AI Model Validation and Testing   40-page PDF document
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AI Model Validation and Testing – PDF

PDF document 40 Pages

$39.00
Crafted by Amer Morgan, a seasoned Senior Consultant with 30+ years in audit leadership across global entities, including profound engagements with Internal Audit, Risk Management, and Corporate Governance.
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BENEFITS OF THIS DOWNLOADABLE PDF DOCUMENT

  1. 22. Equips auditors to evaluate model validation practices including accuracy, robustness, and explainability.
  2. 23. Clarifies the difference between developer self-validation and genuine independent validation.
  3. 24. Provides model validation review templates and testing checklists ready for immediate use.

ARTIFICIAL INTELLIGENCE PDF DESCRIPTION

AI Model Validation and Testing PDF: Learn audit techniques for AI accuracy, robustness, explainability, and NIST, ISO, EU AI Act compliance. Download now. AI Model Validation and Testing is a 40-page PDF document available for immediate download upon purchase.

An AI model that has not been properly validated is an unmanaged risk – and internal audit is expected to know the difference. This is Module 8 of the AI-Powered Internal Audit Professional Series, a 15-module program developed and published by Business Excellence to build deep, practical AI audit capability.
This module equips internal auditors to evaluate how organizations validate and test their AI models. It covers the core dimensions of model validation: accuracy and predictive performance, robustness and stability under changing conditions, explainability and interpretability of model decisions, and the ongoing monitoring needed to detect performance degradation over time. Auditors learn what good validation evidence looks like and how to assess whether validation methodology is sound.
A central distinction the module draws is between validation performed by the team that built the model and genuinely independent validation. Using a worked example from the series – a high-risk credit scoring model validated by the same data science team that developed it – the module shows why independent validation matters, what standards and policies typically require it, and how an auditor frames the resulting finding when it is absent.
The module addresses validation across the AI lifecycle, connecting back to the seven-stage lifecycle model: validation is not a single gate before deployment but a discipline that continues through monitoring and retraining. It sets out the test procedures auditors can apply or review – performance testing against holdout data, stress and edge-case testing, drift detection, and review of validation documentation and sign-off.
The content is aligned with the NIST AI Risk Management Framework, ISO/IEC 42001, the EU AI Act, and the IIA Global Internal Audit Standards 2024, and reflects current professional guidance from ISACA. It is written in executive-level language for senior auditors, IT auditors, and Chief Audit Executives.
Delivered as a professional PowerPoint presentation with full speaker notes, the module includes model validation review templates, validation testing checklists, an explainability assessment framework, real-world examples from cited sources, and a 10-question knowledge assessment quiz – giving audit teams the tools to assess model validation with technical credibility.

Got a question about the product? Email us at support@flevy.com or ask the author directly by using the "Ask the Author a Question" form. If you cannot view the preview above this document description, go here to view the large preview instead.

Source: Best Practices in Artificial Intelligence PDF: AI Model Validation and Testing PDF (PDF) Document, Amer Morgan


$39.00
Crafted by Amer Morgan, a seasoned Senior Consultant with 30+ years in audit leadership across global entities, including profound engagements with Internal Audit, Risk Management, and Corporate Governance.
Add to Cart
  

ABOUT THE AUTHOR

Author: Amer Morgan
Additional documents from author: 82
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Mr. Amer Morgan stands as an emblematic figure in the audit realm, with an illustrious career spanning over three decades. His vast reservoir of expertise, punctuated by intricate engagements across diverse industrial sectors, bestows upon him an unparalleled synthesis of acumen, credentials, and pragmatic insights.
In the sphere of audit excellence, Mr. Morgan is renowned for setting and ... [read more]

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