A tailored course, built for your situation
Mastering SOC 2 for Senior Data Scientists in Regulated Environments
Build authority in compliance without stepping out of your technical lane
$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.
Feeling like compliance is something that happens to your work, not something you lead?
The situation this course is for
Too often, technical contributors see control requirements arrive as mandates, with no input on design, scope, or implementation logic. That gap creates rework, misalignment, and missed chances to shape standards from within.
Who this is for
Senior data scientists and analytics engineers in consulting or regulated services who influence system design and data controls but aren’t formally in audit or GRC roles
Who this is not for
Entry-level analysts, pure-play data engineers without governance exposure, or practitioners focused exclusively on model development without systems integration
What you walk away with
- Own the narrative in SOC 2 control mapping discussions, not just supply evidence
- Design control-compliant pipelines with embedded evidence capture
- Reduce review cycles by aligning architecture to auditor expectations upfront
- Become the internal go-to when SOC 2 intersects with data modeling or pipeline design
- Document control ownership that reflects your technical leadership
The 12 modules (with all 144 chapters)
Module 1. SOC 2 Trust Principles in the Language of Data Science
Translate security, availability, processing integrity, confidentiality, and privacy into data system requirements.
12 chapters in this module
- Mapping trust principles to data workflows
- Control language vs engineering language
- Data lineage as evidence architecture
- Identifying ownership seams
- From data product specs to control scope
- Who signs off, and who should
- Evidence by design
- Embedding control logic in pipelines
- Real-time compliance checks
- Audit-ready outputs without rework
- Control narratives for technical teams
- Avoiding compliance translation tax
Module 2. Control Ownership vs. Control Support Roles
Distinguish influence from execution and claim oversight where expertise lives.
12 chapters in this module
- The myth of 'owned by GRC'
- Technical debt as control risk
- Where data ownership ends and control begins
- Sign-off authority pathways
- Cross-functional influence maps
- Documenting technical control design
- Proving depth without job title changes
- Building control reputation
- Escalation paths for design disputes
- Versioning control logic
- Peer validation of control efficacy
- Control handover anti-patterns
Module 3. Data Systems as Compliance Infrastructure
Treat pipelines, models, and storage layers as enforceable control surfaces.
12 chapters in this module
- Control-native data architecture
- Schema design with audit trails
- Automated evidence capture points
- Access logic as control enforcement
- Data quality as processing integrity
- Retention policies as compliance artifacts
- Change management for data products
- Logging at the transformation layer
- Control-aware monitoring
- Pipeline-to-audit mapping
- Metadata as control documentation
- Version control for compliance
Module 4. From Evidence Collection to Evidence Design
Shift from reactive gathering to proactive embedding of auditability.
12 chapters in this module
- Evidence requirements by trust principle
- Designing for sampling efficiency
- Automated log exports
- Timestamp integrity controls
- Role-based access proof
- Change approval trails
- Data validation checkpoints
- Error handling as control
- Reprocessing logic audits
- System boundary documentation
- Data flow diagrams with control markers
- Evidence retention schedules
Module 5. Writing Control Narratives as a Technical Lead
Communicate design intent so auditors see rigor, not just configuration.
12 chapters in this module
- Narrative structure for technical teams
- Explaining automation as control
- Justifying design tradeoffs
- Linking code to compliance logic
- Clarifying scope boundaries
- Documenting exception handling
- Versioning control narratives
- Using diagrams effectively
- Writing for reviewer efficiency
- Avoiding overstatement
- Referencing framework language
- Narrative review checklists
Module 6. SOC 2 and Data Product Lifecycle Integration
Integrate control requirements into development, deployment, and maintenance.
12 chapters in this module
- Requirement phase inclusion
- Sprint planning for compliance
- Definition of done with controls
- QA and UAT alignment
- Change advisory boards
- Emergency change controls
- Decommissioning workflows
- Vendor tool compliance
- Third-party data risks
- Contractual evidence obligations
- Service provider oversight
- Subprocessor tracking
Module 7. Risk Assessments from a Data Architecture View
Lead risk conversations with system-specific insights, not generic checklists.
12 chapters in this module
- Data-centric threat modeling
- Exposure by pipeline segment
- Access pattern analysis
- Privilege creep detection
- Data residency alignment
- Encryption scope mapping
- Failure mode analysis
- Vendor risk by data flow
- Incident simulation logic
- Recovery time objectives
- Data fidelity checks
- Risk register ownership
Module 8. Automation and Monitoring for Continuous Compliance
Use monitoring and observability to sustain control efficacy.
12 chapters in this module
- Alerts as control indicators
- Automated compliance checks
- Threshold validation logic
- Monitoring coverage gaps
- False positive reduction
- Dashboarding for auditors
- Log retention compliance
- System uptime tracking
- Capacity planning for audits
- Incident response integration
- Drift detection
- Control health scoring
Module 9. Cross-Functional Alignment Without Authority
Lead alignment through documentation, design, and influence.
12 chapters in this module
- Building credibility through consistency
- Designing for review efficiency
- Facilitating control workshops
- Negotiating scope boundaries
- Escalation protocols
- Stakeholder communication templates
- Meeting facilitation for consensus
- Documenting disagreements
- Change tracking across teams
- Version-controlled decisions
- Conflict resolution frameworks
- Building a coalition of contributors
Module 10. SOC 2 Readiness Preparation for Technical Teams
Lead readiness internally so external audits are validation, not transformation.
12 chapters in this module
- Readiness checklist creation
- Internal mock audits
- Evidence walkthroughs
- Gap identification protocols
- Remediation planning
- Timeline alignment
- Stakeholder briefing
- Documentation efficiency
- Scope change management
- Pre-audit walkthroughs
- Auditor onboarding
- Post-audit action tracking
Module 11. Vendor Tool Compliance from Design to Decommission
Ensure third-party tools meet control requirements across their lifecycle.
12 chapters in this module
- Pre-contract technical review
- Compliance requirement integration
- Pilot phase monitoring
- Integration control checks
- Data flow validation
- Access control alignment
- Audit log access rights
- Renewal review criteria
- Decommissioning compliance
- Data extraction obligations
- Subprocessor disclosures
- Vendor audit response
Module 12. Building a Reusable Compliance Playbook
Document approaches so future projects compound on past work.
12 chapters in this module
- Playbook structure design
- Template creation
- Version control strategy
- Onboarding new team members
- Updating for regulatory changes
- Internal knowledge sharing
- Lessons learned integration
- Cross-project reuse
- Playbook governance
- Access and ownership rules
- Integration with internal wikis
- Ownership succession planning
How this maps to your situation
- Designing data pipelines with embedded compliance
- Leading control discussions without formal authority
- Preparing for SOC 2 audits as a technical lead
- Documenting control ownership across systems
Before vs. after
Before
Compliance feels like an external requirement imposed on your work
After
You lead the design and narrative of compliance controls from within your technical role
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 be completed alongside active projects
If nothing changes
Without proactive integration, compliance remains a bottleneck, reducing your influence and keeping strategic control decisions out of technical hands.
How this compares to the alternatives
Unlike generic compliance courses, this program is built for technical practitioners who lead data systems but don’t have formal audit roles, turning deep expertise into control authority without a title change.
Frequently asked
Do I need a compliance background to benefit?
No, this course is designed for technical leads who already work in regulated environments and want to own the control narrative.
How is the course structured?
12 modules, each containing 12 chapters (144 chapters total).
Can I apply this to non-SOC 2 frameworks?
Yes, while SOC 2 is the anchor, the control design principles apply to ISO 27001, ISO 42001, and other frameworks.
$199 one-time. Approximately 3 hours per module, designed to be completed alongside active projects.
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