European Central Bank

The unequal impact of the 2021-22 inflation surge on euro area households

The 2021-22 surprise inflation surge had a major impact on households in the euro area. It reduced the real incomes and net wealth of most households as there was no immediate increase in nominal wages and pensions, nominal house prices and the nominal value of bonds, deposits, cash and debt following the rise in the price level. This influenced households’ present and future consumption and therefore their welfare.

Quantifying financial stability risks for monetary policy

When inflationary pressures started intensifying in 2022, the world’s major central banks faced a dilemma. They could rapidly tighten monetary policy at the risk of fuelling financial distress after years of ultra-low interest rates and balance sheet expansion. Or they could take a more gradual approach to fighting inflation that would protect the financial system, but risk high inflation becoming entrenched. While severe financial instability may be an unlikely event (or “tail risk”), it can have devastating macroeconomic consequences.

Quantifying financial stability risks for monetary policy

When inflationary pressures started intensifying in 2022, the world’s major central banks faced a dilemma. They could rapidly tighten monetary policy at the risk of fuelling financial distress after years of ultra-low interest rates and balance sheet expansion. Or they could take a more gradual approach to fighting inflation that would protect the financial system, but risk high inflation becoming entrenched. While severe financial instability may be an unlikely event (or “tail risk”), it can have devastating macroeconomic consequences.

Hawkish or dovish central bankers: do different flocks matter for fiscal shocks?

This column presents evidence on the role that US monetary policy plays in how fiscal spending affects the economy. A dovish Federal Open Market Committee (FOMC) delays policy rate increases, while a hawkish FOMC tightens monetary policy more promptly, following increased fiscal spending. We show that the dovish response supports fiscal expansions. In contrast, the hawkish response results in a GDP decline but effectively controls inflation expectations.

Hawkish or dovish central bankers: do different flocks matter for fiscal shocks?

This column presents evidence on the role that US monetary policy plays in how fiscal spending affects the economy. A dovish Federal Open Market Committee (FOMC) delays policy rate increases, while a hawkish FOMC tightens monetary policy more promptly, following increased fiscal spending. We show that the dovish response supports fiscal expansions. In contrast, the hawkish response results in a GDP decline but effectively controls inflation expectations.

Reports of AI ending human labour may be greatly exaggerated

Recent advances in artificial intelligence have been met with anxiety about the future of jobs. This article examines the link between AI-enabled technologies and employment shares across 16 European countries, finding that occupations potentially more exposed to AI-enabled technologies increased their employment share during the period 2010-19. This has been particularly the case for occupations with a relatively higher proportion of younger and skilled workers.

Reports of AI ending human labour may be greatly exaggerated

Recent advances in artificial intelligence have been met with anxiety about the future of jobs. This article examines the link between AI-enabled technologies and employment shares across 16 European countries, finding that occupations potentially more exposed to AI-enabled technologies increased their employment share during the period 2010-19. This has been particularly the case for occupations with a relatively higher proportion of younger and skilled workers.

Forecasting euro area inflation with machine-learning models

Inflation forecasts and their risks are key for monetary policy decisions. The strategy review concluded in 2021 highlighted how most Eurosystem models used to forecast inflation are linear. Linear models assume that changes in, for example, wages, always have the same fixed, proportional effect on inflation. A new machine learning model, recently developed at the ECB, captures very general forms of non-linearity, such as a changing sensitivity of inflation dynamics to prevailing economic circumstances.

Forecasting euro area inflation with machine-learning models

Inflation forecasts and their risks are key for monetary policy decisions. The strategy review concluded in 2021 highlighted how most Eurosystem models used to forecast inflation are linear. Linear models assume that changes in, for example, wages, always have the same fixed, proportional effect on inflation. A new machine learning model, recently developed at the ECB, captures very general forms of non-linearity, such as a changing sensitivity of inflation dynamics to prevailing economic circumstances.

The outlook is mixed: the asymmetric effects of weather shocks on inflation

Climate change has implications for price stability and the work of central banks. It may increase the volatility and heterogeneity of inflation, and hotter summers may lead to more frequent and persistent upward pressures on food and services inflation. Our empirical study provides evidence for the four largest euro area economies and outlines the relationship between temperature and inflation.

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