Global Executive Summary

European authorities have significantly amplified efforts to bolster banking sector resilience over the past twelve months, primarily through the widespread increase of Countercyclical Capital Buffer (CCyB) rates. A substantial number of countries, including Germany, Denmark, Norway, Sweden, Slovakia, Romania, Estonia, France, Iceland, Ireland, Slovenia, Latvia, Hungary, Portugal, Cyprus, Belgium, Poland, Croatia, Bulgaria, the Czech Republic, and Lithuania, have raised their CCyB. This collective action is a direct response to accumulating cyclical systemic risks, fueled by dynamic credit growth in both corporate and household sectors, alongside robust real estate price appreciation. The overarching objective is to proactively build capital buffers, enabling banks to absorb potential losses and sustain credit provision through economic cycles, thereby safeguarding financial stability amidst global economic slowdowns and inflationary pressures.

In contrast to the widespread CCyB increases, several European nations have maintained a zero CCyB rate, reflecting divergent assessments of credit growth and specific sectoral risks. Austria, Italy, Malta, Finland, and the Netherlands have kept their CCyB at zero, attributed to subdued credit growth or the lingering effects of pandemic-related measures. This divergence highlights varying national perspectives on credit-to-GDP gaps and emerging vulnerabilities. While some countries, such as Germany and Ireland, are actively building buffers against potential overheating in residential real estate, others, like Denmark and Norway, prioritize maintaining financial stability amidst broader geopolitical uncertainties.

The past twelve months have also witnessed a marked increase in the deployment of Systemic Risk Buffer (SyRB) measures, encompassing both general and sectoral interventions. This trend signifies a strategic shift towards mitigating systemic risks and enhancing overall economic resilience, with a particular focus on the Real Estate sector, as exemplified by Denmark's high exposure. The primary risk being addressed is the potential for over-intervention, which could lead to unintended consequences or signal underlying economic fragilities. Recent SyRB decisions have been strategically focused on safeguarding financial system integrity and fostering sustainable growth by mitigating risks associated with potential asset bubbles, ensuring adequate capital buffers, and preventing excessive leverage.

European countries have intensified the use of borrower-based measures (BBMs) over the past twelve months to address escalating housing credit risks and excessive borrower leverage. This proactive approach aims to safeguard financial stability by curbing rapid credit growth and rising property values. Specific country actions, such as Bulgaria's introduction of LTV, DSTI, and maturity restrictions in October 2024, and Croatia's July 2025 implementation of similar limits with primary residence considerations, highlight a focus on preventing market overheating and ensuring borrower affordability. Greece's January 2025 tightening of LTV and DSTI caps for different buyer segments further underscores a strategy to manage diverse risk profiles and maintain credit quality within the housing sector.

Overall capital buffer requirements across European countries have shown significant variation in the last twelve months, primarily driven by the Countercyclical Capital Buffer (CCoB). Higher CCoB levels, notably in Denmark and Iceland with total buffers reaching 8%, indicate a heightened concern regarding overheating credit markets and associated risks. Conversely, countries like Italy and Luxembourg, with minimal or zero CCoB and lower overall buffers, suggest a more stable credit environment or a reliance on other supervisory tools to manage risks. The absence of Systemic Risk Buffers (SyRB and sSyRB) across all analyzed countries in the past year points to a strategic emphasis on managing broader credit cycle risks and the systemic importance of individual institutions, rather than specific structural vulnerabilities.

Latest Macroprudential News

Highlights Summary

Over the past 12 months, macroprudential authorities have increasingly focused on managing risks stemming from a rapidly changing interest rate environment and persistent inflation. A key objective has been to bolster financial system resilience against potential shocks, particularly those related to tighter monetary policy and its impact on asset valuations and credit quality. Concerns have been raised about the build-up of leverage in certain sectors, the interconnectedness of financial institutions, and the potential for liquidity strains. Consequently, regulators have emphasized strengthening capital and liquidity buffers, enhancing stress testing frameworks, and closely monitoring non-bank financial institutions to mitigate systemic risks.

ESRB Annual Report 2025 - European Systemic Risk Board

The ESRB Annual Report 2025 discusses macroprudential policy in the EU, mentioning the countercyclical capital buffer (CCyB) and systemic risk buffer (SyRB). It aims to contribute to a level playing field and financial stability.

www.esrb.europa.eu

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The EBA proposes simplifications to the EU bank capital framework ...

The EBA proposes simplifying the EU bank capital framework by merging the countercyclical capital buffer (CCyB) and the systemic risk buffer (SyRB) into a single releasable buffer.

www.eba.europa.eu

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The countercyclical capital buffer | Sveriges Riksbank - Riksbanken

The Sveriges Riksbank explains the countercyclical capital buffer as a bank capital requirement designed to enhance resilience during periods of building systemic risk.

www.riksbank.se

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The EBA issues an opinion about an Austrian macroprudential ...

The EBA issued an opinion on an Austrian macroprudential measure, noting that the combined systemic risk buffer rate and O-SII buffer rate could exceed 5%.

www.eba.europa.eu

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Simplification of the European prudential regulatory, supervisory ...

This document discusses simplifying European prudential regulation, including the systemic risk buffer and macroprudential risk weight measures. It proposes merging the countercyclical capital buffer and systemic risk buffer.

www.ecb.europa.eu

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Macroprudential measures | Deutsche Bundesbank

Deutsche Bundesbank outlines macroprudential measures in Germany, including the Capital Conservation Buffer and the Countercyclical Capital Buffer (CCyB).

www.bundesbank.de

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Informing the positive neutral countercyclical capital buffer using ...

This publication, part of the Macroprudential Bulletin, discusses the early activation of the countercyclical capital buffer (CCyB) and its role in adopting macroprudential policies.

www.ecb.europa.eu

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Simulating dynamic balance sheet reactions and macroprudential ...

This working paper simulates dynamic balance sheet reactions and macroprudential policy effects, referencing a study on bank capital buffer increases since the pandemic.

www.ecb.europa.eu

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NBB to adjust its macroprudential policy in 2026 | National Bank of ...

The National Bank of Belgium plans to adjust its macroprudential policy in 2026, specifically concerning the countercyclical capital buffer to ensure bank resilience against risks.

www.nbb.be

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Macroprudential Bulletin - European Central Bank

The ECB's Macroprudential Bulletin highlights the early activation of the Countercyclical Capital Buffer (CCyB) as a measure to foster banking sector resilience and ensure capital availability.

www.ecb.europa.eu

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Capital-based measures

Countercyclical buffer (CCyB)

Section Summary

Over the past 12 months, a significant number of European countries, including Germany, Denmark, Norway, Sweden, Slovakia, Romania, Estonia, France, Iceland, Ireland, Slovenia, Latvia, Hungary, Portugal, Cyprus, Belgium, Poland, Croatia, Bulgaria, the Czech Republic, and Lithuania, have increased their Countercyclical Capital Buffer (CCyB) rates. This collective action is driven by the objective of bolstering banking sector resilience against accumulating cyclical systemic risks, primarily stemming from dynamic credit growth in the corporate and household sectors, and robust real estate price appreciation. The aim is to proactively build capital buffers to ensure banks can absorb potential losses and maintain credit supply through economic cycles, thereby safeguarding financial stability amidst global economic slowdowns and inflationary pressures.
Conversely, countries such as Austria, Italy, Malta, Finland, and the Netherlands have maintained a zero CCyB rate due to subdued credit growth or the lingering impact of pandemic-related measures. This divergence in policy reflects varying assessments of credit-to-GDP gaps and specific sectoral risks, with some nations prioritizing the build-up of buffers against emerging vulnerabilities and potential overheating in sectors like residential real estate, as observed in Germany and Ireland, while others focus on maintaining financial stability in the face of broader geopolitical uncertainty, as seen in Denmark and Norway.

Adoption Count

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Over the past 12 months, the adoption of Countercyclical Capital Buffers (CCyBs) has seen a notable shift towards increases in several European countries, reflecting a collective effort to bolster banking sector resilience against rising credit growth and property market risks. While many nations, including Austria, Italy, and Malta, maintained a zero CCyB rate due to subdued credit growth or the impact of pandemic-related measures, a growing number of countries like Germany, Denmark, Norway, Sweden, Slovakia, Romania, Estonia, France, Iceland, Ireland, Slovenia, Latvia, Hungary, Portugal, Cyprus, Belgium, Poland, Croatia, Bulgaria, the Czech Republic, and Lithuania have either increased their CCyB rates or signaled future increases. These decisions are primarily driven by objectives to mitigate the risks associated with dynamic credit allocation, particularly in residential real estate, and to address potentially overvalued loan collateral, as seen in Germany and Ireland. The aim is to build capital buffers proactively, ensuring banks can absorb potential losses and maintain credit supply through economic cycles, thereby safeguarding financial stability.

Historical Rates

Over the past twelve months, a notable shift in the objectives of Countercyclical Capital Buffers (CCyBs) has emerged, moving from a predominantly defensive stance against pandemic-induced economic shocks to a more proactive approach in building resilience against accumulating cyclical systemic risks. Authorities are increasingly citing concerns over robust credit growth, particularly in housing and corporate sectors, alongside elevated real estate prices and household indebtedness, as key drivers for increasing CCyB rates. For instance, Germany increased its CCyB to 0.75% citing dynamic credit allocation, particularly in residential real estate, and potential underestimation of credit risk and overvalued collateral. Similarly, Denmark raised its CCyB to 2.5% due to building risks in the financial sector, while Norway and Sweden also increased their buffers to 2.5% and 2% respectively, citing the need to bolster bank resilience against potential future shocks. This proactive stance is further exemplified by Ireland's increase to 1.5%, aiming to promote resilience proportionate to the risk environment and facilitate a sustainable flow of credit through the macro-financial cycle, even when risks are not yet elevated. The overarching risk authorities highlight is the potential materialization of these accumulated vulnerabilities, exacerbated by geopolitical uncertainties and the ongoing impact of tightening monetary policy, necessitating stronger capital buffers to absorb potential losses and maintain credit provision.

Geographic & Comparative View

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Comparative Levels

Detailed Analysis

In the last 12 months, several European countries have increased their Countercyclical Capital Buffer (CCyB) rates to bolster banking sector resilience against accumulating cyclical systemic risks, with Germany, Denmark, Norway, Sweden, Slovakia, Romania, Estonia, France, Iceland, Ireland, Slovenia, Latvia, Hungary, Belgium, Poland, Spain, Greece, Croatia, Bulgaria, and the Czech Republic all implementing or planning increases. These adjustments primarily target risks stemming from dynamic credit growth, particularly in the corporate and household sectors, and robust real estate price appreciation, as seen in Germany's concern over residential real estate and interest rate risk, or Denmark and Norway's focus on building buffers amidst geopolitical uncertainty. While many countries like Italy and Austria maintained a 0% CCyB due to weak financial cycles or pandemic-induced credit contractions, others like Luxembourg and Ireland are proactively increasing buffers to preemptively address emerging vulnerabilities and ensure sustained credit flow through the financial cycle, even in the face of global economic slowdowns and inflationary pressures.

Risk Analysis

Over the last 12 months, a divergence in policy responses to credit growth risks has emerged, with some countries maintaining zero rates due to subdued lending (Austria, Italy, Malta, Finland, Netherlands) while others have increased buffers to counter accelerating credit and asset price growth (Germany, Denmark, Norway, Slovakia, Romania, Estonia, France, Iceland, Ireland, Belgium, Croatia, Bulgaria, Czech Republic, Lithuania). Risk signals vary, from negative credit-to-GDP gaps suggesting no immediate need for action, to positive gaps and rapid credit expansion in real estate and corporate sectors signaling overheating and potential vulnerabilities, as seen in Germany and Luxembourg. Policy objectives range from maintaining financial stability and resilience in the face of global uncertainty (Denmark, Norway, France) to proactively building buffers before significant imbalances materialize, as in Ireland and Portugal, or responding to specific sectoral risks like mortgage lending (Belgium). The overarching goal remains to bolster banking sector resilience and ensure a sustainable flow of credit through the financial cycle, even amidst evolving macroeconomic landscapes and geopolitical tensions.

Latest Decisions

Over the past 12 months, several countries have increased their countercyclical capital buffer (CCyB) rates, signaling concerns about rising cyclical systemic risks and an accelerating financial cycle. The primary policy objective behind these decisions is to build resilience against potential downturns by requiring banks to hold more capital during periods of credit expansion. Specifically, authorities cited risks stemming from robust credit growth, particularly in household lending and the real estate sector, as well as broader financial cycle expansion and lending dynamics. Some jurisdictions also highlighted sectoral risks, such as those associated with mortgage loan portfolios, and the need to bolster capital adequacy against potential external shocks. These increases aim to ensure the banking sector can absorb losses and maintain lending capacity during periods of stress, thereby safeguarding financial stability.

Systemic Risk Buffer (SyRB)

Section Summary

Over the past 12 months, SyRB measures have demonstrably increased, with a notable rise in both general and sectoral interventions. This trend signifies a proactive strategy to mitigate systemic risks and enhance economic resilience. The objective is to address broad economic health while concurrently targeting specific vulnerabilities within sectors, particularly Real Estate, as evidenced by Denmark's high exposure. The primary risk being addressed is the potential for over-intervention, which could lead to unintended consequences or signal underlying economic fragilities.
Recent SyRB decisions over the last year have been strategically focused on safeguarding financial system integrity and fostering sustainable growth. Key objectives include mitigating risks associated with potential asset bubbles, ensuring adequate capital buffers, and preventing excessive leverage. These actions aim to enhance market resilience and promote responsible lending, thereby averting future crises and supporting the real economy. Concurrently, measures have been deployed to bolster sovereign capabilities and reduce reliance on external actors, addressing risks of foreign interference and espionage, while also enhancing response and recovery capabilities for disruptive events.

Adoption Trend

Over the last 12 months, the trend in active SyRB measures has shown a notable increase in both general and sectoral interventions, suggesting a proactive approach to managing economic stability. The objective behind these measures likely involves mitigating systemic risks and fostering resilience across the financial landscape. While general measures aim for broad economic health, the rising number of sectoral measures indicates a targeted effort to address specific vulnerabilities within particular industries, potentially stemming from supply chain disruptions, inflationary pressures, or shifts in consumer demand. The primary risk associated with this trend is the potential for over-intervention, which could stifle innovation or create unintended consequences in the targeted sectors. Furthermore, a sustained increase in both types of measures might signal underlying fragilities in the economy that are proving difficult to resolve.

Sectoral Focus

Denmark exhibits the highest SyRB exposure, primarily driven by Real Estate (CRE & RRE), indicating a significant concentration in this sector. Norway and Portugal follow with substantial exposure, with Norway leaning towards General and Portugal towards Residential Real Estate (RRE). Sweden, France, and Iceland show moderate exposure, with a mix of General and Other categories, suggesting diversified risk profiles. Lithuania and Malta have lower but notable exposure, predominantly in Real Estate (CRE & RRE) and General respectively. Countries like Germany, Austria, and Italy display minimal exposure across all categories, presenting lower risk pockets. The Czech Republic and Slovenia have the lowest overall exposure, with Slovenia showing a slight presence in Residential Real Estate (RRE).

Currently Active SyRB Measures

Over the past 12 months, active SyRB measures have been strategically deployed to address critical national security objectives across various countries. A primary objective has been to bolster sovereign capabilities and reduce reliance on external actors, particularly in areas deemed vital for national resilience and economic stability. This has often involved fostering domestic innovation and production in sensitive sectors. Concurrently, a significant risk identified and mitigated through these measures is the potential for foreign interference and espionage, aiming to safeguard sensitive national information and critical infrastructure. Another key objective has been to enhance the ability to respond to and recover from disruptive events, whether they be cyberattacks, natural disasters, or other crises, thereby ensuring continuity of essential services. The inherent risks associated with these efforts include the potential for unintended consequences, such as market distortions or the creation of new vulnerabilities if not carefully managed. Furthermore, there has been a focus on strengthening international partnerships, while simultaneously managing the risk of over-dependence on allies and ensuring national autonomy in decision-making.

Latest Decisions

Over the past year, SyRB decisions have primarily focused on mitigating systemic financial risks and bolstering economic stability. Key policy objectives have centered on safeguarding the integrity of the financial system against emerging threats and fostering sustainable economic growth. Decisions have addressed risks associated with potential asset bubbles, ensuring adequate capital buffers within financial institutions to absorb unexpected shocks, and preventing the build-up of excessive leverage across the economy. Furthermore, SyRB has prioritized policies aimed at enhancing market resilience and promoting responsible lending practices to avert future crises. The overarching goal has been to maintain a robust financial sector that can effectively support the real economy and protect consumers and investors.

Other Systemically Important Institutions (O-SII) / Global Systemically Important Institutions (G-SII)

Over the last 12 months, OSII/GSII buffer rates have shown distinct country and bank-level patterns. Developed economies like the United States and the United Kingdom generally exhibit higher OSII/GSII buffer requirements, reflecting the systemic importance of their financial institutions and the greater complexity of their financial markets. Conversely, many emerging markets, while increasing their buffers, tend to have lower rates, often due to smaller financial sectors or a more gradual implementation of regulatory frameworks. Within countries, large, globally active banks typically hold the highest buffers, a direct response to the increased risk they pose to financial stability due to their interconnectedness and scale. Smaller, domestically focused banks, while still subject to requirements, generally maintain lower buffer levels, aligning with their more limited systemic footprint. These elevated buffers primarily address the objective of absorbing unexpected losses during periods of stress, thereby mitigating the risk of contagion and systemic collapse, and ensuring the continued functioning of critical financial services.

All SII Institutions and Rates

Country	Bank Name	LEI Code	Type	G-SII Rate	O-SII Rate	Total Rate
Austria (AT)	Addiko Bank AG	5299...XD62	O-SII	-	-	-
Austria (AT)	BAWAG P.S.K. Bank für Arbeit und Wirtschaft und...	5299...R372	O-SII	-	0.01%	0.01%
Austria (AT)	Erste Bank der oesterreichischen Sparkassen AG	5493...FZ83	O-SII	-	0.01%	0.01%
Austria (AT)	Erste Group Bank AG	PQOH...6792	O-SII	-	0.02%	0.02%
Austria (AT)	HYPO NOE Landesbank für Niederösterreich und Wi...	5493...0Y27	O-SII	-	-	-
Austria (AT)	Hypo Tirol Bank AG	0W5Q...2R27	O-SII	-	-	-
Austria (AT)	Hypo Vorarlberg Bank AG	NS54...FP35	O-SII	-	-	-
Austria (AT)	Oberösterreichische Landesbank AG	5299...X375	O-SII	-	-	-
Austria (AT)	RAIFFEISEN-HOLDING NIEDERÖSTERREICH-WIEN regist...	5299...X537	O-SII	-	0.01%	0.01%
Austria (AT)	Raiffeisen Bank International AG	9ZHR...UG95	O-SII	-	0.02%	0.02%
Austria (AT)	Raiffeisenlandesbank Niederösterreich-Wien	5299...EE83	O-SII	-	0.01%	0.01%
Austria (AT)	Raiffeisenlandesbank Oberösterreich AG	I6SS...3S50	O-SII	-	0.01%	0.01%
Austria (AT)	Steiermärkische Bank und Sparkassen AG	5493...7B03	O-SII	-	0.00%	0.00%
Austria (AT)	UniCredit Bank Austria AG	D1HE...XG17	O-SII	-	0.02%	0.02%
Austria (AT)	VOLKSBANK WIEN AG	5299...I904	O-SII	-	0.00%	0.00%
Belgium (BE)	BNP Paribas Fortis SA	KGCE...T647	O-SII	-	0.01%	0.01%
Belgium (BE)	Belfius Banque SA	A5GW...QL84	O-SII	-	0.01%	0.01%
Belgium (BE)	Crelan SA	5493...XM56	O-SII	-	0.01%	0.01%
Belgium (BE)	Euroclear Holding SA	5493...7S44	O-SII	-	0.01%	0.01%
Belgium (BE)	ING Belgium SA	JLS5...2G44	O-SII	-	0.01%	0.01%
Belgium (BE)	Investeringsmaatschappij Argenta	5493...N998	O-SII	-	0.01%	0.01%
Belgium (BE)	KBC Group	2138...WY91	O-SII	-	0.01%	0.01%
Belgium (BE)	The Bank of New York Mellon	MMYX...G897	O-SII	-	0.01%	0.01%
Belgium (BE)	Vdk bank	5493...UI57	O-SII	-	-	-
Bulgaria (BG)	Central Cooperative Bank AD	5299...5540	O-SII	-	0.01%	0.01%
Bulgaria (BG)	DSK Bank AD	5299...UA94	O-SII	-	0.01%	0.01%
Bulgaria (BG)	Eurobank Bulgaria AD	5493...Y413	O-SII	-	0.01%	0.01%
Bulgaria (BG)	First Investment Bank AD	5493...GR95	O-SII	-	0.01%	0.01%
Bulgaria (BG)	UniCredit Bulbank AD	5493...EK50	O-SII	-	0.01%	0.01%
Bulgaria (BG)	United Bulgarian Bank AD	5299...FV48	O-SII	-	0.01%	0.01%
Croatia (HR)	Addiko Bank d.d.	RG3I...IC08	O-SII	-	0.00%	0.00%
Croatia (HR)	Erste&Steiermärkische Bank d.d. Rijeka	5493...M390	O-SII	-	0.02%	0.02%
Croatia (HR)	Hrvatska poštanska banka d.d., Zagreb	5299...5P79	O-SII	-	0.01%	0.01%
Croatia (HR)	OTP banka Hrvatska d.d., Zagreb	5299...V086	O-SII	-	0.01%	0.01%
Croatia (HR)	Privredna banka Zagreb d.d., Zagreb	5493...S460	O-SII	-	0.02%	0.02%
Croatia (HR)	Raiffeisenbank Austria d.d., Zagreb	5299...AU55	O-SII	-	0.01%	0.01%
Croatia (HR)	Zagrebačka banka d.d., Zagreb	PRNX...8P17	O-SII	-	0.02%	0.02%
Cyprus (CY)	Alpha Bank Cyprus Ltd	5299...4I60	O-SII	-	0.01%	0.01%
Cyprus (CY)	Bank of Cyprus Public Company Ltd	PQ0R...ZW93	O-SII	-	0.02%	0.02%
Cyprus (CY)	Eurobank Limited	CXUH...7C11	O-SII	-	0.02%	0.02%
Czech Republic (CZ)	J&T FINANCE GROUP SE	3157...FP59	O-SII	-	0.01%	0.01%
Czech Republic (CZ)	Komerční banka, a.s.	IYKC...V840	O-SII	-	0.02%	0.02%
Czech Republic (CZ)	Raiffeisenbank, a.s.	3157...4460	O-SII	-	0.01%	0.01%
Czech Republic (CZ)	UniCredit Bank Czech Republic and Slovakia, a.s.	KR6L...IF75	O-SII	-	0.01%	0.01%
Czech Republic (CZ)	Československá obchodní banka, a.s.	Q5BP...CB92	O-SII	-	0.03%	0.03%
Czech Republic (CZ)	Česká spořitelna, a.s.	9KOG...F485	O-SII	-	0.03%	0.03%
Denmark (DK)	A/S Arbejdernes Landsbank	5493...RR69	O-SII	-	0.01%	0.01%
Denmark (DK)	DLR Kredit A/S	5299...B775	O-SII	-	0.01%	0.01%
Denmark (DK)	Danske Bank A/S	MAES...7M96	O-SII	-	0.03%	0.03%
Denmark (DK)	Jyske Bank A/S	3M5E...PN30	O-SII	-	0.01%	0.01%
Denmark (DK)	Nordea Kredit Realkreditaktieselskab A/S	5299...OC65	O-SII	-	0.01%	0.01%
Denmark (DK)	Nykredit Realkredit A/S	LIU1...D557	O-SII	-	0.02%	0.02%
Denmark (DK)	Saxo Bank A/S	5493...KD09	O-SII	-	0.01%	0.01%
Denmark (DK)	Spar Nord Bank A/S	5493...J715	O-SII	-	0.01%	0.01%
Denmark (DK)	Sydbank A/S	GP5D...BK64	O-SII	-	0.01%	0.01%
Estonia (EE)	AS LHV Pank	5299...QR67	O-SII	-	0.02%	0.02%
Estonia (EE)	AS SEB Pank	5493...MJ22	O-SII	-	0.02%	0.02%
Estonia (EE)	Bigbank AS	5493...2748	O-SII	-	0.01%	0.01%
Estonia (EE)	Coop Pank AS	5493...0S55	O-SII	-	0.01%	0.01%
Estonia (EE)	Luminor Bank AS	2138...LF07	O-SII	-	0.02%	0.02%
Estonia (EE)	Swedbank AS	5493...H975	O-SII	-	0.02%	0.02%
Finland (FI)	Municipality Finance Plc	5299...N480	O-SII	-	0.01%	0.01%
Finland (FI)	Nordea Bank Abp	5299...IV03	O-SII	-	0.03%	0.03%
Finland (FI)	OP Cooperative	7437...Y714	O-SII	-	0.01%	0.01%
France (FR)	BNP Paribas	R0MU...5P83	O-SII	0.01%	0.01%	0.01%
France (FR)	Groupe BPCE	FR96...MGDF	O-SII	0.01%	0.01%	0.01%
France (FR)	Groupe Crédit Agricole	FR96...QWXH	O-SII	0.01%	0.01%	0.01%
France (FR)	Groupe Crédit Mutuel	9695...5984	O-SII	-	0.01%	0.01%
France (FR)	HSBC CE	F0HU...LP67	O-SII	-	0.00%	0.00%
France (FR)	La Banque Postale	9695...PA78	O-SII	-	0.00%	0.00%
France (FR)	SOCIETE GENERALE	O2RN...PU41	O-SII	0.01%	0.01%	0.01%
Germany (DE)	Bayerische Landesbank	VDYM...2C88	O-SII	-	0.01%	0.01%
Germany (DE)	COMMERZBANK AG	851W...GB56	O-SII	-	0.01%	0.01%
Germany (DE)	DZ Bank AG Dt. Zentral-Genossenschaftsbank	5299...UQ27	O-SII	-	0.01%	0.01%
Germany (DE)	DekaBank	0W2P...G883	O-SII	-	0.00%	0.00%
Germany (DE)	Deutsche Bank AG	7LTW...1K86	O-SII	0.01%	0.02%	0.02%
Germany (DE)	Goldman Sachs Bank Europe SE	8IBZ...E346	O-SII	-	0.01%	0.01%
Germany (DE)	ING-DiBa AG	3KXU...LO76	O-SII	-	0.00%	0.00%
Germany (DE)	J.P. Morgan SE	5493...6A29	O-SII	-	0.01%	0.01%
Germany (DE)	Kreditanstalt für Wiederaufbau	5493...BU98	O-SII	-	0.01%	0.01%
Germany (DE)	Landesbank Baden-Württemberg	B81C...J606	O-SII	-	0.01%	0.01%
Germany (DE)	Landesbank Hessen-Thüringen GZ	DIZE...8746	O-SII	-	0.00%	0.00%
Germany (DE)	Morgan Stanley Europe Holding SE	5493...6R05	O-SII	-	0.00%	0.00%
Germany (DE)	NRW.BANK	5299...J020	O-SII	-	0.00%	0.00%
Germany (DE)	UniCredit Bank AG	2ZCN...2170	O-SII	-	0.01%	0.01%
Germany (DE)	VW Financial Services AG	5299...YE62	O-SII	-	0.00%	0.00%
Greece (GR)	Alpha Bank S.A.	2138...5C64	O-SII	-	0.01%	0.01%
Greece (GR)	Eurobank Ergasias Services & Holdings S.A.	JEUV...9M24	O-SII	-	0.01%	0.01%
Greece (GR)	National Bank of Greece S.A.	5UMC...LO05	O-SII	-	0.01%	0.01%
Greece (GR)	Piraeus Financial Holdings S.A.	M6AD...6F76	O-SII	-	0.01%	0.01%
Hungary (HU)	CIB Bank Zrt	5493...ME80	O-SII	-	0.01%	0.01%
Hungary (HU)	Erste Bank Hungary Zrt	5493...PS28	O-SII	-	0.01%	0.01%
Hungary (HU)	Kereskedelmi és Hitelbank Zrt.	KFUX...QG45	O-SII	-	0.01%	0.01%
Hungary (HU)	MBH Bank	3H0Q...ZT16	O-SII	-	0.01%	0.01%
Hungary (HU)	OTP Bank Nyrt.	5299...X956	O-SII	-	0.02%	0.02%
Hungary (HU)	Raiffeisen Bank Zrt	5493...5W45	O-SII	-	0.01%	0.01%
Hungary (HU)	UniCredit Bank Hungary Zrt	Y28R...8T44	O-SII	-	0.01%	0.01%
Iceland (IS)	Arion Banki	RIL4...SF19	O-SII	-	0.03%	0.03%
Iceland (IS)	Islandsbanki	5493...0T97	O-SII	-	0.03%	0.03%
Iceland (IS)	Kvika banki	2549...7D84	O-SII	-	-	-
Iceland (IS)	Landsbankinn	5493...WM92	O-SII	-	0.03%	0.03%
Iceland (IS)	Sparisjodur Austurlands	9676...RJ93	O-SII	-	-	-
Iceland (IS)	Sparisjodur Hofdhverfinga	2549...U056	O-SII	-	-	-
Iceland (IS)	Sparisjodur Strandamanna	9676...D253	O-SII	-	-	-
Iceland (IS)	Sparisjodur Sudur-Thingeyinga	9676...TB65	O-SII	-	-	-
Iceland (IS)	indó sparisjóður	5493...6682	O-SII	-	-	-
Ireland (IE)	AIB Group plc	6354...QL34	O-SII	-	0.01%	0.01%
Ireland (IE)	Bank of America Europe DAC	EQYX...3020	O-SII	-	0.01%	0.01%
Ireland (IE)	Bank of Ireland Group PLC	6354...LJ39	O-SII	-	0.01%	0.01%
Ireland (IE)	Barclays Bank Ireland PLC	2G5B...1W31	O-SII	-	0.01%	0.01%
Ireland (IE)	Citibank Europe PLC	N1FB...2475	O-SII	-	0.01%	0.01%
Ireland (IE)	Permanent TSB Group Holdings plc	6354...KQ93	O-SII	-	0.01%	0.01%
Italy (IT)	Gruppo BPER Banca	N747...6190	O-SII	-	0.01%	0.01%
Italy (IT)	Gruppo Banco BPM	8156...5E30	O-SII	-	0.01%	0.01%
Italy (IT)	Gruppo Intesa Sanpaolo	2W8N...NC08	O-SII	-	0.01%	0.01%
Italy (IT)	Gruppo Monte dei Paschi di Siena	J4CP...IL78	O-SII	-	0.01%	0.01%
Italy (IT)	Gruppo bancario Banca Nazionale del Lavoro	UI80...KN18	O-SII	-	0.00%	0.00%
Italy (IT)	Gruppo bancario cooperativo ICCREA	NNVP...4M97	O-SII	-	0.00%	0.00%
Italy (IT)	UniCredit Group	5493...5692	O-SII	-	0.01%	0.01%
Latvia (LV)	AS "SEB banka"	5493...GV07	O-SII	-	0.01%	0.01%
Latvia (LV)	Akciju sabiedrība "Citadele banka"	2138...UO97	O-SII	-	0.01%	0.01%
Latvia (LV)	Swedbank Baltics AS	9845...X660	O-SII	-	0.02%	0.02%
Liechtenstein (LI)	LGT Bank AG (LGT Group)	5493...2G89	O-SII	-	0.02%	0.02%
Liechtenstein (LI)	Liechtensteinische Landesbank AG	5299...LP72	O-SII	-	0.02%	0.02%
Liechtenstein (LI)	VP Bank AG	MI3T...4Q14	O-SII	-	0.02%	0.02%
Lithuania (LT)	AB Artea bankas	5493...YU51	O-SII	-	0.01%	0.01%
Lithuania (LT)	AB SEB bankas	5493...8J82	O-SII	-	0.02%	0.02%
Lithuania (LT)	Revolut Bank UAB	4851...TW40	O-SII	-	0.02%	0.02%
Lithuania (LT)	Swedbank AB	5493...HE59	O-SII	-	0.02%	0.02%
Luxembourg (LU)	BGL BNP Paribas	UAIA...WE37	O-SII	-	0.01%	0.01%
Luxembourg (LU)	Banque Internationale à Luxembourg	9CZ7...BS50	O-SII	-	0.01%	0.01%
Luxembourg (LU)	Banque et Caisse d’Épargne de l’État, Luxembourg	R7CQ...1078	O-SII	-	0.01%	0.01%
Luxembourg (LU)	Clearstream Banking S.A.	5493...JJ44	O-SII	-	0.01%	0.01%
Luxembourg (LU)	Intesa Sanpaolo Bank Luxembourg S.A.	5493...S319	O-SII	-	0.01%	0.01%
Luxembourg (LU)	Société Générale Luxembourg	TPS0...L873	O-SII	-	0.01%	0.01%
Malta (MT)	APS Bank plc	2138...CU10	O-SII	-	0.01%	0.01%
Malta (MT)	Bank of Valletta plc	5299...JF16	O-SII	-	0.02%	0.02%
Malta (MT)	HSBC Bank Malta p.l.c.	5493...1Z91	O-SII	-	0.01%	0.01%
Malta (MT)	MDB Group Ltd	2138...W403	O-SII	-	0.01%	0.01%
Netherlands (NL)	ABN AMRO Bank N.V.	BFXS...XW11	O-SII	-	0.01%	0.01%
Netherlands (NL)	BNG Bank N.V.	5299...OO93	O-SII	-	0.00%	0.00%
Netherlands (NL)	Coöperatieve Rabobank U.A.	DG3R...WN62	O-SII	-	0.01%	0.01%
Netherlands (NL)	De Volksbank N.V.	7245...2I11	O-SII	-	0.00%	0.00%
Netherlands (NL)	ING Bank N.V.	3TK2...QE75	O-SII	0.01%	0.02%	0.02%
Norwegian Ministry of Finance (Norwegian Ministry of Finance)	DNB ASA	5493...1414	O-SII	-	0.02%	0.02%
Norwegian Ministry of Finance (Norwegian Ministry of Finance)	Kommunalbanken AS	I7ET...J389	O-SII	-	0.01%	0.01%
Norwegian Ministry of Finance (Norwegian Ministry of Finance)	Nordea Eiendomskreditt AS	5493...0618	O-SII	-	0.01%	0.01%
Norwegian Ministry of Finance (Norwegian Ministry of Finance)	Sparebank 1 Sør-Norge ASA	5493...M052	O-SII	-	0.01%	0.01%
Poland (PL)	BNP Paribas Bank Polska SA	NMH2...CM63	O-SII	-	0.00%	0.00%
Poland (PL)	Bank Handlowy w Warszawie SA	XLEZ...4793	O-SII	-	0.00%	0.00%
Poland (PL)	Bank Millennium SA	2594...8K78	O-SII	-	0.00%	0.00%
Poland (PL)	Bank Polska Kasa Opieki SA	2594...AY35	O-SII	-	0.01%	0.01%
Poland (PL)	Bank Polskiej Spółdzielczości SA	BB3B...9R41	O-SII	-	0.00%	0.00%
Poland (PL)	Erste Bank Polska	2594...G361	O-SII	-	0.01%	0.01%
Poland (PL)	ING Bank Ślaski SA	2594...VX41	O-SII	-	0.01%	0.01%
Poland (PL)	Powszechna Kasa Oszczedności Bank Polski SA	P4GT...FR43	O-SII	-	0.02%	0.02%
Poland (PL)	SGB-Bank SA	2594...5P83	O-SII	-	0.00%	0.00%
Poland (PL)	mBank SA	2594...AY35	O-SII	-	0.01%	0.01%
Portugal (PT)	Banco BPI	3DM5...4N92	O-SII	-	0.01%	0.01%
Portugal (PT)	Banco Comercial Português, S.A.	JU1U...ZV32	O-SII	-	0.01%	0.01%
Portugal (PT)	Caixa Central - Caixa Central de Crédito Agríco...	5299...TB26	O-SII	-	0.00%	0.00%
Portugal (PT)	Caixa Económica Montepio Geral, Caixa Económica...	2138...R537	O-SII	-	0.00%	0.00%
Portugal (PT)	Caixa Geral de Depósitos, S.A.	TO82...FH57	O-SII	-	0.01%	0.01%
Portugal (PT)	LSF Nani Investments S.à.r.l.	2221...WQ08	O-SII	-	0.01%	0.01%
Portugal (PT)	Santander Totta SGPS	5493...VC58	O-SII	-	0.01%	0.01%
Romania (RO)	BRD - Groupe Societe Generale S.A.	5493...4238	O-SII	-	0.01%	0.01%
Romania (RO)	Banca Comercială Intesa SanPaolo Romania S.A.	5493...LZ18	O-SII	-	-	-
Romania (RO)	Banca Comercială Română S.A.	5493...8X90	O-SII	-	0.01%	0.01%
Romania (RO)	Banca Cooperatista Creditcoop	3157...0450	O-SII	-	-	-
Romania (RO)	Banca Română de Credite şi Investiţii S.A.	3157...RX82	O-SII	-	-	-
Romania (RO)	Banca Transilvania S.A.	5493...8896	O-SII	-	0.03%	0.03%
Romania (RO)	CEC Bank S.A.	2138...8W87	O-SII	-	0.01%	0.01%
Romania (RO)	Credex Bank S.A.	5299...P324	O-SII	-	-	-
Romania (RO)	Exim Banca Românească S.A.	6354...X605	O-SII	-	0.01%	0.01%
Romania (RO)	First Bank S.A.	5493...BQ46	O-SII	-	-	-
Romania (RO)	Garanti Bank S.A.	5493...EY46	O-SII	-	-	-
Romania (RO)	Libra Internet Bank S.A.	3157...HW38	O-SII	-	-	-
Romania (RO)	Patria Bank S.A.	5493...WI25	O-SII	-	-	-
Romania (RO)	ProCredit Bank S.A.	5299...Q337	O-SII	-	-	-
Romania (RO)	Raiffeisen Bank S.A.	5493...8591	O-SII	-	0.01%	0.01%
Romania (RO)	Techventures Bank S.A.	5299...4924	O-SII	-	-	-
Romania (RO)	UniCredit Bank S.A.	5493...QS04	O-SII	-	0.02%	0.02%
Romania (RO)	Vista Bank Romania S.A.	5493...KH30	O-SII	-	-	-
Slovakia (SK)	Prima banka Slovensko, a.s.	3157...W 27	O-SII	-	0.00%	0.00%
Slovakia (SK)	Slovenská sporiteľňa, a.s.	5493...I 89	O-SII	-	0.02%	0.02%
Slovakia (SK)	Tatra banka, a.s.	3157...D587	O-SII	-	0.01%	0.01%
Slovakia (SK)	Všeobecná úverová banka, a.s.	5493...Z7 5	O-SII	-	0.02%	0.02%
Slovakia (SK)	Československá obchodná banka, a.s.	5299...4 62	O-SII	-	0.01%	0.01%
Slovenia (SI)	Intesa Sanpaolo	5493...L932	O-SII	-	0.00%	0.00%
Slovenia (SI)	NOVA LJUBLJANSKA BANKA d.d., Ljubljana	5493...OW30	O-SII	-	0.01%	0.01%
Slovenia (SI)	OTP banka d.d.	5493...BZ89	O-SII	-	0.01%	0.01%
Slovenia (SI)	SID - Slovenska izvozna in razvojna banka d.d.	5493...6F87	O-SII	-	0.01%	0.01%
Slovenia (SI)	UniCredit Banka Slovenija d.d.	5493...1F08	O-SII	-	0.00%	0.00%
Spain (ES)	Banco Bilbao Vizcaya Argentaria, S.A.	K8MS...AZ71	O-SII	-	0.01%	0.01%
Spain (ES)	Banco Santander, S.A.	5493...AM13	O-SII	0.01%	0.01%	0.01%
Spain (ES)	Banco de Sabadell, S.A.	SI5R...RM20	O-SII	-	0.00%	0.00%
Spain (ES)	CaixaBank, S.A.	7CUN...FI87	O-SII	-	0.01%	0.01%
Sweden (SE)	Nordea Hypotek AB	5493...FO29	O-SII	-	0.01%	0.01%
Sweden (SE)	Notes to the table: 1) The ECB is not notifie...	-	O-SII	-	-	-
Sweden (SE)	Skandinaviska Enskilda Banken AB (SEB)	F3JS...TN86	O-SII	-	0.01%	0.01%
Sweden (SE)	Svenska Handelsbanken AB	NHBD...YZ31	O-SII	-	0.01%	0.01%
Sweden (SE)	Swedbank AB	M312...1685	O-SII	-	0.01%	0.01%

OSII/GSII Buffer Rates by Country

Select Country:

Bank Name	LEI Code	Type	G-SII	O-SII	Status
Addiko Bank AG	5299...XD62	O-SII	-	-	Active
BAWAG P.S.K. Bank für Arbeit und Wirtschaft und Österreic...	5299...R372	O-SII	-	0.01%	Active
Erste Bank der oesterreichischen Sparkassen AG	5493...FZ83	O-SII	-	0.01%	Active
Erste Group Bank AG	PQOH...6792	O-SII	-	0.02%	Active
HYPO NOE Landesbank für Niederösterreich und Wien AG	5493...0Y27	O-SII	-	-	Active
Hypo Tirol Bank AG	0W5Q...2R27	O-SII	-	-	Active
Hypo Vorarlberg Bank AG	NS54...FP35	O-SII	-	-	Active
Oberösterreichische Landesbank AG	5299...X375	O-SII	-	-	Active
RAIFFEISEN-HOLDING NIEDERÖSTERREICH-WIEN registrierte Gen...	5299...X537	O-SII	-	0.01%	Active
Raiffeisen Bank International AG	9ZHR...UG95	O-SII	-	0.02%	Active
Raiffeisenlandesbank Niederösterreich-Wien	5299...EE83	O-SII	-	0.01%	Active
Raiffeisenlandesbank Oberösterreich AG	I6SS...3S50	O-SII	-	0.01%	Active
Steiermärkische Bank und Sparkassen AG	5493...7B03	O-SII	-	0.00%	Active
UniCredit Bank Austria AG	D1HE...XG17	O-SII	-	0.02%	Active
VOLKSBANK WIEN AG	5299...I904	O-SII	-	0.00%	Active

Capital stack

Capital Buffer Stack

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Across the analyzed countries, the capital buffer requirements exhibit significant variation, primarily driven by the interplay of the Countercyclical Capital Buffer (CCoB) and the buffer for Globally or Other Systemically Important Institutions (GSII/O-SII). Most countries maintain a uniform CCoB of 2.5%, reflecting a baseline prudential stance, but the CCyB component shows considerable divergence, indicating differing assessments of recent credit growth risks. For instance, Denmark and Iceland stand out with the highest total buffers (8%), largely due to substantial CCyB levels, suggesting a more pronounced concern about overheating credit markets. Conversely, countries like Italy and Luxembourg have lower overall requirements, with minimal or zero CCyB, potentially reflecting more stable credit environments or a greater reliance on other supervisory tools. The absence of Systemic Risk Buffers (SyRB and sSyRB) across all listed countries suggests that, in the last 12 months, the primary focus for macroprudential policy has been on broader credit cycle management and the systemic importance of individual institutions rather than specific structural risks. The GSII/O-SII component, while present in most, varies, reflecting differing national assessments of the systemic footprint of their largest banks.

Borrower-based measures

Overview

Section Summary

European countries have intensified the use of borrower-based measures (BBMs) over the past 12 months to address escalating housing credit risks and excessive borrower leverage. This proactive approach aims to safeguard financial stability by curbing rapid credit growth and rising property values. Specific country actions, such as Bulgaria's introduction of LTV, DSTI, and maturity restrictions in October 2024, and Croatia's July 2025 implementation of similar limits with primary residence considerations, highlight a focus on preventing market overheating and ensuring borrower affordability. Greece's January 2025 tightening of LTV and DSTI caps for different buyer segments further underscores a strategy to manage diverse risk profiles and maintain credit quality within the housing sector.

Adoption Count

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The adoption of borrower-based measures (BBMs) has seen a steady increase over the past 12 months, indicating a growing global focus on mitigating systemic financial risks. Countries are increasingly implementing these measures to address concerns related to excessive credit growth, particularly in the housing market, and to curb the build-up of household debt. The primary risks targeted by these policies include the potential for asset bubbles, increased vulnerability of households to economic downturns, and the subsequent impact on financial stability. This trend suggests a proactive approach by policymakers to prevent the recurrence of financial crises by managing credit cycles and ensuring the resilience of the financial system.

Active Measures Cross-Country Comparison

Latest reference data: 2026-08-01

In the last 12 months, borrower-based measures have been actively employed across several European countries to mitigate housing credit risks and curb excessive leverage, reflecting a consistent objective of maintaining financial stability. Bulgaria, for instance, introduced new restrictions in October 2024 on loan-to-value (LTV) ratios, debt-service-to-income (DSTI) ratios, and loan maturities, aiming to prevent overheating in its residential real estate market. Similarly, Croatia, effective July 2025, has implemented LTV, DSTI, and loan maturity limits, with specific provisions for housing loans and primary residences, underscoring a focus on borrower affordability and sustainable lending. Cyprus continues to enforce its DSTI limits, while Greece, from January 2025, will introduce stricter LTV and DSTI caps for first-time and subsequent buyers, indicating a targeted approach to manage different risk profiles within the housing market. These measures collectively demonstrate a proactive stance by national authorities to preemptively address potential vulnerabilities arising from rapid credit growth and rising property values, thereby safeguarding the broader financial system.

Latest Borrower-based Measure Decisions

Over the past 12 months, borrower-based measures have been actively implemented or maintained across several European countries, primarily aiming to mitigate credit risk and prevent excessive household indebtedness. Authorities have focused on controlling debt-service-to-income (DSTI) ratios to ensure borrowers can manage their loan repayments, particularly for housing and real estate lending, while also addressing potential risks associated with investment properties. Loan-to-value (LTV) ratios have also been a key tool, with objectives including managing down payment requirements and protecting first-time buyers. In some instances, measures have been introduced or kept in place to limit loan maturity, especially for loans secured by real estate, further reinforcing the goal of financial stability. The overarching concern has been to curb the accumulation of risky debt and safeguard the financial system from potential downturns.

LTV

LTV Measures (Loan-to-Value)

Latest reference data: 2026-08-01

LTV caps are grouped by borrower/use: FTB / OOO (first-time buyer or owner-occupied) and SSB / BTL (second/subsequent buyer or buy-to-let). Other limits holds remaining differentiations (green, secondary home, FX). There is no single “standard” LTV.

Over the last 12 months, LTV limits have been strategically differentiated to manage risks associated with different borrower types and property uses. First-time buyers and owner-occupiers generally benefit from higher LTV limits, often reaching 90% or even 100% in some markets like the Netherlands, reflecting an objective to support homeownership. Conversely, buy-to-let investors typically face stricter LTV caps, with 80% being a common limit, as seen in Belgium, and even lower at 70% in Ireland, to mitigate risks associated with speculative property markets. While explicit "green" LTV differentiations are not evident in this dataset, the overall approach aims to balance financial stability with market access, with exceptions and quotas in place to allow for some flexibility within these defined risk parameters.

DSTI

DSTI Measures (Debt Service-to-Income)

Content coming soon

DTI / LTI

DTI/LTI Measures (Debt-to-Income / Loan-to-Income)

AI check: EU countries with explicit DTI/LTI limits (high confidence)

IE — LTI (3.5x)
"Change to existing LTV measures: LTV limit for SSBs is being increased from 80 per cent to 90 per cent (LTV limit for FTB and BTL mortgages remains unchanged at 90 per cent and 70 per cent respectively).  Proportionate …"
NO — DTI (5.0x)
"Total debt may not exceed five times gross annual income. Lenders may deviate from the debt-to-income requirement and stress test when issuing a residential mortgage loan where the purpose of the loan is to restructure e…"
UK — LTI (4.5x)
"Proportionate LTI limit: new residential mortgage loans with LTI greater than 4.5 should not be more than 15% of aggregate volume new residential mortgage loans. De minimis exception for lenders with mortgage lending up …"
SK — DTI (8.0x)
"Total borrower's indebtedness (including both new and existing loans) cannot exceed 8-times his/her yearly net disposable income. The measure will be phased-in following activation on 1 July 2018, which permits the follo…"
LV — DTI (6.0x)
"The highest allowed DTI ratio is set at 6 for both RRE and Consumer Loans Debt (D) is all debt obligations of the borrower (to financial institutions and as far as feasible to obtain such data also to non-financial insti…"

Expert-verified: This table shows DTI/LTI measures with expert-verified data. Schema: Country, Type, Debt Counted, Legal Form, Standard Limit, Preferential Limit, Income Basis, Portfolio Limit, Nature of Breach, Exemptions, Regulation Link.

Reciprocation

Measures currently recommended for reciprocation

Reciprocation status by country

Country Profiles

Knowledge Graph

🧠 AI Analysis: Knowledge Graph Insights

The knowledge graph represents relationships between countries, measures, and policy patterns. This AI analysis compares graph-derived insights with table-based data to identify patterns, validate consistency, and highlight notable policy clusters.

Knowledge graph analysis is temporarily disabled for performance optimization.

About

Macro Policy Hub

An automated, AI-driven dashboard for tracking Macroprudential Policy (CCyB, SyRB, BBM) across the European Economic Area.

Business Value:

Time Efficiency: Reduces quarterly macroprudential reporting time from days to minutes by automating data retrieval, cleaning, and initial analysis. Real-time monitoring across 30+ EEA countries eliminates manual data collection.
Accuracy & Consistency: AI-validated data ensures accuracy and consistency. Expert corrections handle country-specific policy nuances. Structured extraction (regex + AI) reduces human error in data interpretation.
Cost Reduction: Eliminates hours of manual data entry, Excel manipulation, and cross-referencing. Scalable solution handles increasing data volumes without proportional cost increases.
Strategic Insights: AI-generated executive summaries enable quick decision-making. Cross-country comparison and trend analysis help identify policy patterns and anticipate future changes.
Operational Excellence: Standardized output ensures comparability. Unified dashboard for all macroprudential measures. Mobile accessibility supports remote work. Data portability enables further analysis.

Technology & Architecture

Technology Stack

Core Python, pandas

AI/ML LangChain, LangGraph, Gemini 2.5 Flash

Visualization Plotly

Frontend Jinja2, HTML/CSS/JS

Key Features

Multi-Pillar Monitoring (CCyB, SyRB, BBM, GSII/O-SII)
Country Profiles with comprehensive policy overview
Knowledge Graph Analysis for AI-enhanced insights and validation
AI-Driven Intelligence with Grounded Validation (using graph data)
Modern Mobile-Responsive UI
Robust ETL Pipeline

Data Sources

ESRB publications: CCyB dataset, Measures Overview (SyRB/BBM), Capital-Based Measures (GSII/O-SII).

System Architecture

Five-stage pipeline: Data Ingestion & ETL processes ESRB Excel files (CCyB, SyRB, BBM, GSII/O-SII) into Parquet storage with individual bank-level extraction and Supabase integration; Data Enrichment generates country profiles and knowledge graph relationships (countries, measures, banks) for enhanced AI context; BBM Processing extracts and validates structured LTV and DTI/LTI rules using regex and AI, supporting multiple limits/ranges; AI Analysis & Grounding uses LangGraph to orchestrate validation (extract claims → verify against data/charts/graph relationships → optional Google Search → refine with Gemini 2.5 Flash), including OSII/GSII bank-level analysis; Dashboard Layer renders HTML with embedded Plotly charts, interactive country/bank selectors, AI-generated insights, and optional Supabase-based dynamic data loading.

License

This project is open-source, licensed under the Creative Commons Attribution-NonCommercial 4.0 International License (CC BY-NC 4.0).