Credit Risk Data and Analytics for Market Infrastructure
Independent, bank-sourced credit consensus on clearing members, securities finance counterparts, collateral issuers and the wider network — including the private and unrated entities that traditional ratings rarely reach. Turn bank consensus into earlier, more defensible decisions.
The challenge
Central counterparties, exchanges, broker dealers, corporate treasuries, public-sector bodies and the partners that distribute credit data all sit on the same network — and all depend on a credit assessment of the entities around them. That assessment has rarely been harder to make.
Five constraints define the operating reality across the market infrastructure ecosystem:
- Patchy public ratings — external ratings are infrequent and often unavailable for subsidiaries, private members, non-bank participants and the corporates that increasingly populate clearing, trading and securities finance networks.
- Noisy market indicators — CDS spreads and equity-implied signals can be pro-cyclical and unreliable in exactly the stress periods when accurate credit information matters most.
- Independent benchmarks needed for internal models — supervisors and risk committees increasingly expect external reference points to validate internal credit assessments, model calibrations and stress assumptions.
- Cross-membership and correlated exposures — participants operate across multiple venues, banks and counterparts; correlated deterioration is difficult to detect early without a network-wide view.
- Opaque second-order dependencies — parent group support risk, sovereign linkages, funding and liquidity dependencies often sit outside what any single rating captures.
The result is a persistent balancing act, shared across very different institutions: acting early enough to contain risk without reacting so bluntly that participation, liquidity or commercial relationships are unnecessarily constrained.
How Credit Benchmark can help you?
Credit Benchmark is the world’s largest source of bank-contributed credit consensus data, drawn from the internal credit views of 40+ contributing banks — including roughly half of the world’s Global Systemically Important Banks (G-SIBs). Those views are aggregated and anonymized into independent Credit Consensus Ratings (CCRs) and probability of default (PD) estimates on 125,000+ corporates, financial institutions, funds, sovereigns and non-bank counterparties — most of which carry no rating from a traditional agency.
For the market infrastructure ecosystem, the data turns bank consensus into earlier, more defensible decisions. The same independent credit reference point that banks build into their own internal frameworks now sits across CCP risk management, intermediary counterparty oversight, corporate treasury, public-sector surveillance and partner platforms — refreshed weekly, supported by a four-level look-through framework (entity, parent, sovereign and aggregate) and underpinned by consensus coverage of around three-quarters of clearing members across 40+ named CCPs globally.
Who we serve
Market infrastructure is not a single client type. A central counterparty, a broker dealer, a corporate treasury, a finance ministry and a data partner face very different problems — so rather than group by use case, the sections below address each client type in turn, and the specific ways it puts Credit Benchmark consensus data to work. All five rely on the same independent, bank-sourced credit view of the wider network.
How teams use Credit Benchmark
CCPs and Exchanges
Set margin, limits and default fund policy with confidence — independent consensus credit views on every clearing member, parent group and sovereign linkage, including the private and unrated names where public data runs out.
CCPs, exchanges and clearing houses make decisions that ripple far beyond their own balance sheets: margin calls, exposure limits, default fund adequacy, member onboarding and continued participation. Each rests on a credit assessment, and each comes under scrutiny from internal risk committees, member representation and supervisors. Where the underlying credit information is delayed, incomplete or absent — particularly for private, unrated or structurally complex members — the risk function is left choosing between acting too late and acting too bluntly.
Credit Benchmark provides the independent, externally sourced reference that closes that gap, with a network-wide perspective on every clearing member, parent group and sovereign linkage that matters.
How CCPs and exchanges use Credit Benchmark
- Independent validation of internal credit models — strengthen committee decisions and supervisory dialogue with an external reference point that complements internal model validation and calibration.
- Earlier identification of emerging member risk — consensus movements often reveal shifts in credit perception ahead of rating actions or defaults, enabling early adjustments to margin and stress assumptions during contagion, sovereign stress or correlated member weakness.
- Member onboarding and continued participation — bring an independent peer benchmark into onboarding and periodic reviews, with improved visibility into private, non-bank and structurally complex participants that traditional ratings rarely reach.
- Stress testing and default fund sizing — calibrate single-name and sector-wide deterioration scenarios (for example, European banks under stress) with historical CB transition matrices and aggregate indices, supported by explicit four-level look-through.
- Sponsored member oversight — for Sponsoring Members carrying compliance and ‘vouching’ responsibilities under rules such as the FICC Government Securities Division Rulebook (Rule 3A), Credit Benchmark provides the independent credit view needed to monitor sponsored members on an ongoing basis.
- Network-wide clearing member coverage — independent consensus ratings on roughly three-quarters of clearing members across 40+ named CCPs globally, including CME, ICE Clear, LCH, Eurex, DTCC, ASX, HKEX and SGX.
- Cleared securities finance — for venues offering or developing cleared securities financing models, network-wide credit data on borrowers, beneficial owners and collateral issuers supports Basel End Game capital-efficiency arguments and member risk decisions.
Four-level look-through risk framework
The most damaging credit events rarely come from a single name in isolation — they come from second-order effects: correlated deterioration across members, shared parent dependencies, sovereign stress and liquidity contagion. Credit Benchmark supports credit intelligence at entity level (member monitoring, eligibility, margin add-ons), parent level (group support risk and contagion across subsidiaries), sovereign level (wrong-way risk and correlated domestic stress) and aggregate level (concentration monitoring and correlated default scenarios for stress testing and default fund sizing).
Case study in brief: Canadian Derivatives Clearing Corporation (CDCC)
The Canadian Derivatives Clearing Corporation (CDCC) — the wholly-owned subsidiary of the Montréal Exchange and the only integrated CCP in North America clearing futures, options and options on futures — uses Credit Benchmark to harmonize credit assessment across its clearing member network, with particular value on private and unrated entities.
“Credit Benchmark’s data has contributed directly to strengthening our ability to manage counterparty risk and enhancing internal reporting, leading to more confident, proactive risk decisions.”
Vladimir Levtsun, Acting Director, Financial Resilience Risk, CDCC
Outcomes
Earlier identification of emerging member risk, fewer blind spots in member monitoring, defensible default fund and stress assumptions, stronger risk committee and supervisory dialogue, and the confidence to act proportionately before stress becomes systemic.
Want to see Credit Benchmark in action?
Schedule a short 30 minute demo and let our team walk you through the platform, demonstrate key capabilities, and answer any questions live.
Broker-Dealers, Market-Makers & Intermediaries
Risk-differentiate an increasingly opaque counterparty universe — hedge funds, non-banks, fintechs and trading firms — with consensus ratings sourced from the banks that already face these names on their own balance sheets.
Broker-Dealers, Market-Makers & Intermediaries : Know every counterpart the desk faces — not just the rated ones
Broker dealers, market-makers and other intermediaries face a counterparty universe that has grown more diverse and more opaque in equal measure. Hedge fund clients, non-bank participants, fintech and crypto-native firms, regional broker dealers and trading firms now sit alongside the large bank-owned counterparts that historically dominated the flow. Traditional ratings cover only a fraction of that universe — and the long-standing assumption that all counterparts can be treated equally is becoming harder to defend.
Credit Benchmark provides independent Credit Consensus Ratings across the full counterparty universe, drawn from the credit views of the very banks that face these counterparts on their own balance sheets.
How intermediaries use Credit Benchmark
- Counterparty selection and credit committee support — sharpen counterparty selection across hedge fund clients, prime brokerage relationships and dealer-to-dealer flow, and strengthen internal credit committee decisions with an external benchmark on the banks, brokers and funds the desk faces daily. For smaller firms without the budget for a dedicated credit analyst, Credit Benchmark also serves as an accessible, independent check on counterparty risk.
- Securities finance onboarding and monitoring — independent Credit Consensus Ratings on borrowers, beneficial owners, broker dealers and agent counterparts, including the substantial unrated population that traditional ratings miss.
- Indemnification pricing and risk transfer — bring counterparty-level credit consensus into indemnification pricing so the premium reflects the disparate creditworthiness of borrowers, rather than pricing on a flat basis.
- Allocation algorithms — overlay creditworthiness on agent lender allocation logic so business is directed in a way that reflects both fiduciary obligations and the credit risk profile of the underlying counterparts.
- Collateral risk management — decide which assets qualify as collateral and monitor the deterioration of collateral issuers using Credit Benchmark issue ratings (available via Bloomberg) and 130,000+ bond and loan ratings.
- Sell-side advisory, research and business development — equip research, idea generation and client coverage with consensus credit views on names that carry no agency rating, extending the credit story the desk can tell its clients.
- Concentration and capital-efficient client management — sector indices and correlation matrices surface accumulation risk across borrowers and beneficial owners, supporting risk-sensitive, capital-efficient client management as Basel End Game reshapes the economics of intermediation.
Outcomes
Defensible counterparty decisions backed by an independent peer benchmark, network-wide visibility on counterpart credit quality including the private and unrated names, risk-sensitive pricing and allocation aligned with creditworthiness, and a credible credit foundation as the industry adapts to Basel End Game and the next generation of cleared models.
Want to see Credit Benchmark in action?
Schedule a short 30 minute demo and let our team walk you through the platform, demonstrate key capabilities, and answer any questions live.
Corporates
Monitor bank, counterparty and supply chain credit risk with the consensus view of leading banks — covering the private and unrated names that dominate most corporate networks.
Corporate treasury and supply chain teams carry real credit risk without the dedicated infrastructure a bank brings to it. Corporate cash and undrawn credit lines sit with banks whose own credit profile matters; derivatives hedges depend on counterparty strength; and along the supply chain, the failure of a key supplier or customer cascades operationally and through working capital long before it shows up in a public rating — if the counterpart is rated at all.
Credit Benchmark gives corporates the consensus view of the world’s leading banks on exactly these names, including the private and unrated counterparts that dominate most corporate networks.
How corporate treasury and supply chain teams use Credit Benchmark
- Bank and counterparty oversight — independent visibility on the banks holding corporate cash, providing credit lines and supplying derivatives hedges, including the regional and non-G-SIB names where agency coverage is thinnest.
- Treasury credit policy — bring the consensus view of leading banks into treasury credit policy, limit-setting and periodic counterparty reviews.
- Supply chain credit monitoring — apply consensus credit signals to suppliers and key vendors where credit failure cascades operationally, supporting earlier intervention and contingency planning.
- Customer concentration and working capital — monitor the credit health of major customers whose deterioration drives receivables and working-capital risk.
- Securities lending and collateral — for corporate treasuries active in securities lending or collateral management, independent ratings on borrowers, collateral issuers and the counterparts holding the corporate’s securities. This applies directly to commodity trading houses, which routinely assess the credit quality of suppliers, offtakers and trading counterparts — many of them unrated — across physical and financial trades.
Outcomes
Independent, bank-sourced visibility on banks, suppliers and customers, earlier warning of counterparty and supply chain deterioration, better-supported treasury credit policy, and a credible reference point for names that would otherwise be invisible to a corporate credit process.
Want to see Credit Benchmark in action?
Schedule a short 30 minute demo and let our team walk you through the platform, demonstrate key capabilities, and answer any questions live.
Governments & Supranationals
Inform supervision, reserves management and public lending programs with peer-sourced credit signals on the emerging-market, non-bank and private names traditional agencies don't cover.
Supranationals, governments and state entities form credit views in service of public objectives: monitoring financial stability, supervising regulated institutions, managing reserves, and underpinning the lending, guarantee and development finance programs that direct public money. Those views increasingly need to reach counterparts and exposures that traditional agencies do not cover — emerging-market entities, non-bank participants and the private corporates and financials that dominate real-economy programs.
Credit Benchmark provides independent, peer-sourced credit signals across that universe, drawn from the internal views of the world’s leading banks.
How public-sector bodies use Credit Benchmark
- Macro-financial surveillance and policy analysis — apply independent, peer-sourced credit signals to surveillance of the financial system and the credit assumptions underpinning policy analysis, where unrated exposures dominate.
- Supervisory work — bring an external, aggregate benchmark into the supervision of regulated institutions and the review of their internal credit models.
- Reserve management and sovereign activity — independent credit oversight on the counterparts to central bank reserve management, sovereign repo and securities lending, including emerging-market and non-bank counterparts that fall outside agency coverage.
- Public-sector lending, guarantee and development finance — support the credit assumptions underpinning public lending, guarantee and development finance programs with consensus ratings on the corporates, financials and sovereigns those programs reach.
Outcomes
Independent credit signals for surveillance, supervision and policy work, visibility on the unrated and emerging-market exposures that public programs increasingly carry, and a credible external benchmark for the credit assumptions behind public-sector financing.
Want to see Credit Benchmark in action?
Schedule a short 30 minute demo and let our team walk you through the platform, demonstrate key capabilities, and answer any questions live.
Partnerships & Distribution Channels
Extend your platform's credit coverage into the private and unrated universe no agency feed can serve — through redistribution, embedded or derived-data partnership models.
Partnerships & Distribution Channels : Extend your platform's credit coverage into the unrated universe
For pass-through partners, derived-data providers, sell-side research desks and analytics vendors, the value of Credit Benchmark is reach. Consensus ratings extend the credit coverage of a partner platform into the private and unrated entities that no agency feed can serve — the same names that increasingly populate the networks their own users care about.
Credit Benchmark works with partners across several models, from straightforward redistribution to embedded and derived analytics.
How partners use Credit Benchmark
- Pass-through and redistribution — embed Credit Benchmark consensus ratings directly into partner platforms, securities finance systems, agent lender tools and collateral management workflows, extending coverage into the unrated universe their users face.
- Referrals — connect clients who need independent credit consensus with Credit Benchmark through referral relationships.
- Derived data — build derived analytics, indices and signals on top of Credit Benchmark consensus data, subject to the relevant data agreements.
- Sell-side advisory, research and business development — incorporate consensus credit views into sell-side research and analytics products, strengthening the credit content partners can offer their own clients.
Outcomes
Broader credit coverage for partner platforms and their users, differentiated content built on an independent, bank-sourced consensus, and a route to the unrated entities that traditional rating feeds cannot reach.
Want to see Credit Benchmark in action?
Schedule a short 30 minute demo and let our team walk you through the platform, demonstrate key capabilities, and answer any questions live.
Why Credit Benchmark?
Turn bank consensus into earlier, more defensible decisions
Credit Benchmark aggregates the internal credit views of 40+ of the world’s leading banks into an independent, externally sourced consensus on the same names that sit on your network. The result: a peer benchmark that strengthens committee decisions, supports supervisory dialogue and gives risk teams the confidence to act before stress becomes systemic.
Cover the unrated and structurally complex names traditional ratings miss
Most of the corporates, broker dealers, sponsored members, suppliers and non-bank participants populating modern markets carry no rating from a traditional agency. Credit Benchmark is built for that universe.
Network-wide view with four-level look-through
Entity, parent, sovereign and aggregate views support the kind of look-through analysis that single-name ratings cannot — exactly what risk committees and supervisors increasingly expect.
Built for five client types across the market infrastructure ecosystem
- CCPs, exchanges and clearing houses — independent credit intelligence for member oversight, default fund sizing and supervisory dialogue.
- Broker-dealers, market-makers and intermediaries — counterparty and client credit data across prime brokerage, securities financing and intermediation flow.
- Corporates — independent ratings on banks, suppliers, customers and the wider counterparty network for treasury and supply chain credit decisions.
- Governments and supranationals — network-wide credit data for macro-financial surveillance, supervision, policy analysis and public-sector lending programs.
- Partnerships and distribution channels — pass-through, referral, derived-data and sell-side partners extending credit coverage into the unrated universe.
Ready to strengthen your network risk decisions?
Book a demo and we’ll show you how much of your member base, counterparty network, treasury exposures or partner platform is already covered by the Credit Benchmark consensus, and the consensus view on your network, within days.
Want to see Credit Benchmark in action?
Schedule a short 30 minute demo and let our team walk you through the platform, demonstrate key capabilities, and answer any questions live.