A tailored course, built for your situation
Deeper command of the SOC 2 framework for data scientists leading compliance initiatives
Mastery-level understanding of SOC 2 implementation patterns, control mapping, and evidence design tailored for senior data practitioners
$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 scientist or IC practitioner leading or influencing compliance frameworks in a tech-first organization
Who this is not for
Entry-level analysts, non-technical compliance staff, or consultants seeking generic SOC 2 overviews
What you walk away with
- Precise control mapping from data system behavior to SOC 2 trust principles
- Repeatable evidence pipelines that survive architecture changes
- Anticipation of auditor judgment calls during early design phases
- Cold command of SOC 2 report structure and narrative levers
- Strategic influence over scope decisions before documentation begins
The 12 modules (with all 144 chapters)
Module 1. SOC 2 fundamentals for data-led controls
Understand how SOC 2 differs from technical logging, and why data scientists are now central to control design. Covers trust principles, report types, and the role of evidence over opinion.
12 chapters in this module
- What SOC 2 measures
- Trust Services Criteria explained
- Auditor expectations by principle
- Data system boundaries
- Control vs evidence distinction
- Common misinterpretations
- Role of data pipelines
- Scope definition pitfalls
- Time-based testing windows
- Reporting formats compared
- Management use cases
- Audit cycle timeline
Module 2. Control mapping from data architecture
Translate system capabilities into control statements. Learn how to justify 'present and functioning' claims with query patterns, lineage, and access logic.
12 chapters in this module
- Mapping controls to data layers
- Query-based evidence design
- Access review patterns
- Authentication assertions
- Change logging coverage
- Retention proof strategies
- Anomaly detection thresholds
- Encryption validation
- Backup verification logic
- Schema evolution handling
- API call logging scope
- Third-party dependency tracing
Module 3. Evidence pipeline design
Build automated, auditable pipelines that generate compliance artifacts without manual intervention. Focus on durability, freshness, and defensibility.
12 chapters in this module
- Event sourcing for compliance
- Idempotent evidence tables
- Timestamp consistency
- Hash-based integrity checks
- Role-based access logs
- Automated attestation scripts
- Point-in-time snapshots
- Retention tagging
- Cross-system correlation
- Failure mode logging
- Pipeline monitoring alerts
- Human-in-the-loop fallbacks
Module 4. Control depth vs auditor expectations
Align implementation depth with actual auditor judgment. Avoid over-engineering while ensuring passable rigor.
12 chapters in this module
- Auditor review thresholds
- Sample size expectations
- Frequency of testing
- Documentation sufficiency
- Evidence chain completeness
- Management assertions scope
- Common fail points
- Remediation turnaround norms
- Scope creep warnings
- Vendor evidence reliance
- Historical trend expectations
- Judgment call anticipation
Module 5. Scope validation techniques
Validate that compliance scope matches actual system boundaries and risk exposure. Prevent gaps and overreach.
12 chapters in this module
- System boundary definition
- Data flow mapping method
- Ownership assertion process
- Change control inclusion
- Third-party segmentation
- Cloud service boundaries
- API exposure review
- Legacy system handling
- Multi-region considerations
- Customer data paths
- Admin access scope
- Emergency bypass tracking
Module 6. Control phrasing for defensibility
Write control statements that survive auditor scrutiny and internal change. Focus on precision, testability, and future-proofing.
12 chapters in this module
- Present and functioning standard
- Specificity thresholds
- Avoiding vague language
- Time-bound claims
- Ownership clarity
- Test method inclusion
- Exception handling notation
- Change control linkage
- Evidence location tagging
- Versioning strategy
- Review cycle cadence
- Automated linting tools
Module 7. Artifact lineage and traceability
Ensure every compliance output can be traced to source data, logic, and ownership. Build audit trails that command trust.
12 chapters in this module
- Data lineage tagging
- Query-to-report mapping
- Code ownership linkage
- Pipeline run tracking
- Schema change logging
- Approval chain recording
- Timestamp synchronization
- Environment segregation
- Re-run capability
- Version-controlled queries
- Access policy snapshots
- Audit package assembly
Module 8. Anticipating auditor judgment calls
Predict where auditors will probe deeper based on control design and evidence quality. Prepare responses in advance.
12 chapters in this module
- High-risk control patterns
- Past finding analysis
- Control interdependencies
- Evidence sufficiency norms
- Sampling skepticism
- Management override scrutiny
- Change velocity concerns
- Automated vs manual balance
- Vendor evidence gaps
- Historical inconsistency flags
- Threshold justification
- Remediation pacing
Module 9. Strategic influence over compliance scope
Position yourself as the decision-maker on what’s in and out of scope. Use technical authority to shape compliance strategy.
12 chapters in this module
- In-scope justification
- Risk-based exclusion
- Architecture-led boundaries
- Data flow authority
- Ownership assertion
- Change control integration
- Vendor exclusion logic
- Legacy system handling
- Multi-geo considerations
- Customer data scope
- Admin privilege limits
- Emergency access review
Module 10. Repeatable compliance patterns
Turn one-time efforts into reusable templates. Build institutional memory that survives personnel and architecture changes.
12 chapters in this module
- Template design principles
- Configurable control modules
- Automated evidence packs
- Cross-project reuse
- Versioning strategy
- Onboarding accelerators
- Documentation generators
- Validation scripts
- Alert threshold libraries
- Review checklist automation
- Scope migration tools
- Knowledge transfer packs
Module 11. Management assertion readiness
Prepare unassailable management assertions. Align technical reality with signed statements.
12 chapters in this module
- Assertion statement types
- Ownership verification
- Evidence binding
- Timeline alignment
- Change control sync
- Remediation status
- Test results linkage
- Exception disclosures
- Reviewer coordination
- Version control sync
- Approval workflow
- Audit prep checklist
Module 12. Final audit package assembly
Assemble complete, coherent audit packages. Ensure narrative flow, artifact completeness, and reviewer clarity.
12 chapters in this module
- Package structure
- Narrative arc design
- Exhibit numbering
- Cross-reference indexing
- Evidence labeling
- Change summary section
- Management letter prep
- Reviewer FAQ anticipations
- Versioned release process
- Secure delivery method
- Post-submission tracking
- Lessons learned capture
How this maps to your situation
- When designing a new data pipeline with compliance implications
- During early scoping of SOC 2 audit cycles
- Before signing off on control evidence
- While defending scope or control choices to auditors
Before vs. after
Before
Compliance feels reactive, dependent on auditor feedback, and vulnerable to last-minute findings.
After
You command the framework end to end, evidence design, control mapping, and audit narrative, with precision and confidence.
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, with full course completion expected in under 6 weeks for most practitioners.
How this compares to the alternatives
Unlike generic SOC 2 overviews or auditor-led training, this course is built for data scientists who lead implementation, not review. It focuses on design authority, not just awareness.
Frequently asked
Is this course focused on technical or managerial aspects of SOC 2?
It's designed for technical leaders, like staff data scientists, who shape how controls are implemented. You’ll gain mastery over evidence pipelines, control phrasing, and audit readiness from a builder’s perspective.
How is the course structured?
12 modules, each containing 12 chapters (144 chapters total).
Will this help me lead a SOC 2 audit at my company?
Yes. You'll gain the command needed to lead evidence design, scope validation, and control mapping, often the most technically demanding parts of the process.
$199 one-time. Approximately 3 hours per module, with full course completion expected in under 6 weeks for most practitioners..
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