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Credit Benchmark calculates distribution metrics on contributed 1‑year TTC PD estimates to assess the spread, shape, and quality of the consensus for each entity — including how much agreement exists among contributors and whether views are systematically skewed in one direction.

Calculated Fields

Shows how contributed bank views distribute across the CB rating scale. Contributed PDs are mapped to CB rating buckets using the Rating Scale.CCRMin — the minimum rating in the distribution, derived from the maximum contributed PD:CCRMin=f(max(PDi))\text{CCRMin} = f(\max(PD_i))CCRMax — the maximum rating, derived from the minimum contributed PD:CCRMax=f(min(PDi))\text{CCRMax} = f(\min(PD_i))f(PD)f(PD) is the rating scale mapping function returning a notch index.CCRMin Notch and CCRMax Notch are the numeric equivalents of these fields — the integer position on the 21‑point scale rather than the rating label.
Relative dispersion of contributed PDs for an entity — a measure of how much agreement exists among contributing banks.CCRRSD=σPDμPD\text{CCRRSD} = \frac{\sigma_{PD}}{\mu_{PD}}
  • σPD\sigma_{PD} = Standard deviation of contributed PD estimates
  • μPD\mu_{PD} = Mean of contributed PD estimates
Lower values indicate higher agreement. Published rounded to 1 decimal place.
Asymmetry of the contributed PD distribution — measures whether bank views are tilted relative to the consensus.CCRSkew=1ni=1n(PDiμPDσPD)3\text{CCRSkew} = \frac{1}{n} \sum_{i=1}^{n} \left(\frac{PD_i - \mu_{PD}}{\sigma_{PD}}\right)^3
  • PDiPD_i = Individual bank PD estimate
  • μPD\mu_{PD} = Mean of contributed PD estimates
  • σPD\sigma_{PD} = Standard deviation of contributed PD estimates
  • nn = Number of contributing banks
Published only when |CCRSkew| ≥ 0.5. Values in (−0.5, 0.5) are not displayed.
Categorical indicator derived from unrounded CCRRSD.
LevelCCRRSD RangeMeaning
High< 0.6Strong consensus; high confidence in the CCR
Medium0.6 – 1.1Moderate consensus with some variation
Low≥ 1.1Significant disagreement; higher uncertainty in the CCR
Categorical indicator derived from unrounded CCRSkew.
LevelCCRSkew RangeMeaning
Optimistic< −1Banks tend toward lower PDs than the consensus
Balanced−1 to 1.6Distribution balanced around the consensus
Pessimistic≥ 1.6Banks tend toward higher PDs than the consensus