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Over 40 contributing banks submit PD data to Credit Benchmark on a regular cadence. Submissions include obligor-level 1-year through-the-cycle (TTC) PDs linked to internal ratings for senior unsecured exposure in the wholesale/commercial book. We work with each contributor during onboarding to map their files into the core data elements needed for processing and validation.

Submission Process

Contributors deliver updates at least once per month:
1

Prepare Submission

Each delivery contains a current snapshot of risk assessments and the core context needed for consensus calculation:
  • Latest 1-year TTC PD estimates linked to internal ratings
  • Coverage across Corporates, Governments, Funds, and Financials
  • Scope limited to senior unsecured exposure in the commercial/wholesale book
  • Agreed data fields and entity identifiers required for processing
2

Submit Data

Banks deliver through Credit Benchmark’s secure production channels — browser-based CB Secure or automated SFTP. Where needed, CB can connect to a client’s existing secure portal or file transfer process agreed during onboarding.
3

Validation

Submissions undergo automated and manual checks as part of our Data Validation process to ensure data quality and consistency.

Delivery Options

Delivery MethodTypical Use Case
CB SecureManual upload via web browser
SFTPAutomated or scheduled file transfer
Client-managed portal or SFTPCB connects to a client’s existing secure delivery process

Data Collection Scope

Standardized risk measures and entity identifiers to support consensus calculations.
Data CategoryDetails
Entity IdentifiersLegal name, country, identifiers (e.g., LEI where available)
Risk Measures1-year TTC PD, internal rating, and as-of date
Model InformationModel or scorecard identifier used to produce the PD
FirmographicsEntity type and sector/industry classification
We do not collect sensitive operational details or underlying credit analysis inputs.
Data CategoryDetails
Facility InformationTerms, collateral schedules, covenants
Exposure DataLoan size, limits, utilizations
Underlying InputsFinancial statement inputs or raw borrower financials

PD Acceptance Criteria

RequirementDescription
TypeObligor-level 1-year through-the-cycle (TTC) PDs
ExposureSenior unsecured exposure in wholesale/commercial book
GovernanceProduced under bank’s model governance and linked to internal ratings
StandardAligned to regulated TTC conventions (e.g., Basel capital PD or jurisdictional equivalent)
TypeReason
System-generated PDsWithout governed model output or analyst approval
Facility-level PDsCollateralized or asset-backed PDs
Retail PDsPersonal consumer PDs and products
Point-in-time PDsScenario/stress-only PDs that don’t reflect TTC standards

Entity Concordance

The consensus process begins with entity resolution — ensuring submissions from multiple banks are matched to the same underlying legal entity before any calculations are performed. This is supported by a dedicated team of 25+ specialists combining contributor-supplied identifiers with commercial reference data, public registries, and country-specific databases. The matching process:
  • Prioritises direct identifiers such as LEI and ticker where available
  • Handles naming variations such as “Apple Inc” versus “Apple INC US”
  • Cross-checks multiple reference sources before assigning a match
  • Assigns one CBId per entity for downstream consensus processing
Example: resolving Apple Inc. across four banks
BankSubmitted NameIdentifier Provided
Bank A”Apple Inc”LEI
Bank B”Apple INC US”LEI
Bank C”Apple Inc. (US)“Ticker: AAPL
Bank D”APPLE INC”None
When identifiers are present we align deterministically. When absent, we review names and supporting reference data before resolving to a single CBId. Once entities are resolved, CB assigns its own industry classifications using our Industry Classification methodology.

Security and Compliance

Credit Benchmark is certified to the following standards:
  • ISO 27001:2022 — Information Security Management System
  • SOC 2 Type 2 — Security, Availability, and Confidentiality controls
  • SOC 2 Type 1 — Security, Availability, and Confidentiality controls
  • ISO 27017 — Cloud Security Controls
For up-to-date information on security controls and regulatory certifications, visit our Security and Compliance page.