Credit analysts handle a held credit action by testing the numbers before the conclusion. They read which bound held it, trace every figure in the agent's draft to its source, check the draft against credit policy, and make sure any decline carries specific, accurate reasons. Then they approve, edit or decline within their own authority and record why.
What does a credit agent hold?
In consumer and small business lending, an agent typically gathers application data, bureau information and bank statements at depth 1, and drafts an assessment and recommendation at depth 2. Some lenders let it approve small, clear applications at depth 3 or 4. The held items an analyst sees include:
- Recommendations above the agent's or analyst's authority.
- Declines, which many lenders hold at every amount.
- Policy exceptions, such as lending above a debt-to-income threshold.
- Overrides, where the agent's draft departs from the scorecard.
- Applications with conflicting data, such as declared income that bank statements do not support.
Creditworthiness assessment and credit scoring of natural persons is listed as high-risk in Annex III of the EU AI Act, and in the US, ECOA and Regulation B require specific reasons when credit is denied, including when a model is used. A held decline is where those duties meet a person.
What should the analyst check?
| Element | The check | Provenance to look for |
|---|---|---|
| Income | Does the declared figure match bank statement inflows? | Declared on the form; bank data may be signed by the account provider |
| Existing debt | Bureau commitments versus what the applicant listed | Bureau data is signed |
| Affordability calculation | Uses policy expense assumptions, not the applicant's optimistic ones | Policy library, sealed |
| Policy fit | Each threshold applied as written | Policy library |
| Reasons | Specific, accurate, tied to the facts | The record |
| Signs of fraud | Altered documents, mismatched identity | External documents need corroboration |
The reasons row is where agent-drafted declines most often fall short. "Did not meet our lending criteria" is not a specific reason. "Monthly commitments exceed the proportion of verified income our policy allows" is. The analyst should edit until the reason is one the applicant could understand and dispute.
How should the analyst decide?
Approve when the figures reconcile, the policy is met or the exception is justified and within authority, and the reasons are accurate.
Edit when the conclusion is right but a figure, a condition or a reason is wrong, for example approving at a lower limit, adding a condition, or rewriting the decline reasons.
Decline the agent's draft when the evidence does not support it, in either direction. An analyst can decline a draft decline and approve the application instead, with the reason recorded.
An example: a self-employed applicant
Take a consumer lender. The agent holds a draft decline for a self-employed applicant, giving the reason "income could not be verified". The deciding bound is the source bound: the agent's income check uses payslip data, and the applicant has none.
The analyst opens the record. The applicant supplied two years of tax filings and business bank statements, both of which the agent read but could not use under its current brief. The statements show stable income above the policy threshold. The analyst declines the agent's draft, approves the application within their authority with a condition to verify the tax filings with the issuer, and records the reason. They log the case for the agent's owner: self-employed income needs a source and a rule. Market detail for consumer lending is in AI agent training for credit analysts in consumer lending in Spain.
Which controls keep credit decisions defensible?
- Declines are held, with reasons checked by an analyst.
- Exceptions route by authority level.
- Overrides of the scorecard carry a written rationale.
- A sample of analyst approvals is reviewed by a senior credit officer.
- Approval rights depend on a current reviewer credential, a practice a lender can adopt depth by depth.
The concept of a held action is defined separately. Neighbouring roles handle holds with different emphasis; see how credit controllers handle an action an AI agent has held and how fraud analysts do. The role map is in AI agent skills by role.
Questions people ask
Can an agent decline credit on its own?
A lender may let it, but most hold declines so an analyst checks the reasons. Where the rules require specific reasons, a person reviewing them is a sensible control.
What if the agent's score and the analyst disagree?
The analyst decides within policy and authority, and records the rationale. Persistent disagreement is evidence for the model risk team and the agent's owner.
Should analysts see the agent's full reasoning?
Yes. The record should show every figure, its source, and the bound that decided. An analyst who sees only a score cannot review.