A lender's in-house AVM, used for credit decisions on principal dwellings, is maintained by staff in its loan-production unit, whose pay rises with loan volume. Which quality control factor in the 2024 AVM rule most directly addresses this arrangement?
Correct Answer
D) Seeking to avoid conflicts of interest in the AVM process
Staff who are paid on loan volume have a stake in higher values and more approvals, which is a conflict of interest, and the rule requires quality control standards designed to seek to avoid conflicts of interest. The other options are also factors in the rule, but they address estimate reliability, testing and fair lending rather than the incentives of the people controlling the model.
Why This Is the Correct Answer
Option D is correct because the rule requires quality control standards designed to seek to avoid conflicts of interest. Loan-production staff whose pay rises with volume benefit when the model supports more or larger loans, which is a classic conflict. Separating model control from production incentives is the direct response.
Why the Other Options Are Wrong
Option A: Ensuring a high level of confidence in the estimates produced
Option A, ensuring a high level of confidence in the estimates, concerns the accuracy and reliability of the model's output. It is a real factor, but it does not speak to who controls the model or what incentives they have.
Option B: Requiring random sample testing and reviews of the model
Option B, random sample testing and reviews of the model, is a real factor that helps detect performance problems after the fact. It does not directly address the compensation-driven incentive of the staff maintaining the model.
Option C: Complying with applicable nondiscrimination laws
Option C, complying with applicable nondiscrimination laws, addresses fair lending risk in AVM use. Nothing in the scenario points to discrimination; the issue is a volume-based incentive.
Five factors, five risks
Confidence for accuracy, manipulation for data integrity, conflicts for incentives, testing for ongoing performance, nondiscrimination for fair lending. Match the risk in the fact pattern to its factor.
How to use: Use this risk-to-factor matching when a question describes a problem and asks which AVM quality control factor applies.
Exam Tip
When all options are real factors, focus on the specific risk described in the stem rather than on which factor sounds most important.
Common Mistakes to Avoid
- -Choosing a testing factor because testing could eventually reveal the problem
- -Assuming conflicts of interest arise only with outside vendors
Concept Deep Dive
Analysis
All four options are genuine quality control factors in the 2024 rule, so the question tests matching a fact pattern to the factor that targets it. Volume-based pay for the people maintaining the model creates an incentive problem, which is the subject of the conflicts-of-interest factor. Testing and confidence controls may later reveal the effects, but they do not address the incentive itself.
Background Knowledge
The 2024 rule requires covered institutions to maintain policies, practices, procedures and control systems so that AVMs adhere to standards designed to ensure a high level of confidence, protect against data manipulation, seek to avoid conflicts of interest, require random sample testing and reviews, and comply with nondiscrimination laws. The first four come from the statute and the agencies added the fifth.
Real-World Application
An examiner finds that a lender's AVM settings are adjusted by a sales manager with a volume bonus. The lender moves model governance to its risk function so that no one with production incentives can change model inputs or thresholds.
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Before final loan approval, a bank's quality control staff run an AVM to test the reasonableness of an appraisal already completed on a borrower's principal residence. Under the 2024 AVM quality control rule, is this AVM use covered?