| role:recommendation-engineer | responsibility:a-b-test-integrity | Responsibility |
| role:reinforcement-learning-engineer | responsibility:model-quality-assurance | Responsibility |
| role:reinforcement-learning-engineer | responsibility:model-training-quality | Responsibility |
| role:ai-trainer | responsibility:annotation-accuracy | Responsibility |
| role:ai-trainer | responsibility:data-labeling-consistency | Responsibility |
| role:annotation-lead | responsibility:annotation-accuracy | Responsibility |
| role:annotation-lead | responsibility:data-labeling-consistency | Responsibility |
| role:annotation-lead | responsibility:data-quality | Responsibility |
| role:data-steward | responsibility:data-quality | Responsibility |
| role:data-steward | responsibility:data-retention-compliance | Responsibility |
| role:data-steward | responsibility:data-quality-monitoring | Responsibility |
| role:data-quality-engineer | responsibility:data-quality | Responsibility |
| role:data-quality-engineer | responsibility:data-pipeline-reliability | Responsibility |
| role:etl-developer | responsibility:data-pipeline-reliability | Responsibility |
| role:etl-developer | responsibility:data-quality | Responsibility |
| role:reporting-analyst | responsibility:metric-definition | Responsibility |
| role:reporting-analyst | responsibility:stakeholder-communication | Responsibility |
| role:data-visualization-specialist | responsibility:metric-definition | Responsibility |
| role:data-visualization-specialist | responsibility:knowledge-sharing | Responsibility |
| role:penetration-tester | responsibility:security-audit | Responsibility |
| role:penetration-tester | responsibility:security-review | Responsibility |
| role:security-architect | responsibility:architecture-decision | Responsibility |
| role:security-architect | responsibility:security-audit | Responsibility |
| role:security-architect | responsibility:threat-modeling | Responsibility |
| role:threat-analyst | responsibility:security-incident-triage | Responsibility |
| role:threat-analyst | responsibility:risk-assessment | Responsibility |
| role:soc-analyst | responsibility:security-incident-triage | Responsibility |
| role:soc-analyst | responsibility:incident-response | Responsibility |
| role:forensic-analyst | responsibility:security-audit | Responsibility |
| role:forensic-analyst | responsibility:incident-response | Responsibility |
| role:red-team-lead | responsibility:security-audit | Responsibility |
| role:red-team-lead | responsibility:zero-day-response | Responsibility |
| role:blue-team-lead | responsibility:security-incident-triage | Responsibility |
| role:blue-team-lead | responsibility:incident-response | Responsibility |
| role:appsec-engineer | responsibility:security-review | Responsibility |
| role:appsec-engineer | responsibility:dependency-security | Responsibility |
| role:accessibility-specialist | responsibility:accessibility-wcag-compliance | Responsibility |
| role:accessibility-specialist | responsibility:accessibility-compliance | Responsibility |
| role:content-designer | responsibility:content-creation | Responsibility |
| role:content-designer | responsibility:brand-consistency | Responsibility |
| role:motion-designer | responsibility:brand-consistency | Responsibility |
| role:motion-designer | responsibility:performance-budget-enforcement | Responsibility |
| role:brand-designer | responsibility:brand-consistency | Responsibility |
| role:brand-designer | responsibility:brand-management | Responsibility |
| role:design-researcher | responsibility:user-research | Responsibility |
| role:design-researcher | responsibility:knowledge-sharing | Responsibility |
| role:conversion-rate-optimizer | responsibility:a-b-test-integrity | Responsibility |
| role:conversion-rate-optimizer | responsibility:experimentation-governance | Responsibility |
| role:it-operations-manager | responsibility:sla-management | Responsibility |
| role:it-operations-manager | responsibility:vendor-management | Responsibility |
| role:it-operations-manager | responsibility:change-management | Responsibility |
| role:network-administrator | responsibility:platform-reliability | Responsibility |
| role:network-administrator | responsibility:capacity-planning | Responsibility |
| role:systems-administrator | responsibility:platform-reliability | Responsibility |
| role:systems-administrator | responsibility:disaster-recovery | Responsibility |
| role:helpdesk-engineer | responsibility:customer-escalation | Responsibility |
| role:helpdesk-engineer | responsibility:knowledge-sharing | Responsibility |
| role:capacity-planner | responsibility:capacity-planning | Responsibility |
| role:capacity-planner | responsibility:cost-optimization-cloud | Responsibility |
| role:epidemiologist | responsibility:clinical-data-integrity | Responsibility |
| role:epidemiologist | responsibility:patient-safety-compliance | Responsibility |
| role:clinical-data-scientist | responsibility:clinical-data-integrity | Responsibility |
| role:clinical-data-scientist | responsibility:patient-safety-compliance | Responsibility |
| role:clinical-data-scientist | responsibility:drug-safety-monitoring | Responsibility |
| role:bioinformatician | responsibility:clinical-data-integrity | Responsibility |
| role:bioinformatician | responsibility:data-quality | Responsibility |
| role:quant-developer | responsibility:financial-model-accuracy | Responsibility |
| role:quant-developer | responsibility:risk-model-validation | Responsibility |
| role:quant-developer | responsibility:trading-system-reliability | Responsibility |
| role:actuary | responsibility:financial-model-accuracy | Responsibility |
| role:actuary | responsibility:risk-model-validation | Responsibility |
| role:actuary | responsibility:regulatory-reporting | Responsibility |
| role:supply-chain-planner | responsibility:supply-chain-optimization | Responsibility |
| role:supply-chain-planner | responsibility:cost-optimization | Responsibility |
| role:logistics-coordinator | responsibility:supply-chain-optimization | Responsibility |
| role:logistics-coordinator | responsibility:vendor-management | Responsibility |
| role:manufacturing-engineer | responsibility:workplace-safety | Responsibility |
| role:manufacturing-engineer | responsibility:cost-optimization | Responsibility |
| role:manufacturing-engineer | responsibility:environmental-impact-assessment | Responsibility |
| role:quality-assurance-engineer-industrial | responsibility:workplace-safety | Responsibility |
| role:quality-assurance-engineer-industrial | responsibility:regulatory-compliance | Responsibility |
| role:environmental-scientist | responsibility:environmental-impact-assessment | Responsibility |
| role:environmental-scientist | responsibility:carbon-footprint-tracking | Responsibility |
| role:urban-planner | responsibility:environmental-impact-assessment | Responsibility |
| role:urban-planner | responsibility:stakeholder-communication | Responsibility |
| role:transportation-planner | responsibility:environmental-impact-assessment | Responsibility |
| role:transportation-planner | responsibility:stakeholder-communication | Responsibility |
| role:game-designer | responsibility:user-research | Responsibility |
| role:game-designer | responsibility:metric-definition | Responsibility |
| role:level-designer | responsibility:user-research | Responsibility |
| role:level-designer | responsibility:content-creation | Responsibility |
| role:narrative-designer | responsibility:content-creation | Responsibility |
| role:narrative-designer | responsibility:user-research | Responsibility |
| role:VFX-artist | responsibility:performance-optimization | Responsibility |
| role:VFX-artist | responsibility:content-creation | Responsibility |
| role:sound-designer | responsibility:content-creation | Responsibility |
| role:sound-designer | responsibility:performance-optimization | Responsibility |
| role:music-technologist | responsibility:content-creation | Responsibility |
| role:music-technologist | responsibility:performance-optimization | Responsibility |
| role:video-editor | responsibility:content-creation | Responsibility |