Validator Fundamentals — Module 4 of 4
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“As a validator who has logged validation tests with the ValidMind Library to the ValidMind Platform, I want to refine my model’s validation report, submit my validation report for approval, and track finding resolution and other updates to my model.”
This final module is part of a four-part series:
Validator Fundamentals
First, let’s make sure you can log in to ValidMind.
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To continue, you need to have been onboarded onto ValidMind Academy with the Validator role and completed the first three modules of this course:
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Make qualitative edits
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From the Inventory in the ValidMind Platform, go to the model you connected to earlier.
In the left sidebar that appears for your model, click Validation Report.
Click on 1. Executive Summary to expand and add content to that section.
Hover your mouse over the space where you want your new block to go until a horizontal dashed line with a sign appears that indicates you can insert a new block:
After adding the block to your documentation, generate a content draft with AI using the content editing toolbar:
Click beta (Generate Text with AI) in the toolbar while editing a content block.
Enter an optional prompt to guide the output, then click Generate Content to compose a draft for review.
Review the draft composed by the ValidMind AI Content Builder for accuracy and relevance, then:
After you insert the AI-generated draft, click on the text box to make the necessary edits and adjustments to your copy, ensure that content is in compliance with the quality guidelines outlined by your organization.
You can also use the content editing toolbar to revise the description of test results to explain the changes made to the raw data and the reasons behind them.
For example:
Within your validation report, click on 2.2.1. Data Quality to expand that section and locate the linked Class Imbalance Assessment evidence.
Click See evidence details to review the LLM-generated description that summarizes the test results, that confirm that our final preprocessed dataset actually passes our test.
ClassImbalance:raw_dataset_preprocessed
test:Add & edit content blocks
Assess compliance
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From the Inventory in the ValidMind Platform, go to the model you connected to earlier.
In the left sidebar that appears for your model, click Validation Report.
Click on 2.2.1. Data Quality to expand that section and locate the Class Imbalance Assessment sub-section.
Click under Risk Assessment Notes to edit the content block using the content editing toolbar.
For example, use beta (Generate Text with AI) to create a draft summarizing the contents of the Class Imbalance Assessment sub-section.
In the same Class Imbalance Assessment sub-section, above the Risk Assessment Notes, locate the Guideline with the assessment drop-down.
Select one of the available options:
For example, to indicate that there is some compliance based on the evidence or findings you linked to:
Confirm that the compliance summary shown for each subsection under 2. Validation provides an accurate overview for current qualitative and quantitative risk assessments:
Add your compliance assessments
Add more findings
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Along with adding findings directly via validation reports, you can also add findings during your review of documentation:
In the left sidebar, click Inventory.
Select a model or find your model by applying a filter or searching for it.
In the left sidebar that appears for your model, click Documentation.
You can now either log a finding on this overview page, or via a specific documentation section. Both methods will allow you to associate a finding with a documentation section.
To log a finding from the documentation overview:
On your model’s Documentation page, click Add Finding.
On the Add Model Finding modal that opens, provide information for:
When you are done, click Save to submit the finding.
Once created, you can then add supporting documentation to your finding.
While working within a section of your documentation, you can easily log a finding associated with that section without leaving the page:
Click on ValidMind Insights™ to expand the insight panel.
For the section you want to add a Finding for, click Add Finding beneath the Documentation Guidelines.
On the Add Model Finding modal that opens, provide information for:
The documentation section will be auto-populated with the section you are working from — you are able to select another section if desired.
When you are done, click Save to submit the finding.
Once created, you can then add supporting documentation to your finding.
Add a finding via section
Track issue resolution
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As you prepare your report, review open or past due findings, close resolved ones, or add a mitigation plan:
In the left sidebar, click Inventory.
Select a model or find your model by applying a filter or searching for it.
In the left sidebar that appears for your model, click Model Findings.
Go through the open findings one-by-one:
If the finding has been addressed:
Closed
.If part or all of the finding remains to be addressed:
Assess if the issue identified by the finding prevents the model from being approved.
Criteria include:
High-severity findings — Must be resolved before approval.
Medium-severity findings — May allow conditional approval with a mitigation plan.
Low-severity findings — Don’t prevent approval and are typically resolved post-approval with a mitigation plan.
Track open issues until all findings are resolved or a remediation plan is in place for post-approval issues.
Along with model-specific findings, you can also view and filter a list of findings across all models within the ValidMind Platform:
To view findings for all models:
In the left sidebar, click Findings.
In the page that opens is a list of all model findings, including information for:
Filter this list to include only findings you want to see, or toggle visibilty for column headers.
Click on any model finding for more information, including the proposed remediation plan and any supporting attachments.
Attachments are listed with the following information:
Click on the attachment to view or download the file. expanded sidebar that appears for your model, click Model Activity.
Update a model finding
Closed
.Transition model status
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When you’re ready, verify the approval workflow, and then submit your model documentation for approval:
Workflow states and transitions are configured by an administrator in advance, but you should verify that the expected people are included in the approval process.
In the left sidebar, click Inventory.
Select a model or find your model by applying a filter or searching for it.
On the landing page of your model, locate the model status section:
While your lifecycle statuses and workflows are custom to your organization, some examples are:
To transition through the approval workflow, all required workflow steps must be completed. By default, a model must be in the
In Documentation state before you can submit it for validation.
In the left sidebar, click Inventory.
Select a model or find your model by applying a filter or searching for it.
If an action is available to your role, you’ll see it listed under your model status on the model’s landing page.
While your lifecycle statuses and workflows are custom to your organization, some examples are:
Submit for approval
While working with content blocks, you can comment directly on specific portions of the text.
All users associated with a model, such as model developers and model validators, will see a notification that a comment has been posted in their Recent Activity feed, accessible via the Dashboard.
Have a question about the model? Collaborate with your developer right in the model documentation:
In any text block or test description, select the portion of text you want to comment on, then click the button that appears.
Enter your comment and click Comment.
You can view the comment by clicking the highlighted text. Comments will also appear in the right sidebar.
Click the highlighted text to view the comment thread.
Enter your comment and click Reply.
You can view the comment thread by clicking the highlighted text.
Click the highlighted text portion to view the thread, then click to resolve the thread.
To view the resolved comment thread, click the Comments archive button in the toolbar.
You can view a history of all archived comments in the Comment archive.
To reopen a comment thread, reply to the comment thread in the Comment archive or click the Reopen button that appears next to the highlighted text portion.
Comment on a text block
The Model Activity page shows a record of all activities, including actions performed by users in your organization and updates generated via the library such as:
To view model activity:
In the left sidebar, click Inventory.
Select a model or find your model by applying a filter or searching for it.
In the expanded sidebar that appears for your model, click Model Activity.
Review model activity
Finalizing validation reports
Want to learn more? Find your next learning resource on ValidMind Academy.
In this final module, you learned how to:
There is more that ValidMind can do to help you validate models, from using your own template to code samples you can adapt for your own use case:
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