| workflow:voice-of-customer-synthesis | role:planner | Role |
| workflow:customer-segmentation-review | role:data-scientist | Role |
| workflow:customer-segmentation-review | role:planner | Role |
| workflow:customer-segmentation-review | role:engineering-manager | Role |
| workflow:cx-measurement-framework-setup | role:data-scientist | Role |
| workflow:cx-measurement-framework-setup | role:product-designer | Role |
| workflow:cx-measurement-framework-setup | role:platform-engineer | Role |
| workflow:customer-lifecycle-automation-setup | role:platform-engineer | Role |
| workflow:customer-lifecycle-automation-setup | role:data-scientist | Role |
| workflow:customer-lifecycle-automation-setup | role:planner | Role |
| workflow:cyber-risk-scenario-modeling | role:security-risk-analyst | Role |
| workflow:cyber-risk-scenario-modeling | role:security-reviewer | Role |
| workflow:cyber-risk-scenario-modeling | role:data-scientist | Role |
| workflow:threat-intelligence-feed-review | role:security-risk-analyst | Role |
| workflow:threat-intelligence-feed-review | role:security-reviewer | Role |
| workflow:security-control-maturity-assessment | role:security-risk-analyst | Role |
| workflow:security-control-maturity-assessment | role:security-reviewer | Role |
| workflow:security-control-maturity-assessment | role:principal-engineer | Role |
| workflow:ad-hoc-analysis-request-cycle | role:data-analyst | Role |
| workflow:ad-hoc-analysis-request-cycle | role:data-scientist | Role |
| workflow:dashboard-development-cycle | role:data-analyst | Role |
| workflow:dashboard-development-cycle | role:data-scientist | Role |
| workflow:dashboard-development-cycle | role:product-designer | Role |
| workflow:data-quality-investigation | role:data-analyst | Role |
| workflow:data-quality-investigation | role:data-engineer | Role |
| workflow:data-quality-investigation | role:business-analyst | Role |
| workflow:metrics-definition-alignment | role:data-analyst | Role |
| workflow:metrics-definition-alignment | role:business-analyst | Role |
| workflow:metrics-definition-alignment | role:planner | Role |
| workflow:data-mesh-domain-ownership-review | role:data-scientist | Role |
| workflow:data-mesh-domain-ownership-review | role:principal-engineer | Role |
| workflow:data-mesh-domain-ownership-review | role:engineering-manager | Role |
| workflow:real-time-streaming-health-check | role:platform-engineer | Role |
| workflow:real-time-streaming-health-check | role:data-scientist | Role |
| workflow:real-time-streaming-health-check | role:debugger | Role |
| workflow:data-warehouse-schema-governance | role:database-administrator | Role |
| workflow:data-warehouse-schema-governance | role:data-scientist | Role |
| workflow:data-warehouse-schema-governance | role:tech-lead | Role |
| workflow:etl-pipeline-cost-optimization | role:platform-engineer | Role |
| workflow:etl-pipeline-cost-optimization | role:data-scientist | Role |
| workflow:etl-pipeline-cost-optimization | role:cloud-architect | Role |
| workflow:data-access-request-workflow | role:security-reviewer | Role |
| workflow:data-access-request-workflow | role:database-administrator | Role |
| workflow:data-access-request-workflow | role:engineering-manager | Role |
| workflow:cdc-pipeline-validation | role:data-scientist | Role |
| workflow:cdc-pipeline-validation | role:database-administrator | Role |
| workflow:cdc-pipeline-validation | role:platform-engineer | Role |
| workflow:data-catalog-maintenance | role:data-scientist | Role |
| workflow:data-catalog-maintenance | role:technical-writer | Role |
| workflow:data-catalog-maintenance | role:database-administrator | Role |
| workflow:dbt-model-review | role:data-scientist | Role |
| workflow:dbt-model-review | role:code-reviewer | Role |
| workflow:dbt-model-review | role:ml-engineer | Role |
| workflow:model-fairness-audit | role:data-scientist | Role |
| workflow:model-fairness-audit | role:ml-engineer | Role |
| workflow:model-fairness-audit | role:security-reviewer | Role |
| workflow:model-explainability-review | role:ml-engineer | Role |
| workflow:model-explainability-review | role:data-scientist | Role |
| workflow:model-explainability-review | role:technical-writer | Role |
| workflow:dataset-versioning-governance | role:ml-engineer | Role |
| workflow:dataset-versioning-governance | role:data-scientist | Role |
| workflow:dataset-versioning-governance | role:platform-engineer | Role |
| workflow:data-pipeline-monitoring | role:data-scientist | Role |
| workflow:data-pipeline-monitoring | role:ml-engineer | Role |
| workflow:data-governance-review | role:data-scientist | Role |
| workflow:data-governance-review | role:database-administrator | Role |
| workflow:data-governance-review | role:security-reviewer | Role |
| workflow:schema-migration | role:database-administrator | Role |
| workflow:schema-migration | role:db-migrator | Role |
| workflow:query-performance-review | role:database-administrator | Role |
| workflow:query-performance-review | role:performance-profiler | Role |
| workflow:backup-recovery-drill | role:database-administrator | Role |
| workflow:backup-recovery-drill | role:platform-engineer | Role |
| workflow:backup-recovery-drill | role:incident-commander | Role |
| workflow:tech-radar-update | role:principal-engineer | Role |
| workflow:tech-radar-update | role:staff-engineer | Role |
| workflow:tech-radar-update | role:tech-lead | Role |
| workflow:tech-radar-update | role:ai-champion | Role |
| workflow:architectural-fitness-function-review | role:principal-engineer | Role |
| workflow:architectural-fitness-function-review | role:staff-engineer | Role |
| workflow:architectural-fitness-function-review | role:platform-engineer | Role |
| workflow:cross-team-integration-testing | role:test-writer | Role |
| workflow:cross-team-integration-testing | role:platform-engineer | Role |
| workflow:cross-team-integration-testing | role:database-administrator | Role |
| workflow:day-trading-journal-review | role:quantitative-analyst | Role |
| workflow:day-trading-journal-review | role:portfolio-manager | Role |
| workflow:pre-market-preparation-routine | role:portfolio-manager | Role |
| workflow:pre-market-preparation-routine | role:research-analyst | Role |
| workflow:trading-performance-attribution | role:quantitative-analyst | Role |
| workflow:trading-performance-attribution | role:portfolio-manager | Role |
| workflow:trading-performance-attribution | role:risk-analyst | Role |
| workflow:forecasting-model-calibration | role:data-scientist | Role |
| workflow:forecasting-model-calibration | role:staff-engineer | Role |
| workflow:forecasting-model-calibration | role:planner | Role |
| workflow:decision-retrospective | role:engineering-manager | Role |
| workflow:decision-retrospective | role:planner | Role |
| workflow:decision-retrospective | role:staff-engineer | Role |
| workflow:api-rate-limiting-tuning | role:staff-engineer | Role |
| workflow:api-rate-limiting-tuning | role:platform-engineer | Role |
| workflow:database-index-optimization | role:database-administrator | Role |