A tailored course, built for your situation
Influence Across More Business Units with OECD AI Principles
Expand your impact across departments and regions by mastering the ethics and governance framework shaping enterprise AI adoption
$199 one-time
24-hour access provisioning
30-day money-back guarantee
Hand-built implementation playbook
12 modules. 12 chapters per module. 144 chapters total.
12 modules, each with 12 chapters (144 chapters total), text-based, plus downloadable templates and a hand-built implementation playbook delivered alongside course access.
Who this is for
Senior data engineer or technical governance lead operating at the intersection of data infrastructure, AI ethics, and compliance, seeking to scale influence beyond their immediate team.
Who this is not for
Junior engineers lacking cross-team responsibilities, practitioners focused solely on model development without governance exposure, or those not engaging with AI policy frameworks.
What you walk away with
- Lead AI governance initiatives that span multiple business units
- Drive alignment using OECD AI Principles as a common language
- Present consistent governance positions to regional leads and compliance partners
- Coordinate data engineering standards across distributed teams
- Shape cross-functional AI risk discussions with confidence
The 12 modules (with all 144 chapters)
Module 1. Mapping OECD AI Principles to Enterprise Architecture
Learn how each principle connects to real engineering decisions across data platforms and ML pipelines.
12 chapters in this module
- Principle 1: Inclusive growth measurement
- Principle 2: Human-centered values alignment
- Principle 3: Transparent system design
- Principle 4: Robustness and security defaults
- Principle 5: Responsible stewardship
- Linking principles to SOC 2 controls
- Mapping to ISO 27001 domains
- Crosswalk with NIST AI RMF
- Embedding checks in CI/CD
- Designing for audit readiness
- Stakeholder communication templates
- Internal rollout playbook
Module 2. Scaling Governance Across Regions
Deploy consistent frameworks across jurisdictions while respecting local compliance needs.
12 chapters in this module
- Regional variation analysis
- Global consistency planning
- Local compliance integration
- Cross-border data flow rules
- Translation of controls
- Timezone-aware workflows
- Legal escalation paths
- Documentation localization
- Centralised oversight models
- Decentralised execution design
- Audit trail harmonisation
- Incident response coordination
Module 3. Building Cross-Unit Consensus
Turn technical requirements into shared priorities across departments.
12 chapters in this module
- Stakeholder identification
- Influence mapping techniques
- Workshop facilitation design
- Executive summary drafting
- Engineering-compliance alignment
- Risk appetite negotiation
- Policy exception frameworks
- Feedback loop integration
- Change management sequencing
- Conflict resolution protocols
- Escalation path design
- Stakeholder update rhythms
Module 4. Designing Repeatable Governance Patterns
Create reusable components that accelerate adoption across teams.
12 chapters in this module
- Template library development
- Control catalog structuring
- Playbook versioning
- Automated policy checks
- Standard operating procedure design
- Onboarding integration
- Toolchain compatibility
- Version control practices
- Change approval workflows
- Knowledge base publishing
- Training material bundling
- Feedback incorporation
Module 5. Operationalising AI Ethics in Engineering
Translate high-level principles into code-level decisions.
12 chapters in this module
- Model card implementation
- Bias testing integration
- Data lineage requirements
- Explainability benchmarking
- Fairness metric selection
- Privacy-preserving design
- Consent tracking patterns
- Impact assessment timing
- Redress mechanism design
- Monitoring dashboard specs
- Model update protocols
- Decommissioning workflows
Module 6. Driving Adoption Through Clarity
Communicate complex standards in ways that accelerate team buy-in.
12 chapters in this module
- Simplified principle explanations
- Department-specific use cases
- Visual framework mapping
- Frequently asked questions
- Myth-busting scripts
- Executive briefing decks
- Team onboarding kits
- Quick reference guides
- Training session plans
- Feedback collection design
- Adoption tracking metrics
- Success story templates
Module 7. Aligning with Compliance Teams
Bridge engineering and compliance using shared terminology and artefacts.
12 chapters in this module
- Control ownership definition
- Evidence collection standards
- Audit preparation cycles
- Compliance testing integration
- SOC 2 Type 2 alignment
- ISO 27001 clause matching
- Regulator engagement prep
- Gap analysis methodology
- Mitigation tracking
- Third-party assessment support
- Compliance dashboard design
- Report automation
Module 8. Measuring Governance Maturity
Track progress and demonstrate impact across business dimensions.
12 chapters in this module
- Maturity model design
- KPI selection framework
- Baseline assessment
- Progress tracking rhythm
- Benchmarking options
- Executive reporting cadence
- Team-level metrics
- Risk reduction quantification
- Efficiency gain analysis
- Adoption rate tracking
- Incident reduction metrics
- Audit outcome correlation
Module 9. Managing Vendor AI Governance
Extend your influence to third-party AI systems and integrations.
12 chapters in this module
- Vendor assessment criteria
- Contractual safeguards
- Due diligence process
- Integration review checklist
- Ongoing monitoring design
- Compliance certification requirements
- Audit rights negotiation
- Performance benchmarking
- Escalation triggers
- Exit planning
- Liability allocation
- Joint governance models
Module 10. Leading Incident Response
Coordinate cross-functional responses when AI systems violate principles.
12 chapters in this module
- Incident classification
- Response team activation
- Communication protocols
- Forensic data preservation
- Regulatory reporting thresholds
- Customer notification design
- Legal counsel engagement
- Remediation tracking
- Post-mortem framework
- Preventive update rollout
- Reputation recovery planning
- Board-level update preparation
Module 11. Sustaining Governance Over Time
Design systems that endure team changes and organisational shifts.
12 chapters in this module
- Succession planning
- Knowledge transfer design
- Documentation standards
- Training refresh cycles
- Policy review rhythm
- Stakeholder rotation
- Leadership transition support
- Crisis resilience testing
- External audit readiness
- Benchmark adaptation
- Framework evolution tracking
- Lessons learned integration
Module 12. Demonstrating Enterprise Impact
Show how distributed governance strengthens organisational outcomes.
12 chapters in this module
- Business value articulation
- Risk reduction storytelling
- Efficiency gain demonstration
- Innovation enablement proof
- Customer trust metrics
- Investor confidence indicators
- Talent attraction correlation
- Brand strength analysis
- Compliance cost reduction
- Operational resilience proof
- Strategic alignment showcase
- Long-term visioning
How this maps to your situation
- Rolling out AI governance across departments
- Responding to regulatory scrutiny
- Integrating new tools with existing controls
- Demonstrating leadership beyond technical scope
Before vs. after
Before
Working in technical silos with limited influence beyond engineering teams
After
Leading coordinated AI governance efforts across business units and regions
What's included with your purchase
- 12 modules with 12 chapters each (144 chapters)
- Downloadable templates and worked examples for every module
- Hand-built implementation playbook delivered alongside course access
- 30-day money-back guarantee
Delivery and format
- Course and learning environment access provisioned within 24 hours of purchase
- Hand-built implementation playbook delivered alongside course access
Format: Text-based modules and chapters in the Art of Service learning environment, plus downloadable templates and worked examples for every chapter, plus the hand-built implementation playbook delivered alongside course access.
Time investment: Approximately 3 hours per module, designed for integration into existing workflows over 4-6 weeks.
If nothing changes
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How this compares to the alternatives
Unlike generic AI ethics courses, this program delivers actionable frameworks tied directly to OECD AI Principles with implementation playbooks tailored to cross-functional engineering leadership roles.
Frequently asked
How is the course structured?
12 modules, each containing 12 chapters (144 chapters total).
What makes this different from other AI governance training?
It focuses on expanding influence across business units using OECD AI Principles as a unifying framework, with concrete tools for cross-regional and cross-functional coordination.
Can I apply this if my organisation uses other AI frameworks?
Yes. The OECD AI Principles are designed to integrate with NIST AI RMF, ISO 42001, and other standards, modules include crosswalks and alignment techniques.
$199 one-time. Approximately 3 hours per module, designed for integration into existing workflows over 4-6 weeks..
Within 24 hours your account in the learning environment is provisioned and the tailored implementation playbook is delivered alongside it.
30-day money-back guarantee·
144 chapters·
Hand-built playbook included·
Account access within 24 hours