RiskBowl Live - Wholesale Credit Risk Modelling Roundtable - Insights
-
RiskBowl Live - Wholesale Credit Risk Modelling Roundtable
London, 30th June
The inaugural session of our Oliver Wyman-moderated RiskBowl Live series brought together senior risk and modelling practitioners from the UK's largest banks. It was well-received by the attendees, which also included our guest attendee, Colin Jennings (senior ex-PRA, industry practitioner).
The discussion covered the finer points of current industry trends and practices of wholesale credit risk modelling, from more the general points, such as supervisory interactions, scales of IRB usage, and model implementation, to more segment specific questions for corporate, bank, and NBFI exposures.
Whilst we covered lots of ground, there were still many topics that we ran out of time to discuss that we will aim to cover at the next iteration of RiskBowl Live in November - reach out if you'd like to participate.
High-level Roundtable discussion summary
General IRB topics
Interaction with the Regulator
-
Firms do not have a clear view of PRA’s expectations on whether a model needs to be formally withdrawn or can be remediated (for example, approved with obligations similar to the ECB’s approach)
-
In general, models that have fewer issues are open for remediation, but in practice, banks have much more to do a lot given the moving target
-
It was noted that this stance may evolve with the PRA’s formal “minded to approve” approach, e.g., as they have done with mortgages models
-
An additional accelerator is the increased 2LoD responsibility - due to higher submission volumes, the ECB is allowing model validation teams to close lower severity findings (F1, F2) without further escalation
Raising the bar on IRB usage, including the F-IRB reversion
-
Several banks outlined a significant simplification of their modelling landscape over the last couple of years
-
Multiple institutions are evaluating F-IRB reversion for entire asset classes, contingent upon business case justification (especially where unsecured exposures are more prevalent)
-
It was emphasised that, consistent with CRR Article 494(d), reversion must apply to the whole asset class (or e.g., fully for the non-retail part of SME)
Model Implementation
-
The benefits of shadow implementation were discussed, including the ability to gather business feedback and provide evidence of use test
-
Although shadow implementation is a regulatory requirement under the ECB framework, its adoption for wholesale models in the UK remains limited
Segment specific questions - Corporates
Model segmentation
-
Historically, model segmentation has been influenced by business unit and system boundaries
-
Regulators are softly encouraging alignment of segmentation more closely with asset class definitions
Subsidiary rating and cascading
-
Count as a single obligor if it is the same rating
-
Credit risk officer decides if there is a support via rules (e.g., idea of an Obligor Risk Group (ORG))
LBO
-
Approaches to modelling LBO credit risk vary across banks: Some institutions treat LBO exposures as a calibration segment within corporate models; while others develop standalone LBO models, especially when aligned with specific business lines
-
When LBOs are included in corporate models, projected financials serve as input overrides, contributing to input override budget
Segment specific questions - Banks/ NBFIs
External Benchmarks (RiskCalc / Credit Benchmark)
-
Benchmarks are primarily used to investigate and validate developed models
Example of a funds modelling / calibration approach -
Use of expert ranking approach (experts given a list of N funds to rank from 1 to N); sample size is a balance between coverage vs fatigue of experts
-
Van der Burgt methodology for calibration
-
Participants mentioned that the PRA was not focused on the sampling methodology used as long as representativeness was demonstrated
-