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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Risk Management and Compliance | 10% | - Security Considerations for AI - Regulatory Compliance (GDPR, CCPA) - AI Risk Identification and Assessment |
| Topic 2: AI Project Lifecycle Management | 25% | - Deployment and Operations (MLOps) - Monitoring and Maintenance - Data Preparation and Management - Model Development and Testing - AI Development Methodology (CRISP-DM, Agile) |
| Topic 3: AI Program Evaluation and Optimization | 10% | - KPI and Success Metrics - Continuous Improvement - Performance Measurement |
| Topic 4: AI Fundamentals and Strategy | 15% | - AI Business Strategy Alignment - AI Concepts and Terminology - AI Ethics and Governance Frameworks |
| Topic 5: AI Team Leadership and Management | 20% | - Building AI Teams - Conflict Resolution in AI Projects - Cross-functional Collaboration - Talent Management and Development |
| Topic 6: AI Program Planning | 20% | - Stakeholder Identification and Analysis - Requirements Gathering for AI Projects - Resource Planning and Budgeting - AI Project Scoping and Feasibility Analysis |
1. Following the deployment of an updated AI model into a production environment, several dependent systems report functional inconsistencies that affect planned operations. No compliance or security breach is identified, but continuity of service becomes a priority while the issue is investigated. Leadership requires that operations revert quickly to a previously stable state, without initiating new training or reconstruction, and that all model states remain fully traceable for audit and reproducibility. As part of AI operations oversight, you must determine which lifecycle control enables this response. Which AI lifecycle capability most directly enables this response under operational time constraints?
A) Standardizing model metadata to support comparison across releases
B) Preserving lineage records that link models, data versions, and configurations
C) Redirecting production execution to a prior validated model state
D) Enforcing controlled promotion paths across development, test, and production stages
2. In a multinational company after deploying AI tools across multiple departments, leadership observes uneven productivity gains. Some teams use AI efficiently, while others struggle to structure requests and repeatedly adjust prompts for routine activities such as content drafting, document review, and meeting analysis. This inconsistency is slowing adoption and increasing time spent on trial-and-error rather than task completion.
Management wants an enablement method that helps users apply effective prompting practices consistently during everyday work without requiring them to design request structures independently each time. Which enablement approach aligns with this adoption objective?
A) Provide templates
B) Set the role
C) Iterate
D) Be specific
3. As the AI Program Manager, you have completed the initial data collection for an enterprise AI readiness assessment. During the assessment review, you notice that the IT and Operations departments hold conflicting views regarding who should own data governance, leading to a stalemate. You need to move beyond individual data collection and bring these cross-functional teams together in a shared setting to openly discuss the findings, surface differing perspectives, and collectively agree on the priority issues. Which specific assessment technique is defined by its ability to build consensus and create shared ownership of next steps?
A) Surveys
B) Workshops
C) Heat Maps
D) Gap Analysis
4. A financial services organization is enhancing its invoice processing operations across multiple business units.
The organization aims to enhance automation by incorporating AI capabilities. As the Chief Data and AI Officer, you must approve an automation approach that can extract data from invoices in different formats, validate entries, route exceptions for approval, and post results into ERP systems without frequent rule updates. The goal is to reduce dependency on rigid scripts while maintaining enterprise governance controls.
Which AI automation workflow model supports enhancing invoice processing and efficient handling of unstructured data?
A) Rule-based workflow automation
B) Traditional Robotic Process Automation
C) Intelligent Automation
D) Automate predefined scripts
5. A shipping organization's finance operations introduces an AI system to streamline invoice processing. The system independently handles routine invoices by extracting data and executing payments under predefined conditions. Transactions that exceed a specified monetary threshold or present inconsistencies in vendor information are automatically halted and redirected for human review and approval. This setup enables efficiency at scale while preserving human control over higher-impact or anomalous cases. Which collaboration model describes this operational arrangement?
A) Supervised Autonomy
B) Full Automation
C) AI Assists Human
D) Human-Led Collaboration
Solutions:
| Question # 1 Answer: C | Question # 2 Answer: A | Question # 3 Answer: B | Question # 4 Answer: C | Question # 5 Answer: A |
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