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Data-Driven Solutions
Model Validation & MRM
Asset/Liability Management

CECL Model Validation

Confirm your CECL reserve model can withstand the test of time.

Maintaining a reasonable and supportable reserve estimation through varying economic conditions is critical for every financial institution. As these models become increasingly complex, highly scrutinized oversight from management, risk management, auditors, regulators, and investors is the norm for institutions of all sizes. Whether you have implemented a straightforward, in-house model or a more sophisticated third-party model, DCG’s team of CECL model validation and credit risk management experts have the right combination of mathematical rigor, credit modeling expertise, and horizontal perspective to meaningfully validate and effectively challenge your CECL model and related governance. 

Ongoing Performance Monitoring for CECL

For a customized sample report using your institution’s data, contact the DCG CECL team

Is Your CECL Model Still “Fit for Use?”
Three Critical Analyses

For Current Expected Credit Losses (CECL) models, building a sound monitoring program and creating periodic reporting can be challenging. Read here

Maximizing Your CECL Model 
Part 1: Validation

See what institutions should do next to maximize the effectiveness of their new CECL model. Video3 Minutes

Featured Content

​“Managing your CECL model assumptions is not a set-it-and-forget-it exercise.”

Mike Guglielmo

Managing Director

Transitioning to CECL

Making the move from an existing Incurred Loss model to a CECL compliant model can be a daunting undertaking. By requiring that institutions consider reasonable and supportable forecasted economic conditions affecting collectability of assets, CECL opens the door for multiple potential econometric methodologies. This can often require new or more data, modeling capabilities, talent, and education. The DCG team helps institutions of all sophistication levels assess these potential hurdles on the way to CECL compliance.

Expert CECL Model Validation

DCG's CECL model validation team includes former credit model developers, CECL model implementers, and MRM experts. With our combined breadth and depth of knowledge, we provide comprehensive and insightful model validations tailored for your institution’s size and complexity and appropriate for any CECL approach. DCG has experience with all the major vendor provided solutions, as well as internally developed models of varying complexity.

Ongoing Performance Monitoring

How are you demonstrating that your CECL model continues to be fit for use? For many institutions, constructing a sound monitoring program with reporting can be challenging. To get started with an ongoing performance monitoring framework, or to augment an existing one, DCG offers a quarterly monitoring report that incorporates critical components including sensitivity analysis and benchmarking. For a customized sample report using your institution’s data, contact the DCG CECL team.

Reserve Benchmarking

Consistent with MRM best practices and as a complement to our CECL model validations, DCG offers a CECL benchmark analysis to provide additional independent challenge. As regulators and auditors become more familiar with existing methodologies and outcomes, they expect strong internal documentation of performance monitoring and outcomes analysis. DCG’s independent benchmark can significantly augment your internal efforts.

CECL Model Documentation

With over 3,000 pages of documentation written over the past 5 years, DCG has the technical expertise and business acumen to produce polished documentation for all types of models. With a deep understanding of regulatory requirements and the ability to make complex topics easier to understand, we can help elevate the quality of model documentation at your institution.

Lessons Learned from DFAST

DCG has validated over 500 credit-related models, relying on a deep history with DFAST, credit, and ALLL validations to develop a robust CECL validation framework. Through unmatched industry experience and horizontal perspective, DCG has developed a 12-part CECL validation scope based on our proprietary research and experience conducting trial validations on CECL test models.

How We Help Clients

Examples of Client Results

  • Created institution-specific CECL documentation for $10B+ bank with both technical detail for modelers’ understanding and practical discussion for non-statisticians’ understanding.

  • Provided effective analysis and a detailed technical review of complex CECL vendor approach and documentation to give management of $25B+ institution confidence that calculations were working as intended.

  • ​​​​​​​​​​​​​​​​​​​Identified shortcomings of vendor macroeconomic forecasting regressions used at <$10B community bank. Helped management understand the practical implications of independent variable transformations on reasonable and supportable CECL forecasts.​​​​​​​​​​​

  • Validated complex ACL/CECL solutions comprising multiple modeling components, including (proprietary and vendor) econometric forecasting regressions, migration matrixes, loan-level loss rate modeling, portfolio-level loss rate modeling, aggregator models, and qualitative adjustment frameworks.​​

Connect with the DCG CECL team

Featured Insights

Related Articles

CECL Modeling Resolutions 2023 (Feb 2023)

How CECL Drove Model Risk Management into the Spotlight

But Are You REALLY Ready for CECL? (June 2022)

A Validator's Perspective on CECL Implementation Success

CECL Model Updates "After" COVID-19 (May 2022)

What to Keep In Mind When Making Sense of Pandemic Data Pivots

Maximizing Your CECL Model 

Now that you’ve gone through all that hard work and implemented CECL, what’s next? DCG Risk Management Consultant Hannah Glasrud shares lessons learned from her work on CECL model validation and model risk management consulting. She discusses how to maximize your newly developed model and optimize your program through Validation, Remediation, and Risk Ratings.

Maximizing Your CECL Model 
Part 1: Validation

While CECL implementation may be behind us, it’s not time yet for people to put up their feet. Join Hannah Glasrud, DCG Risk Management Consultant, to hear what institutions should do next to maximize the effectiveness of their new CECL model, starting with a comprehensive validation.

Maximizing Your CECL Model
Part 3: Risk Ratings

After you’ve launched your CECL model, gotten it validated, and put a remediation plan in place, it’s still not quite time to relax. In Part 3, DCG’s Hannah Glasrud discusses the next step to maximize CECL model effectiveness: risk ratings. 

In Part 2, DCG Risk Management Consultant Hannah Glasrud continues her discussion of how institutions can maximize the effectiveness of their new CECL models through remediating their validation findings.

Maximizing Your CECL Model 
Part 2: Remediation

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