A tailored course, built for your situation
Repeatable Data Artefacts That Compound Across Deliveries
Build a self-reinforcing library of analytics assets that accelerate every new project at Macquarie
$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.
The situation this course is for
Who this is for
Senior data practitioner in financial services who delivers analytics under efficiency pressure and seeks leverage through reusable work
Who this is not for
Entry-level analysts, tool-specific coders, or practitioners focused only on one-off reporting
What you walk away with
- A structured library of versioned, reusable analytics components
- Modular data models that reduce scoping time for new requests
- Stakeholder-approved templates that bypass repeated alignment cycles
- Clear provenance trails that allow rapid audit response
- A personal IP portfolio that compounds influence across business units
The 12 modules (with all 144 chapters)
Module 1. Designing for reuse from day one
Shift from project-by-project delivery to building compoundable assets. Learn how to identify high-leverage components during scoping and structure them for future use.
12 chapters in this module
- Spotting reuse opportunities in briefs
- Defining asset ownership early
- Naming conventions that scale
- Versioning without bloat
- Embedding reusability in Jira tickets
- Scoping sessions that capture reuse intent
- Tagging assets by business domain
- Mapping components to governance tiers
- Aligning on reuse upfront
- Documenting assumptions once
- Designing for handoff
- Setting expectations with stakeholders
Module 2. Modular data models
Break monolithic models into portable, tested components. Each module becomes a validated block you can drop into new analyses with confidence.
12 chapters in this module
- Atomic transformation units
- Isolating business logic
- Parameterising inputs cleanly
- Testing at the module level
- Dependency mapping made simple
- Reusable aggregation layers
- Standardising date logic
- Currency conversion blocks
- Hierarchy handling once
- Validation checks per module
- Deployment checklists
- Recomposition workflows
Module 3. Stakeholder-approved templates
Turn approved deliverables into templates with built-in authority. Reuse formats, narratives, and visualisations that already have buy-in.
12 chapters in this module
- Capturing sign-off as reusable proof
- Template clearance process
- Formatting with brand permissions
- Narrative blocks that travel
- Footnoting for traceability
- Version-controlled commentary
- Visual language consistency
- Approved KPI definitions
- Governed data labels
- Pre-vetted disclaimers
- Template audit trail
- Template retirement rules
Module 4. Decision logs with compound value
Record key choices so they inform future work. Each documented rationale becomes a time-saving reference for yourself and others.
12 chapters in this module
- When to log a decision
- Storing rationale with artefacts
- Linking logs to code versions
- Tagging by use case
- Searchable decision index
- Referencing past calls in new briefs
- Avoiding repeat debates
- Capturing stakeholder inputs
- Archiving superseded logic
- Exporting logs for onboarding
- Updating logs after review
- Attribution without blame
Module 5. Provenance trails for audit speed
Build traceability into every layer so future audits pull from existing documentation, not new effort.
12 chapters in this module
- Lineage at the column level
- Source-to-output mapping
- Automated trail generation
- Human-readable summaries
- Change impact forecasting
- Highlighting sensitive fields
- Retention rule tagging
- Cross-reference indexing
- Exporting for compliance teams
- Validating trail accuracy
- Updating trails post-change
- Ownership handover protocol
Module 6. Version control for non-code assets
Apply Git-like principles to reports, presentations, and specs. Track changes, compare versions, and roll back with confidence.
12 chapters in this module
- File naming for version clarity
- Change logs for decks
- Diffs for PDFs
- Branching for parallel versions
- Merge protocols for feedback
- Approval tags in filenames
- Storage hierarchy design
- Access control per version
- Search across iterations
- Deprecation announcements
- Archival triggers
- Version-aware sharing
Module 7. Cross-project dependency mapping
Visualise how current work connects to past and future projects. Identify leverage points and avoid duplication.
12 chapters in this module
- Dependency inventory setup
- Mapping upstream sources
- Downstream impact flags
- Identifying shared logic
- Conflict detection rules
- Ownership clarity markers
- Change propagation alerts
- Integration testing scope
- Dependency debt tracking
- Retirement cascade planning
- Cross-team visibility rules
- Dependency reporting rhythm
Module 8. Personal IP library curation
Organise your best work into a living portfolio that grows in value. Make your expertise visible and reusable across the organisation.
12 chapters in this module
- Library access permissions
- Catalogue metadata fields
- Search optimisation tactics
- Usage analytics setup
- Feedback collection loop
- Highlighting high-impact assets
- Cross-reference suggestions
- Updating for new regulations
- Version bundling strategy
- Internal promotion rhythm
- Usage tracking ethics
- Decommissioning process
Module 9. Efficiency gains from reuse
Measure and communicate the time saved by reusing assets. Use data to justify further investment in compoundable work.
12 chapters in this module
- Baseline effort tracking
- Reuse time savings calculation
- Effort reduction dashboard
- Attribution to compound assets
- Publishing efficiency metrics
- Benchmarking against peers
- Reporting reuse ROI
- Linking reuse to velocity
- Estimating future savings
- Highlighting compounding effect
- Internal comms plan
- Celebrating reuse wins
Module 10. Governance in compound systems
Maintain control as your library grows. Implement lightweight rules that ensure quality without slowing reuse.
12 chapters in this module
- Quality gates for inclusion
- Ownership handover checks
- Review frequency rules
- Deprecation notice process
- Compliance alignment checks
- Security scanning integration
- Data classification tagging
- Access audit logs
- Change approval workflows
- Emergency override protocol
- Feedback triage system
- Policy update propagation
Module 11. Scaling influence through sharing
Move from personal reuse to team-wide leverage. Turn your library into a shared resource that amplifies your impact.
12 chapters in this module
- Identifying shareable components
- Packaging for team use
- Internal onboarding materials
- Training session design
- Adoption tracking method
- Support request process
- Feedback integration loop
- Version adoption alerts
- Team contribution guidelines
- Recognition for contributors
- Cross-functional rollout
- Scaling success metrics
Module 12. Sustaining compounding over time
Ensure your system keeps delivering value. Build habits and processes that maintain momentum and prevent decay.
12 chapters in this module
- Daily library hygiene
- Weekly review routine
- Monthly refinement session
- Quarterly library audit
- Annual refresh cycle
- Habit stacking techniques
- Progress tracking method
- Motivation maintenance
- Burnout prevention
- Succession planning
- Legacy transition steps
- Long-term vision update
How this maps to your situation
- Starting a new analytics project
- Responding to an audit request
- Onboarding to a new team
- Preparing for a promotion review
Before vs. after
Before
Delivering one-off analytics with limited reuse, repeating alignment, and rebuilding common components
After
Shipping faster using proven assets, with growing influence from a compoundable IP library
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 to fit around delivery cycles.
How this compares to the alternatives
Unlike generic upskilling platforms, this course delivers a structured system for turning your actual work into a self-reinforcing asset library, specifically tailored to senior data practitioners in regulated environments.
Frequently asked
Is this about learning a new tool or platform?
No. This is about structuring your existing work, models, reports, code, decisions, so each delivery strengthens the next.
How is the course structured?
12 modules, each containing 12 chapters (144 chapters total).
Will this work if my team doesn’t adopt it?
Yes. The system is designed to work at the individual practitioner level first. Team adoption is a compounding benefit, not a prerequisite.
$199 one-time. Approximately 3 hours per module, designed to fit around delivery cycles..
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