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 validation report, submit my validation report for approval, and track artifact (finding) resolution and other updates.”
This final module is part of a four-part series:
Validator Fundamentals
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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
(Scroll down for the full instructions.)
Try it live on the next page.
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 under Documents.
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 line with a sign appears that indicates you can insert a new block:
After adding the block to your validation report, generate a content draft with AI using the content editing toolbar:
Click in the content editing toolbar and select (Generate Text with AI).
Enter a custom prompt and click Send, or 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
Automatically map & assess evidence
Validation reports require you to link supporting evidence to each guideline and write compliance assessments, a process that can be time-consuming when done manually across dozens of guidelines.
Scans all available evidence from developers and validators, then suggests which items are relevant to each guideline. Instead of searching through evidence blocks yourself, you review AI-suggested matches and approve the ones that apply. Each suggestion includes a relevance score and explanation so you can make informed decisions.
Analyzes the linked evidence for a guideline and drafts a structured compliance assessment. The generated assessment includes a compliance conclusion, specific observations about gaps or issues, and a technical review of what the evidence demonstrates. You review and approve the draft, and then make edits if needed — saving time while maintaining control over the final content.
Both features are designed to accelerate validation without replacing your judgment. You always review and approve suggestions before they become part of the report.
Automatically map evidence
(Scroll down for the full instructions.)
Try it live on the next page.
Map Evidence uses AI to suggest relevant evidence for each validation guideline, helping you find and link supporting documentation from both developers and validators.
In the left sidebar, click Inventory.
Select a record or find your record by applying a filter or searching for it.
In the left sidebar that appears for your record, click Validation under Documents.
You can map evidence at three levels:
Click Map Evidence in the right sidebar to expand the mapping panel for the entire report.
Sections include subsections with guidelines, and a risk assessment summary at the top of the page.
Guidelines are organized into subsections under a parent section.
Configure the mapping options:
Click Map Evidence to start the mapping.
If this is your first time running Map Evidence, review the information presented to you explaining the mapping process, then click Map Evidence to run the mapping.
When mapping is complete, the # of evidence items to review is displayed. Review the evidence items and approve or reject the suggestions as needed.
After running Map Evidence, you can review and approve suggestions at four levels:
If you have run mapping for the entire report, you can review and approve suggestions at the entire report level.
The Map Evidence panel in the right sidebar for your validation report shows how many items need review across the entire report — click to expand the panel if it is collapsed:
Sections include subsections with guidelines, and a risk assessment summary at the top of the page. If you have run mapping for an entire section, you can review and approve suggestions at the section level:
Click on a section of the validation report to expand that section.
Click Map Evidence at the top of the page to open the mapping panel for that section:
Guidelines are organized into subsections under a parent section. If you have run mapping for an individual guideline, you can review and approve suggestions at the guideline level:
Click on a section of the validation report to expand that section.
In any subsection, click Map Evidence to open the mapping panel for that guideline:
If you have run mapping at any level, you can review and approve individual suggestions at the individual suggestion level:
Click on a section of the validation report to expand that section.
In any subsection, click Evidence to expand the evidence panel for that guideline.
Review individual evidence suggestions on the Developer Evidence or Validator Evidence tabs:
Confirm that any approved evidence appears in the Evidence panel for that guideline as expected.
Map evidence to a guideline
Please note that test results and content blocks must be present on your model’s associated default Development document for Developer Evidence to be automatically mapped to your validation report.
Automatically assess evidence
(Scroll down for the full instructions.)
Try it live on the next page.
Assess Evidence uses AI to analyze the linked evidence and generate a structured compliance assessment, identifying potential risks and compliance gaps.
In the left sidebar, click Inventory.
Select a record or find your record by applying a filter or searching for it.
In the left sidebar that appears for your record, click Validation under Documents.
You can assess evidence for compliance at three levels:
Click Assess Evidence in the right sidebar to expand the evidence assessment panel for the entire report.
Sections include subsections with guidelines, and a risk assessment summary at the top of the page.
Guidelines are organized into subsections under a parent section.
Click Assess Evidence to run an analysis on the linked evidence and generate an Evidence Assessment containing:
If this is your first time running Assess Evidence, review the information presented to you explaining the assessment process, then click Assess Evidence to run the assessment.
When evidence assessment is complete, the # of assessment items to review is displayed. Review the assessment items and approve or reject the suggestions as needed.
After running Assess Evidence, you can review and approve assessments at three levels:
If you have run evidence assessment for the entire report, you can review and approve suggestions at the entire report level.
The Assess Evidence panel in the right sidebar for your validation report shows how many items need review across the entire report — click to expand the panel if it is collapsed:
Sections include subsections with guidelines, and a risk assessment summary at the top of the page. If you have run mapping for an entire section, you can review and approve suggestions at the section level:
Click on a section of the validation report to expand that section.
Click Assess Evidence at the top of the page to open the evidence assessment panel for that section:
Guidelines are organized into subsections under a parent section. If you have run mapping for an individual guideline, you can review and approve suggestions at the guideline level:
Click on a section of the validation report to expand that section.
In any subsection, click Evidence Assessment to expand the evidence assessment panel for that guideline:
Assess mapped evidence for compliance
Please note that evidence must already be mapped to be assessed automatically on your validation report.
Add more artifacts
(Scroll down for the full instructions.)
Try it live on the next pages.
In the left sidebar, click Inventory.
Select a record or find your record by applying a filter or searching for it.
Add additional artifacts from your validation report, or via during your review of documentation:
You can of course log artifacts manually on your validation report, but you can also use AI to automatically suggest validation issues based on the gaps identified in your assessment:
In the left sidebar that appears for your record, click Validation under Documents.
In the Artifacts section under your evidence, click Suggest Validation Issues.
Click Suggest Validation Issues to have ValidMind analyze your risk assessment notes along with the guideline context and identify any gaps that warrant validation issues.
Review the suggested validation issues. Each suggestion includes:
Click See more on each suggested issue to expand for more details.
Approve, reject, or regenerate the suggested validation issues:
Under each individual issue:
Click Suggest Validation Issues # and select:
Click Suggest Validation Issues # and select Regenerate Issues.
After approving a validation issue, you can further customize it by clicking on the issue to edit fields such as owner, due date, and status.
Along with adding artifacts via validation reports, you can also add artifacts during your review of documentation:
In the left sidebar that appears for your record, click Development under Documents.
On your record’s documentation page, click Add Artifact.
Select the artifact type you want to add:
On the modal that opens, provide information for your artifact.
When you are done, click Add {Artifact Type} where {Artifact Type} is the artifact type you want to add to submit the artifact.
Once created, you can then upload attachments to your artifact.
Autogenerate validation issues
Add an artifact on documentation
Track issue resolution
(Scroll down for the full instructions.)
Try it live on the next pages.
As you prepare your report, review open or past due artifacts, close resolved ones, or add a mitigation plan:
In the left sidebar, click Inventory.
Select a record or find your record by applying a filter or searching for it.
In the left sidebar that appears for your record, click Validation Issues to view a list of validation issues associated with that record.
Go through the open validation issues one-by-one:
If the validation issue has been addressed —
Closed.If part or all of the validation issue remains to be addressed —
Track open issues until all validation issues are resolved or a remediation plan is in place for post-approval issues.
In the left sidebar that appears for your record, click Artifacts to view lists of other artifact types associated with that record.
Select an artifact type for a list of that artifact type:
Go through the open artifacts one-by-one:
If the artifact has been addressed —
Closed.If part or all of the artifact remains to be addressed —
Track open artifacts until all artifacts are resolved or plans are in place for post-approval issues.
Along with model-specific artifacts, you can also view and filter a list of artifacts across all models within the ValidMind Platform:
To view a list of validation issues across all records:
In the left sidebar, click Validation Issues.
Filter this list to include only validation issues you want to see, or toggle visibilty for column headers.
Click on any validation issue 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.
To view lists of other artifact types across all records:
In the left sidebar, click Artifacts.
Select an artifact type to view from the tabs:
In the page that opens is a list of all artifacts for that type.
Filter this list to include only artifacts you want to see, or toggle visibilty for column headers.
Click on any artifact for more information.
Update your validation issue
Closed.Assigning compliance assessments
(Scroll down for the full instructions.)
Assessment options available for selection depend on configuration for individual validation report templates.
Your organization can customize these options to match its own assessment framework, or choose to remove them from templates entirely.
Try it live on the next page.
After you have mapped and assessed available evidence, and generated or attached relevant artifacts, assign compliance assessments to each subsection of your validation report:
In the left sidebar, click Inventory.
Select a record or find your record by applying a filter or searching for it.
In the left sidebar that appears for your record, click Validation under Documents.
Expand any subsection of the validation report you have attached evidence and artifacts for.
Under Guideline, click Select a value for this guideline to choose one of the available Assessment options.
At the top of the page for that subsection, confirm that the compliance summary shown provides an accurate overview for current qualitative and quantitative risk assessments for that subsection:
Assign your compliance assessments
ValidMind Document Checker
The ValidMind Document Checker is a compliance tool that reviews documents against a selected regulatory standard. Use the Document Checker to identify gaps, generate actionable recommendations, and focus your efforts on areas that require attention. The Document Checker uses a structured checklist to:
Learn how to use the Document Checker to review validation reports on the next page.
Use the Document Checker
(Scroll down for the full instructions.)
Try it live on the next page.
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 Documents and select Validation.
Locate Check Document on the right and click to expand the menu, then click Check Document.
In the Document Checker modal, select a regulation and an associated assessment from the drop-down menus to check your document against:
A list of regulation-based questions appears for your review.
Scroll to the bottom and click Check Validation Document.
The ValidMind Document Checker analyzes your report, identifies gaps, and generates recommendations for specific questions that you review in the next step.
Gap Identified — A question that is not addressed and requires attention.
Partial Gap — A question that is partially addressed and requires attention.
No Significant Gaps — A question that is fully addressed.
Review questions that require attention. Each question includes:
Use the feedback provided by the ValidMind Document Checker to review the appropriate sections of your report and decide what revisions should be made. Or, if you have run the Document Checker before and were just checking that all report issues have been addressed, submit your report for review.
To export the results of the Document Checker to a .pdf (Portable Document Format) file for usage outside of the ValidMind Platform, click Export All.
Check your validation report
Work with workflows
(Scroll down for the full instructions.)
Try it live on the next page.
Depending on the configuration of your workflows, you may or may not be able to move a record into another workflow state as actions can be gated to only users of certain roles.
When all the actions that can be performed by your role are completed for that record at that stage of the workflow, actions will disappear from your view.
When you’re ready, verify your workflow’s status, and then submit your documents for review or approval.
Workflows are configured by an administrator in advance. When transitioning a workflow, verify that the workflow steps reflect your organization’s requirements.
To review details for workflows currently active:
In the left sidebar, click Inventory.
Select a record or find your record by applying a filter or searching for it.
On the landing page of your record, locate the active workflows section.
Click on the name of any active workflow to review that specific workflow’s details.
Click on the tab you would like to review:
On the details page of your artifact, locate the active workflows section.
Click on the name of any active workflow to review that specific workflow’s details.
Click on the tab you would like to review:
To transition a workflow into next steps:
In the left sidebar, click Inventory.
Select a record or find your record by applying a filter or searching for it.
On the landing page of your record, locate the active workflows section and the workflow you’d like to transition.
If an action is available to your role, you’ll see it listed under that workflow:
action is the name of your custom user action. To save a working copy of the entered information without transitioning the workflow into its next state, click Save.Click {action} where action is the name of your custom user action to submit the entered information and transition the workflow into its next state.
On the details page of your artifact, locate the active workflows section.
If an action is available to your role, you’ll see it listed under that workflow:
action is the name of your custom user action. To save a working copy of the entered information without transitioning the workflow into its next state, click Save.Click {action} where action is the name of your custom user action to submit the entered information and transition the workflow into its next state.
While your record stages and workflows states 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 record, such as developers and 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 record? Collaborate with your developer right in the 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 in the header of that comment thread.
Comment on a text block
The Activity page shows a record of activities for the selected inventory record, including actions performed by users in your organization, activity from automated workflows, and updates generated via the ValidMind Library, such as:
To view record activity:
In the left sidebar, click Inventory.
Under the record type drop-down, select the type of record you want view activity for.
Select a record or find your record by applying a filter or searching for it.
In the expanded sidebar that appears for your record, click Activity.
Review model activity
Welcome to Analytics
Under analytics, you can find executive summaries, track information on records (models), artifacts, and more.
For example:
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 records, from using your own template to code samples you can adapt for your own use case:
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