European Central Bank

The expert’s edge? Bank lending specialization and informational advantages for credit risk assessment

03/24/2025 European Central Bank Central banks

We examine whether loan portfolio sectoral specialization provides informational advantages to banks, enabling better credit risk assessment. Using euro area credit register data, we compare probabilities of default assigned by specialized and non-specialized banks to the same borrowing firm several quarters before the borrower defaults. We find that banks specialized in the borrower’s sector are better in predicting future defaults. This is mostly driven by specialized banks actively raising probabilities of default earlier, not by higher probabilities of default when loans are issued.

The expert’s edge? Bank lending specialization and informational advantages for credit risk assessment

03/24/2025 European Central Bank Central banks

We examine whether loan portfolio sectoral specialization provides informational advantages to banks, enabling better credit risk assessment. Using euro area credit register data, we compare probabilities of default assigned by specialized and non-specialized banks to the same borrowing firm several quarters before the borrower defaults. We find that banks specialized in the borrower’s sector are better in predicting future defaults. This is mostly driven by specialized banks actively raising probabilities of default earlier, not by higher probabilities of default when loans are issued.

Filling the gap: the geographical allocation of euro area portfolio investment liabilities and related income

03/24/2025 European Central Bank Central banks

This paper presents the estimation method used to break down the euro area portfolio investment liabilities in the international investment position (i.i.p.) and their corresponding income debits in the balance of payments (b.o.p.), by main geographical counterpart. Identifying non-resident investors in euro area portfolio investment liabilities (i.e. equity and debt securities issued by euro area residents) is a complex task, as securities are regularly traded in secondary markets and held via custodians and other financial intermediaries.

Using corporate earnings calls to forecast euro area labour demand

03/20/2025 European Central Bank Central banks

This box explores the use of corporate earnings calls as a novel, high-frequency source of data for nowcasting and forecasting labour demand in the euro area. Labour demand has started to show signs of cooling following its post-pandemic peak. By applying textual analysis to transcripts of earnings calls, we construct an indicator that correlates strongly with the euro area job vacancy rate. This metric enables us to produce timely forecasts ahead of official data releases. Utilising a mixed data sampling (MIDAS) regression approach, we use this indicator to forecast the job vacancy rate.

Insights from banks and firms on euro area credit conditions: a comparison based on ECB surveys

03/20/2025 European Central Bank Central banks

This box examines euro area credit conditions from the perspective of banks and firms. The analysis uses data from the bank lending survey and the survey on the access to finance of enterprises. By offering qualitative insights into credit supply and demand, these surveys complement hard data in analysing how monetary policy is transmitted to firms through banks. The respective survey findings confirm that the general economic outlook and firm-specific conditions are significant factors affecting credit standards and the availability of bank loans.

The increasing energy demand of artificial intelligence and its impact on commodity prices

03/20/2025 European Central Bank Central banks

The use of artificial intelligence (AI) models has grown rapidly in recent years. This box explores how these models could affect energy demand in the future. Over the period from 2022 to 2026, the AI-related rise in global electricity consumption is projected to equal around 4% of the EU’s total electricity consumption and is likely to be met by either natural gas power plants or renewables. While this increase is significant in absolute terms, it is expected to have a limited impact on gas prices given the vast size of global natural gas markets.

Have euro area exports missed the tech train?

03/18/2025 European Central Bank Central banks

This box compares euro area export performance in high-tech sectors with that of China and the United States. While the euro area has maintained market share in several fast-growing high-tech sectors, it has underperformed in large medium-high-tech sectors. The latter, by virtue of their size, drive overall export growth and account for most of the euro area’s losses and China’s gains in export market shares.

Business investment: why is the euro area lagging behind the United States?

03/18/2025 European Central Bank Central banks

Business investment has grown less dynamically in the euro area than in the United States since the early 2000s, but in the aftermath of the pandemic the differential has been particularly marked. This box breaks business investment down by asset type and assesses some of the factors behind this disparity. Analysis suggests that demand, competitiveness, confidence and policy efficiency all contribute to higher tangible investment in the United States. Weaker investment growth in intangibles in the euro area seems to be related to less innovation at the firm level.

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