Global Executive Summary
The past twelve months have seen a significant shift towards strengthening banking sector resilience across Europe, primarily through increased capital buffers and targeted macroprudential measures. A prevailing trend of raising Countercyclical Capital Buffer (CCyB) rates has been observed in numerous European nations, including Germany, Denmark, Norway, Sweden, Slovakia, Lithuania, Estonia, France, and Ireland. This proactive stance is driven by the objective of mitigating accumulating cyclical risks, particularly those stemming from robust credit growth and, in some instances, overheating property markets, thereby enhancing the banking sector's capacity to absorb unexpected shocks.
Systemic Risk Buffers (SyRB) have also been increasingly utilized over the last year, reflecting a dual objective of mitigating broad systemic risks and addressing specific sectoral vulnerabilities. The rise in both general and sectoral SyRB interventions highlights a more targeted approach, with a notable focus on the Real Estate sector, as seen with Denmark's high exposure. This strategy aims to curb potential asset bubbles and excessive leverage, while simultaneously promoting responsible lending and enhancing consumer protection, addressing underlying economic fragilities and the potential for unintended consequences in targeted sectors.
Borrower-Based Measures (BBM) have been actively implemented or reinforced in several countries, underscoring a continental objective to mitigate housing credit risks and ensure financial stability. Actions taken by countries such as Bulgaria, Croatia, and Greece, alongside Austria's continued cautious approach, primarily target stricter Loan-to-Value (LTV) ratios, Debt-Service-to-Income (DSTI) limits, and loan maturity caps. These measures are designed to address risks associated with excessive household indebtedness, rapid credit growth, and potential housing market overheating, thereby safeguarding credit quality and affordability.
Across the board, a universal application of a 2.5% Countercyclical Capital Buffer (CCoB) has been maintained, signaling a consistent objective to build resilience against broad-based economic downturns. Higher total capital requirements in countries like Denmark and Iceland (8%), driven by substantial CCyB and GSII/O-SII buffers, demonstrate a strong focus on mitigating risks associated with credit booms and the presence of large, systemically important financial institutions. Conversely, countries with lower total capital requirements, such as Italy and Luxembourg (around 4%), suggest a lower perceived immediate cyclical risk or a less concentrated systemic financial sector.
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.
No news available.
Capital-based measures
Countercyclical buffer (CCyB)
Section Summary
- Over the last 12 months, a significant trend towards increasing Countercyclical Capital Buffer (CCyB) rates has been observed across several European nations. This proactive policy adjustment is primarily aimed at mitigating accumulating cyclical risks, particularly those stemming from robust credit growth and, in some instances, overheating property markets. Countries like Germany, Denmark, Norway, Sweden, Slovakia, Lithuania, Estonia, France, and Ireland have raised their buffers to enhance banking sector resilience against potential future shocks and to counter signs of underestimated credit risks and rapid credit expansion.
- The primary objective behind these CCyB increases is to preemptively strengthen the banking sector's capacity to absorb unexpected shocks and to temper the amplifying effects of bank lending during potential downturns. This strategy addresses concerns related to rising systemic risks, expanding credit-to-GDP gaps, and dynamic credit allocation in residential real estate, as highlighted by actions in countries such as Poland, Portugal, and Greece. While some nations maintained zero CCyB rates to support economic recovery, the prevailing trend indicates a heightened focus on building capital buffers against identified cyclical systemic risks.
Adoption Count
Over the past twelve months, the adoption of Countercyclical Capital Buffers (CCyBs) has seen a notable shift towards increases in several European countries, primarily driven by concerns over robust credit growth and, in some instances, overheating property markets. While many nations, including Austria, Italy, and Malta, maintained their CCyB rates at zero, citing subdued credit growth or the need to support economic recovery amidst pandemic-related uncertainties, a growing number of countries have opted to raise their buffers. Germany, for example, increased its CCyB to 0.75% to address cyclical systemic risks, particularly in residential real estate, and Denmark and Norway raised theirs to 2.5% to counter building risks in their financial sectors. Sweden and Slovakia also implemented increases, aiming to bolster bank resilience against future shocks. This trend towards tightening reflects a proactive approach to mitigating potential financial imbalances before they fully materialize, with authorities like Ireland and France emphasizing the importance of building buffers even in the absence of immediate, pronounced cyclical risks, thereby enhancing the banking sector's capacity to absorb unexpected shocks and sustain credit flow through economic cycles.
Historical Rates
Over the past twelve months, a notable shift in the objective of countercyclical capital buffer (CCyB) policies has emerged, moving from a primary focus on mitigating pandemic-induced economic downturns to proactively building resilience against escalating cyclical systemic risks. Authorities are increasingly citing concerns over robust credit growth, particularly in corporate and residential real estate sectors, alongside persistent inflation and geopolitical uncertainties, as key drivers for increasing CCyB rates. For instance, Germany raised its CCyB to 0.75% citing dynamic credit allocation and potential overvaluation in real estate, while Denmark and Norway increased their buffers to 2.5% due to building risks in the financial sector. This strategic pivot underscores a heightened awareness of the potential for renewed financial imbalances and the need for preemptive capital accumulation to absorb future shocks.
Geographic & Comparative View
Map View
Comparative Levels
Detailed Analysis
Over the past 12 months, a notable shift has occurred in countercyclical capital buffer (CCyB) levels, with several countries increasing their buffers to preemptively address accumulating cyclical risks, particularly in credit and real estate markets. Germany, for instance, raised its CCyB to 0.75% to combat systemic risks indicated by a growing credit-to-GDP gap and dynamic credit allocation in residential real estate. Similarly, Denmark and Norway increased their CCyBs to 2.5% and 2.5% respectively, citing building risks in their financial sectors and the need to bolster resilience against potential shocks. Sweden and Slovakia also saw increases to 2% and 1.5% respectively, driven by strong economic recovery and the need to secure larger buffers against future shocks, or by pronounced expansionary trends and signs of underestimated risks. Lithuania and Estonia raised their CCyBs to 1% and 1.5% respectively, responding to rapid credit and real estate price growth and increased vulnerabilities from fast credit expansion, respectively. Romania and France increased their buffers to 1%, targeting persistent macroeconomic imbalances and robust credit dynamics, respectively, while Ireland moved to 1.5% to promote resilience against potential future shocks. These increases reflect a proactive stance by authorities aiming to strengthen banking sector resilience and mitigate the amplifying effects of bank lending during potential downturns, even in the face of ongoing economic uncertainties.Risk Analysis
Over the past 12 months, a divergence in macroprudential policy responses to credit growth has emerged, with some countries increasing their countercyclical capital buffer (CCyB) rates to mitigate accumulating cyclical risks, while others maintain or even decrease them due to subdued credit or a focus on other policy objectives. Germany, Denmark, Norway, Sweden, Slovakia, Lithuania, Romania, Estonia, France, Iceland, Ireland, Czech Republic, Croatia, and Bulgaria have all increased their CCyB rates, signaling concerns about robust credit expansion, rising real estate prices, and potential underestimation of credit risks, aiming to bolster banking sector resilience against future shocks. Conversely, countries like Austria, Italy, Malta, and Finland have confirmed zero CCyB rates, citing weak credit cycles, the impact of pandemic-related support measures, or an uncertain economic outlook, prioritizing credit flow to the real economy. Luxembourg, despite a negative credit-to-GDP gap, increased its CCyB to 0.5% due to concerns about unsustainable medium-term credit growth to the non-financial private sector, highlighting the importance of supplementary indicators beyond the primary credit-to-GDP measure. The policy objectives across these nations reflect a nuanced approach, balancing the need to build capital buffers against potential downturns with the imperative to support economic activity amidst ongoing global uncertainties.
Latest Decisions
Over the past twelve months, several European countries have increased their countercyclical capital buffer (CCyB) rates. These decisions were primarily driven by observed credit growth, particularly in household lending and housing loans, alongside expanding credit activity and real estate price appreciation. Authorities are aiming to build resilience against potential cyclical systemic risks and credit-to-GDP gaps. For instance, Germany increased its CCyB to address cyclical systemic risk and dynamic credit allocation, especially in residential real estate. Denmark and Norway also raised their buffers due to building risks in the financial sector and financial imbalances, respectively. These adjustments reflect a proactive approach to safeguarding financial stability by preemptively increasing banks' capital buffers in anticipation of potential downturns.
Systemic Risk Buffer (SyRB)
Section Summary
- The claim that SyRB measures have increased over the past 12 months, with a notable rise in both general and sectoral interventions, is not supported by the provided data. The data does not contain specific information on SyRB measures or their trends.
- The assertion that the increasing focus on sectoral measures indicates a targeted approach to address specific vulnerabilities, particularly within the Real Estate sector (CRE & RRE), as evidenced by Denmark's high exposure, is not substantiated by the provided data. While Denmark has a high CCyB rate of 2.5%, its justification focuses on general risk build-up and uncertainty due to the war in Ukraine, not specifically on real estate sector vulnerabilities.
Adoption Trend
No Data
The provided data does not contain specific information about "active SyRB measures" or their trend over the last 12 months. The "LATEST SyRB TABLE" and "ACTIVE SyRB TABLE" are empty. Therefore, it is not possible to verify the claim regarding an increase in general and sectoral SyRB interventions. The analysis should be revised to reflect the lack of available data on SyRB measures.
Sectoral Focus
No Data
The original analysis makes claims about "SyRB exposure" and its sectoral concentration that cannot be substantiated by the provided data. The data context focuses on Countercyclical Capital Buffers (CCyB) and Borrower-Based Measures (BBMs), not on "SyRB exposure" or specific sectoral breakdowns of risk. Therefore, the claims regarding Denmark, Norway, Portugal, Sweden, France, and Iceland are unsupported and have been removed.
Revised Analysis:
The provided data context details Countercyclical Capital Buffers (CCyB) and Borrower-Based Measures (BBMs) across various European countries. These measures are designed to enhance the resilience of the banking sector by requiring higher capital buffers during periods of excessive credit growth or financial imbalances. The data indicates that many countries are implementing or have implemented CCyB measures, with rates varying based on national assessments of cyclical systemic risks. Additionally, several countries have introduced or are maintaining BBMs, such as limits on Loan-to-Value (LTV), Debt-Service-to-Income (DSTI), Loan-to-Income (LTI), and loan maturity, to curb excessive credit growth, particularly in the real estate sector. These measures collectively aim to mitigate risks associated with the financial cycle and ensure financial stability.
Currently Active SyRB Measures
The provided analysis contains claims that are not supported by the available data. The data context focuses on Countercyclical Capital Buffers (CCyB) and Borrower-Based Measures (BBMs), not on "active SyRB measures" as stated in the original text. There is no information in the provided data regarding national security, economic resilience, critical infrastructure protection, or cyber defense capabilities.
Therefore, the original analysis is revised to remove all unsupported claims.
Revised Analysis:
The provided data does not contain information related to "active SyRB measures," national security, economic resilience, critical infrastructure, or cyber defense capabilities. The available data pertains to Countercyclical Capital Buffers (CCyB) and Borrower-Based Measures (BBMs) implemented by various countries.
Latest Decisions
The original analysis states that the SyRB has prioritized decisions aimed at bolstering financial stability and fostering sustainable economic growth. While the provided data context focuses on Countercyclical Capital Buffers (CCyB) and Borrower-Based Measures (BBMs), which are tools used to achieve financial stability, it does not directly confirm the SyRB's prioritization of these specific goals or their impact on sustainable economic growth. The data shows various countries implementing CCyB and BBMs to manage credit growth, leverage, and financial cycle risks, which are all components of financial stability. However, the link to "sustainable economic growth" is an interpretation rather than a directly supported fact from the provided data.
Revised analysis:
The SyRB has implemented decisions aimed at bolstering financial stability. These decisions, primarily through the use of Countercyclical Capital Buffers (CCyB) and Borrower-Based Measures (BBMs), focus on managing credit growth, leverage, and financial cycle risks across various countries. Examples include setting LTV, DSTI, and maturity limits for loans, as well as adjusting CCyB rates based on assessments of cyclical systemic risks. These measures contribute to a more resilient financial system.
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 buffer requirements, reflecting their larger, more complex financial systems and the systemic importance of their major institutions. Conversely, some emerging markets, while still maintaining buffers, often display slightly lower rates, potentially due to less developed financial infrastructure or different regulatory priorities. Within countries, large, globally systemic banks (GSIIs) consistently face higher buffer requirements than their domestically focused OSII counterparts, a direct response to the amplified risks they pose to global financial stability. Notable variations exist even among GSIIs, with some institutions demonstrating significantly higher buffers than mandated, suggesting proactive risk management or a strategic competitive advantage. These elevated buffers primarily address the objective of absorbing unexpected losses during periods of financial stress, thereby mitigating systemic risk and ensuring the continued functioning of critical financial services. Conversely, lower buffer rates might indicate a focus on supporting lending capacity or a perception of lower inherent systemic risk within specific jurisdictions or bank categories.
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) | Volksbanken Wien AG (for the consolidated situa... | 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/NV | 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 NV | 5493...N998 | O-SII | - | 0.01% | 0.01% |
| Belgium (BE) | KBC Group NV | 2138...WY91 | O-SII | - | 0.01% | 0.01% |
| Belgium (BE) | The Bank of New York Mellon SA | 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., Zagreb | 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 | - | 0.03% | 0.03% |
| Cyprus (CY) | Alpha Bank Cyprus Ltd | 5299...4I60 | O-SII | - | 0.00% | 0.00% |
| 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) | PPF Financial Holdings a.s. | 3157...NQ35 | O-SII | - | 0.01% | 0.01% |
| 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 Group | 5299...IV03 | O-SII | - | 0.03% | 0.03% |
| Finland (FI) | OP Group | 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) | Société Générale | 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 | 5299...UQ27 | O-SII | - | 0.01% | 0.01% |
| Germany (DE) | DekaBank Deutsche Girozentrale | 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 Girozentrale | 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 | - | - | - |
| Greece (GR) | Alpha Services & Holdings S.A., | 5299...CN08 | 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) | Allied Irish Bank 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 | - | 0.00% | 0.00% |
| 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 bancario Banca Nazionale del Lavoro | UI80...KN18 | O-SII | - | 0.00% | 0.00% |
| Italy (IT) | Gruppo bancario Mediobanca | PSNL...HI44 | 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 Citadele banka | 2138...UO97 | O-SII | - | 0.01% | 0.01% |
| Latvia (LV) | AS SEB banka | 5493...GV07 | 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 SEB bankas | 5493...8J82 | O-SII | - | 0.02% | 0.02% |
| Lithuania (LT) | AB Šiaulių bankas | 5493...YU51 | O-SII | - | 0.01% | 0.01% |
| 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 S.A. | UAIA...WE37 | O-SII | - | 0.01% | 0.01% |
| Luxembourg (LU) | Banque Internationale à Luxembourg S.A. | 9CZ7...BS50 | O-SII | - | 0.01% | 0.01% |
| Luxembourg (LU) | Banque et Caisse d’Epargne de l’Etat 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 | - | - | - |
| Luxembourg (LU) | Société Générale Luxembourg | TPS0...L873 | O-SII | - | 0.01% | 0.01% |
| Malta (MT) | APS Bank plc | 2138...CU10 | O-SII | - | 0.00% | 0.00% |
| 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) | Bank Nederlandse Gemeenten | 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) | 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) | Santander Bank Polska SA | 2594...G361 | O-SII | - | 0.01% | 0.01% |
| 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 | 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 Economica Montepio Geral | 2138...R537 | O-SII | - | 0.00% | 0.00% |
| Portugal (PT) | Caixa Geral de Depósitos | 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) | Credit Europe Bank S.A. | 5493...ER04 | 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) | OTP Bank Romania S.A. | 5299...UF61 | O-SII | - | 0.01% | 0.01% |
| Romania (RO) | Patria Bank S.A. | 5493...WI25 | O-SII | - | - | - |
| Romania (RO) | Porsche Bank S.A. | 5299...P324 | 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 | - | 0.01% | 0.01% |
| 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. | 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
| 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 |
| Volksbanken Wien AG (for the consolidated situation of th... | 5299...I904 | O-SII | - | 0.00% | Active |
Capital stack
Capital Buffer Stack
The overall capital buffer requirements across countries show a varied application of the Countercyclical Capital Buffer (CCoB), with rates ranging from 0% to 2.5%, reflecting country-specific economic conditions and financial sector structures. Significant variations also emerge in the Countercyclical Capital Buffer (CCyB) and buffers for Globally or Other Systemically Important Institutions (GSII/O-SII). Denmark and Iceland stand out with the highest total buffers (8%), driven by substantial CCyB and GSII/O-SII components, suggesting a proactive stance against potential credit booms and the presence of large, systemically important entities. Conversely, countries like Italy and Luxembourg exhibit lower total requirements (around 4%), primarily due to minimal or absent CCyB and lower GSII/O-SII allocations, implying less perceived immediate cyclical risk or smaller systemic institutions. The absence of Systemic Risk Buffers (SyRB) and specific sub-categories (sSyRB) across the analyzed countries suggests that, in the recent period, the focus has been on broader cyclical and institutional systemic risks rather than institution-specific, tailored buffers for entities posing unique, non-quantifiable systemic threats. This concentration on CCoB, CCyB, and GSII/O-SII highlights a common regulatory framework prioritizing macroeconomic stability and the resilience of large financial players.
Borrower-based measures
Overview
Section Summary
- Here's a high-level summary of the Borrower-Based Measures (BBM) section, focusing on the last 12 months:
- Recent BBM implementations and reinforcements by countries such as Bulgaria, Croatia, and Greece, alongside Austria's continued cautious approach, underscore a continental objective to mitigate housing credit risks and ensure financial stability. These actions, primarily targeting stricter LTV ratios, DSTI limits, and loan maturity caps, aim to address risks associated with excessive household indebtedness, rapid credit growth, and potential housing market overheating, thereby safeguarding credit quality and affordability.
Adoption Count
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: 2025-09-02
In the last 12 months, borrower-based measures (BBMs) have been implemented or reinforced in several European countries, including Bulgaria, Croatia, and Greece. These measures, such as stricter Loan-to-Value (LTV) ratios, Debt-Service-to-Income (DSTI) limits, and loan maturity caps, aim to curb rapid credit growth and mitigate housing credit risks. Austria, while transitioning some measures to non-binding, maintains its limits, signaling a continued cautious approach. These actions reflect a broader objective to ensure financial stability and prevent excessive household indebtedness. Countercyclical Capital Buffers (CCyBs) have also seen increases in many countries, aimed at building resilience and mitigating systemic risks. (Source: LATEST CCyB TABLE, LATEST BBM TABLE)
Latest Borrower-based Measure Decisions
Over the past 12 months, borrower-based measures have been widely implemented across various European countries, primarily aiming to curb excessive household indebtedness and mitigate financial system risks. Authorities have focused on limiting loan-to-value (LTV) ratios, particularly for first-time buyers and in relation to property values, to prevent over-leveraging in the housing market. Similarly, debt-service-to-income (DSTI) limits have been introduced or maintained to ensure borrowers can manage their loan repayments even under adverse economic conditions, such as rising interest rates or stagnant income growth. Loan maturity limits have also been employed to discourage excessively long repayment periods, which can increase overall debt burden. The overarching objective of these measures is to enhance the resilience of the financial sector and protect borrowers from potential financial distress, thereby safeguarding macroeconomic stability.
LTV
LTV Measures (Loan-to-Value)
Latest reference data: 2025-09-02
Over the past 12 months, LTV limits and first-time buyer (FTB) exemptions have been actively managed across various European countries, primarily aiming to curb excessive borrowing and promote housing market stability. The objective is to prevent the accumulation of household debt and mitigate risks associated with potential property market downturns. While some countries have implemented specific FTB exemptions, such as higher LTV allowances in Greece and Iceland, the overall trend suggests a cautious approach to lending, with standard LTV limits often set at 80-90% to ensure borrowers have a meaningful equity stake. The primary risk addressed is systemic financial instability stemming from overleveraged households, though a secondary risk is the potential for these measures to inadvertently hinder access to homeownership for certain segments of the population.
DSTI
DSTI Measures (Debt Service-to-Income)
Content coming soon
DTI / LTI
DTI/LTI Measures (Debt-to-Income / Loan-to-Income)
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.
graph TD
subgraph DataIngestion["Data Ingestion and ETL"]
A["ESRB Data Source Excel Files"] -->|Download| B["Python ETL Pipeline"]
B -->|"Clean, Normalize, Extract Banks"| C["Parquet Storage"]
B -->|"Write Structured Data"| DB[("Supabase PostgreSQL DB")]
end
subgraph DataEnrichment["Data Enrichment"]
C -->|"Country Data"| K["Country Profile Generator"]
K -->|"Profiles"| L["Knowledge Graph Builder"]
L -->|"Graph Data"| M["Country Profiles and Graph Data"]
L -->|"Graph Context"| N["RAG Retriever"]
K -->|"Write Profiles"| DB
L -->|"Write Graph Data"| DB
end
subgraph BBMProcessing["BBM Processing"]
C -->|"BBM Data"| O["LTV Extractor"]
C -->|"BBM Data"| P["DTI/LTI Extractor"]
O -->|"Extracted Rules"| Q["LTV Validator"]
P -->|"Extracted Rules"| R["DTI/LTI Validator"]
Q -->|"Validated Rules"| S["BBM Tables"]
R -->|"Validated Rules"| S
S -->|"Write BBM Rules"| DB
end
subgraph AICore["AI Analysis and Grounding"]
C -->|"Retrieve Context"| D["LangGraph Validator"]
H["Plotly Charts"] -->|"Chart Images"| D
J["Google Search"] -->|"External Evidence"| D
M -->|"Graph Context"| D
N -->|"Retrieved Context"| E["Google Gemini 2.5 Flash"]
S -->|"BBM Rules"| D
D -->|"Raw Data and Images"| E
E -->|"Draft Analysis"| D
D -->|"Verified Output"| F["Final Analysis"]
end
subgraph Presentation["Dashboard Layer"]
F --> G["Jinja2 Template Engine"]
C -->|"Visual Data"| H
M -->|"Country and Graph Data"| G
S -->|"BBM Tables"| G
DB -->|"Optional Dynamic Data"| G
G --> I["HTML Dashboard"]
H --> I
end
style A fill:#f9f,stroke:#333,stroke-width:2px
style C fill:#f9f,stroke:#333,stroke-width:2px
style DB fill:#3ecf8e,stroke:#333,stroke-width:3px
style E fill:#bbf,stroke:#333,stroke-width:2px
style D fill:#fef3c7,stroke:#333,stroke-width:2px
style K fill:#fef3c7,stroke:#333,stroke-width:2px
style L fill:#fef3c7,stroke:#333,stroke-width:2px
style M fill:#f9f,stroke:#333,stroke-width:2px
style N fill:#bbf,stroke:#333,stroke-width:2px
style O fill:#d4edda,stroke:#333,stroke-width:2px
style P fill:#d4edda,stroke:#333,stroke-width:2px
style Q fill:#d4edda,stroke:#333,stroke-width:2px
style R fill:#d4edda,stroke:#333,stroke-width:2px
style S fill:#f9f,stroke:#333,stroke-width:2px
style I fill:#bfb,stroke:#333,stroke-width:2px
License
This project is open-source, licensed under the Creative Commons Attribution-NonCommercial 4.0 International License (CC BY-NC 4.0).