Loss Forecasting
Specialized expertise in CECL and stress testing with innovative, theory-based approaches for comprehensive risk assessment.
Our Specialty
CECL and Stress Testing
Loss forecasting for banks—whether CECL or stress testing—is our specialty! That’s end-to-end: from building and preparing developmental databases to the actual model development to implementation within commercially-available (or custom) production platforms to ongoing performance monitoring (OPM) during production to qualitative adjustments frameworks that are closely related to OPM.
Can a single loss forecasting model be best for both CECL and stress testing? Had you asked us in 2018, we would have (and did) say, “no,” but today we know it’s not just possible, it is our standard approach, which is based on two innovations:
- Loss forecasting based on economic theory, rather than simply statistical regularities that provide rigorous yet intuitive risk measures that are sound, sophisticated, and simple.
- Insights into the nature of historical observations and patterns and their applicability to forecasting.
Our Approach
Comprehensive Risk Management
Spero Risk Associates has substantial experience with all aspects of stress testing, scenario analysis, and design, especially, but not limited to, CECL, CCAR and DFAST. In fact, we built many hypothetical and historical scenarios for both credit and market risk, as well as joint credit-and-market loss scenarios years before the crisis and CCAR.
We understand relationships between the firm, its environment, and risk factors, such as the industry, social and political conditions, technology, and regulations, which are as ever-changing as the firm.
Understanding the consequences of potential events can provide valuable, actionable information.
Along with a loss-forecasting framework, we are able to recommend and build appropriate scenario and sensitivity analyses as well as ongoing monitoring to estimate the consequences of potential combinations of events and how forecasts can affect your model’s bounds.
Our Experience
Comprehensive expertise across all major credit risk domains with proven track record in model development and implementation.
Consumer Credit Excellence
Decades of experience building robust models for consumer lending with industry-leading performance metrics.
Real Estate
Mortgages, HELOC, and home equity with property value integration
Student and Solar Loans
Experience developing models for portfolios with a short history and limited seasoning
Credit Cards
Advanced behavioral modeling and utilization rate forecasting
Automotive Finance
Complete lifecycle modeling from origination to charge-off prediction
Wholesale Credit Leadership
Specialized expertise in complex commercial relationships with sophisticated risk assessment frameworks.
C&I Lending
Commercial & Industrial loan models with sector-specific adjustments
Commercial Real Estate
Multi-family, office, retail, and industrial property loss modeling
Bond Portfolios
Corporate bond default prediction and portfolio-level loss estimation
Advanced Analytics
Cutting-edge forecasting methodologies combining economic theory with statistical rigor for superior predictions.
Macroeconomic Variables
Multi-horizon forecasting of regional and national economic indicators
PPNR Modeling
Pre-provision net revenue forecasting with fee and expense components
Operational Risk
Frequency and severity modeling for operational loss forecasting