extended period of monetary tightening and fiscal realignment.
Keywords:
Inflation; output gap; globalization; Phillips curve; dynamic factor model; fixed effect estimator; local projection method; inflation dynamics; consumer price inflation; fiscal policy response; inflation expectation; inflation process; commodity price; core CPI; Commodity prices; COVID-19; Energy prices; Global; Europe
Cover IMF Working Papers
Inflation-at-Risk in in the Middle East, North Africa, and Central Asia
Mr. Maximilien Queyranne
,
Romain Lafarguette
, and
Kubi Johnson
This paper investigates inflation risks for 12 Middle East and Central Asia countries, with an equal share of commodities exporters and importers. The empirical strategy leverages the recent developments in the estimation of macroeconomic risks and uses a semi-parametric approach that balances well flexibility and robustness for density projections. The paper uncovers interesting features of inflation dynamics in the region, including the role of backward versus forward-looking drivers, non-linearities, and heterogeneous and delayed exchange rate pass-through. The results have important implications for the conduct of monetary policy and central bank communication in the Middle East and Central Asia and emerging markets in general.
Keywords:
Emerging markets; inflation; inflation expectations; Phillips Curve; monetary policy; central bank communication; Middle East; North Africa; Central Asia; inflation expectation; inflation risk; self-reinforcing inflation dynamics; baseline inflation forecast; fan chart; Commodity prices; Output gap; Exchange rates; Consumer price indexes; Middle East and Central Asia