{
  "id": "role:engineering-manager",
  "_kind": "Role",
  "_file": "domain/roles/roles-leadership.yaml",
  "_cluster": "domain",
  "attributes": {
    "displayName": "Engineering Manager",
    "isAgentic": false,
    "automatability": 0.4,
    "description": "Leads a team of engineers, balancing people management with delivery accountability\nto ensure the team operates at high velocity while maintaining morale and growth.\nConducts regular one-on-ones, manages performance, and actively supports career\ndevelopment of direct reports. Coordinates with product and design counterparts\non roadmap planning, removes blockers, and represents the team's interests to\nupper management.\n",
    "seniority": "senior"
  },
  "outgoingEdges": [
    {
      "from": "role:engineering-manager",
      "to": "responsibility:mentoring",
      "kind": "holds_responsibility"
    },
    {
      "from": "role:engineering-manager",
      "to": "responsibility:hiring",
      "kind": "holds_responsibility"
    },
    {
      "from": "role:engineering-manager",
      "to": "responsibility:sprint-planning",
      "kind": "holds_responsibility"
    },
    {
      "from": "role:engineering-manager",
      "to": "responsibility:stakeholder-communication",
      "kind": "holds_responsibility"
    },
    {
      "from": "role:engineering-manager",
      "to": "responsibility:risk-assessment",
      "kind": "holds_responsibility"
    },
    {
      "from": "role:engineering-manager",
      "to": "domain:software-engineering",
      "kind": "requires_skill",
      "attributes": {
        "level": "expert"
      }
    },
    {
      "from": "role:engineering-manager",
      "to": "specialization:software-architecture",
      "kind": "requires_skill",
      "attributes": {
        "level": "intermediate"
      }
    },
    {
      "from": "role:engineering-manager",
      "to": "role:backend-engineer",
      "kind": "delegates_to"
    },
    {
      "from": "role:engineering-manager",
      "to": "role:frontend-engineer",
      "kind": "delegates_to"
    },
    {
      "from": "role:engineering-manager",
      "to": "role:fullstack-engineer",
      "kind": "delegates_to"
    },
    {
      "from": "role:engineering-manager",
      "to": "skill-area:adr-writing",
      "kind": "requires_expertise",
      "attributes": {}
    },
    {
      "from": "role:engineering-manager",
      "to": "skill-area:code-review-practice",
      "kind": "requires_expertise",
      "attributes": {}
    },
    {
      "from": "role:engineering-manager",
      "to": "skill-area:semver-discipline",
      "kind": "requires_expertise",
      "attributes": {}
    },
    {
      "from": "role:engineering-manager",
      "to": "domain:software-engineering",
      "kind": "applies_to",
      "attributes": {}
    }
  ],
  "incomingEdges": [
    {
      "from": "role:vp-engineering",
      "to": "role:engineering-manager",
      "kind": "delegates_to"
    },
    {
      "from": "stack-profile:developer-portal",
      "to": "role:engineering-manager",
      "kind": "used_by_role"
    },
    {
      "from": "tool:ora-agent-readiness",
      "to": "role:engineering-manager",
      "kind": "supports_work",
      "attributes": {
        "confidence": "high",
        "evidence": "Ora discovery ranks products by intent, useful for tool evaluation and agent-readiness governance."
      }
    },
    {
      "from": "workflow:financial-planning",
      "to": "role:engineering-manager",
      "kind": "involves_role"
    },
    {
      "from": "workflow:talent-acquisition-pipeline",
      "to": "role:engineering-manager",
      "kind": "involves_role"
    },
    {
      "from": "workflow:vendor-onboarding",
      "to": "role:engineering-manager",
      "kind": "involves_role"
    },
    {
      "from": "workflow:bug-triage",
      "to": "role:engineering-manager",
      "kind": "involves_role"
    },
    {
      "from": "workflow:technical-debt-reduction",
      "to": "role:engineering-manager",
      "kind": "involves_role"
    },
    {
      "from": "workflow:architecture-decision-record",
      "to": "role:engineering-manager",
      "kind": "involves_role"
    },
    {
      "from": "workflow:budget-planning",
      "to": "role:engineering-manager",
      "kind": "involves_role"
    },
    {
      "from": "workflow:engineering-onboarding",
      "to": "role:engineering-manager",
      "kind": "involves_role"
    },
    {
      "from": "workflow:project-kickoff",
      "to": "role:engineering-manager",
      "kind": "involves_role"
    },
    {
      "from": "workflow:team-formation",
      "to": "role:engineering-manager",
      "kind": "involves_role"
    },
    {
      "from": "workflow:incident-response",
      "to": "role:engineering-manager",
      "kind": "involves_role"
    },
    {
      "from": "workflow:on-call-rotation",
      "to": "role:engineering-manager",
      "kind": "involves_role"
    },
    {
      "from": "workflow:capacity-planning",
      "to": "role:engineering-manager",
      "kind": "involves_role"
    },
    {
      "from": "workflow:change-management",
      "to": "role:engineering-manager",
      "kind": "involves_role"
    },
    {
      "from": "workflow:post-mortem-review",
      "to": "role:engineering-manager",
      "kind": "involves_role"
    },
    {
      "from": "workflow:product-discovery",
      "to": "role:engineering-manager",
      "kind": "involves_role"
    },
    {
      "from": "workflow:release-management",
      "to": "role:engineering-manager",
      "kind": "involves_role"
    },
    {
      "from": "workflow:access-review",
      "to": "role:engineering-manager",
      "kind": "involves_role"
    },
    {
      "from": "workflow:penetration-testing-cycle",
      "to": "role:engineering-manager",
      "kind": "involves_role"
    },
    {
      "from": "tool-server:mcp-asana",
      "to": "role:engineering-manager",
      "kind": "supports_work",
      "attributes": {
        "confidence": "medium",
        "evidence": "Task/project metadata supports team planning and execution review."
      }
    },
    {
      "from": "lib-agent:code-migration-modernization--technical-debt-auditor",
      "to": "role:engineering-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:education--faculty-development-facilitator",
      "to": "role:engineering-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:healthcare--operations-excellence-director",
      "to": "role:engineering-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:healthcare--quality-improvement-orchestrator",
      "to": "role:engineering-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:shared--adversarial-spec-debates",
      "to": "role:engineering-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:shared--agile",
      "to": "role:engineering-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--bmad-implementation",
      "to": "role:engineering-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--bmad-orchestrator",
      "to": "role:engineering-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--bmad-quick-flow",
      "to": "role:engineering-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:shared--cc10x-router",
      "to": "role:engineering-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:shared--ccpm-orchestrator",
      "to": "role:engineering-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:shared--ccpm-parallel-execution",
      "to": "role:engineering-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:shared--ccpm-prd-workflow",
      "to": "role:engineering-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:shared--ccpm-tracking",
      "to": "role:engineering-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:shared--deep-research",
      "to": "role:engineering-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--double-diamond",
      "to": "role:engineering-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:shared--ecc-continuous-learning",
      "to": "role:engineering-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--feature-driven-development",
      "to": "role:engineering-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--gastown-molecule",
      "to": "role:engineering-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:shared--graph-of-thoughts",
      "to": "role:engineering-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--discuss-phase",
      "to": "role:engineering-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:shared--plan-phase",
      "to": "role:engineering-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:shared--progress",
      "to": "role:engineering-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:shared--verify-work",
      "to": "role:engineering-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:shared--hypothesis-driven-development",
      "to": "role:engineering-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--impact-mapping",
      "to": "role:engineering-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:shared--jobs-to-be-done",
      "to": "role:engineering-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:shared--kanban",
      "to": "role:engineering-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--maestro-development",
      "to": "role:engineering-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:shared--maestro-orchestrator",
      "to": "role:engineering-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:shared--metaswarm-design-review",
      "to": "role:engineering-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:shared--pilot-shell-orchestrator",
      "to": "role:engineering-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:shared--pilot-shell-sync",
      "to": "role:engineering-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--planning-execution",
      "to": "role:engineering-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:shared--planning-orchestrator",
      "to": "role:engineering-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:shared--planning-session",
      "to": "role:engineering-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:shared--planning-verification",
      "to": "role:engineering-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:shared--process-hardening-patterns",
      "to": "role:engineering-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:shared--rpikit-brainstorm",
      "to": "role:engineering-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--rpikit-implement",
      "to": "role:engineering-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:shared--rpikit-research",
      "to": "role:engineering-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--rup",
      "to": "role:engineering-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--scrum",
      "to": "role:engineering-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--shape-up",
      "to": "role:engineering-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:shared--root-cause-diagnosis",
      "to": "role:engineering-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:shared--spec-driven-development",
      "to": "role:engineering-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:shared--spec-kit-implementation",
      "to": "role:engineering-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:shared--spec-kit-specification",
      "to": "role:engineering-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:shared--spec-kit-brownfield",
      "to": "role:engineering-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:shared--spec-kit-constitution",
      "to": "role:engineering-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:shared--spec-kit-quality-checklist",
      "to": "role:engineering-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:shared--state-machine-orchestration",
      "to": "role:engineering-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--brainstorming",
      "to": "role:engineering-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:shared--finishing-a-development-branch",
      "to": "role:engineering-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:shared--receiving-code-review",
      "to": "role:engineering-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:shared--subagent-driven-development",
      "to": "role:engineering-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:shared--verification-before-completion",
      "to": "role:engineering-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:authoring--editorial-lifecycle",
      "to": "role:engineering-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.5
      }
    },
    {
      "from": "lib-process:collaboration--six-dimension-review",
      "to": "role:engineering-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.5
      }
    },
    {
      "from": "lib-process:collaboration--validator",
      "to": "role:engineering-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.5
      }
    },
    {
      "from": "lib-process:collaboration--branch-policies",
      "to": "role:engineering-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.5
      }
    },
    {
      "from": "lib-process:collaboration--conflict-resolver",
      "to": "role:engineering-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:collaboration--draft-pr-policy",
      "to": "role:engineering-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.5
      }
    },
    {
      "from": "lib-process:collaboration--issue-linking",
      "to": "role:engineering-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.5
      }
    },
    {
      "from": "lib-process:collaboration--issue-only-no-direct-commits",
      "to": "role:engineering-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.5
      }
    },
    {
      "from": "lib-process:collaboration--label-taxonomy",
      "to": "role:engineering-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.5
      }
    },
    {
      "from": "lib-process:collaboration--pr-comment-response",
      "to": "role:engineering-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.5
      }
    },
    {
      "from": "lib-process:collaboration--pr-lifecycle-comment-response",
      "to": "role:engineering-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.5
      }
    },
    {
      "from": "lib-process:collaboration--pr-lifecycle-dependency-bump",
      "to": "role:engineering-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.5
      }
    },
    {
      "from": "lib-process:collaboration--pr-lifecycle-docs",
      "to": "role:engineering-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.5
      }
    },
    {
      "from": "lib-process:collaboration--pr-lifecycle-feature",
      "to": "role:engineering-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.5
      }
    },
    {
      "from": "lib-process:collaboration--pr-lifecycle-hotfix",
      "to": "role:engineering-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.5
      }
    },
    {
      "from": "lib-process:collaboration--pr-lifecycle-router",
      "to": "role:engineering-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.5
      }
    },
    {
      "from": "lib-process:collaboration--pr-lifecycle-security",
      "to": "role:engineering-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.5
      }
    },
    {
      "from": "lib-process:collaboration--pr-policies",
      "to": "role:engineering-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.5
      }
    },
    {
      "from": "lib-process:communication--content-validator",
      "to": "role:engineering-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:communication--content-writer",
      "to": "role:engineering-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:communication--discord-manager",
      "to": "role:engineering-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:communication--slack-manager",
      "to": "role:engineering-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:code-migration-modernization--technical-debt-quantifier",
      "to": "role:engineering-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:education--facilitation-workshop-delivery",
      "to": "role:engineering-manager",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "org-unit:engineering",
      "to": "role:engineering-manager",
      "kind": "has_member",
      "attributes": {}
    },
    {
      "from": "org-unit:product-team",
      "to": "role:engineering-manager",
      "kind": "has_member",
      "attributes": {}
    },
    {
      "from": "responsibility:onboard-new-engineer",
      "to": "role:engineering-manager",
      "kind": "held_by",
      "attributes": {}
    },
    {
      "from": "responsibility:retro-facilitation",
      "to": "role:engineering-manager",
      "kind": "held_by",
      "attributes": {}
    },
    {
      "from": "responsibility:code-review-coverage",
      "to": "role:engineering-manager",
      "kind": "held_by",
      "attributes": {}
    },
    {
      "from": "responsibility:error-budget-management",
      "to": "role:engineering-manager",
      "kind": "held_by",
      "attributes": {}
    },
    {
      "from": "responsibility:on-call-rotation-fairness",
      "to": "role:engineering-manager",
      "kind": "held_by",
      "attributes": {}
    },
    {
      "from": "responsibility:developer-onboarding",
      "to": "role:engineering-manager",
      "kind": "held_by",
      "attributes": {}
    },
    {
      "from": "responsibility:incident-response-coordination",
      "to": "role:engineering-manager",
      "kind": "held_by",
      "attributes": {}
    },
    {
      "from": "responsibility:feature-flag-governance",
      "to": "role:engineering-manager",
      "kind": "held_by",
      "attributes": {}
    },
    {
      "from": "responsibility:release-cadence",
      "to": "role:engineering-manager",
      "kind": "held_by",
      "attributes": {}
    },
    {
      "from": "responsibility:tech-debt-management",
      "to": "role:engineering-manager",
      "kind": "held_by",
      "attributes": {}
    },
    {
      "from": "responsibility:slo-management",
      "to": "role:engineering-manager",
      "kind": "held_by",
      "attributes": {}
    },
    {
      "from": "responsibility:change-management",
      "to": "role:engineering-manager",
      "kind": "held_by",
      "attributes": {}
    },
    {
      "from": "responsibility:vendor-management",
      "to": "role:engineering-manager",
      "kind": "held_by",
      "attributes": {}
    },
    {
      "from": "responsibility:release-coordination",
      "to": "role:engineering-manager",
      "kind": "held_by",
      "attributes": {}
    },
    {
      "from": "workflow:advertising-channel-evaluation",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:programmatic-media-buying-review",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:ai-agent-adoption-rollout",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:ai-usage-review",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:ai-pair-programming-governance",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:copilot-usage-review",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:data-quality-scorecard-review",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:grant-proposal-review",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:flight-operations-review",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:mro-scheduling-optimization",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:partner-program-design",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:bizdev-crm-and-tracking-setup",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:partnership-pipeline-review",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:channel-partner-enablement",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:strategic-alliance-performance-review",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:process-mapping-and-improvement",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:vendor-performance-review",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:process-automation-assessment",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:business-continuity-drill",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:hazop-safety-analysis",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:construction-schedule-optimization",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:open-source-community-stewardship",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:hackathon-organization",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:community-guidelines-development",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:community-health-metrics-review",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:community-moderation-cycle",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:gdpr-data-subject-request",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:sox-controls-review",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:soc2-audit-preparation",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:access-control-audit",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:building-permit-compliance-review",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:product-launch-readiness",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:developer-productivity-index-review",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:technical-debt-portfolio-review",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:organization-wide-toolchain-audit",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:procurement-cycle",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:annual-compliance-review",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:post-incident-review",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:quarterly-planning",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:customer-health-score-review",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:customer-escalation-management",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:customer-onboarding-program",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:account-plan-review",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:customer-segmentation-review",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:data-mesh-domain-ownership-review",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:data-access-request-workflow",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:decision-retrospective",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:ci-cd-pipeline-migration",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:game-localization-pipeline",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:data-warehouse-cost-optimization",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:ml-model-versioning-governance",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:kubernetes-cost-optimization",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:documentation-freshness-audit",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:customer-churn-analysis",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:pay-equity-analysis",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:accessibility-standards-compliance",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:employee-resource-group-impact-review",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:dei-metrics-review",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:inclusive-hiring-audit",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:developer-feedback-cycle",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:internal-hackathon",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:changelog-communication-cycle",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:curriculum-update-cycle",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:annual-strategic-planning",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:board-reporting-cycle",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:merger-integration-playbook",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:organizational-restructuring",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:employee-exit-process",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:corporate-communications-review",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:it-service-catalog-review",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:change-advisory-board-review",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:sustainability-metrics-review",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:scope3-emissions-tracking",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:sustainability-supply-chain-audit",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:green-it-infrastructure-review",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:climate-risk-scenario-analysis",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:esg-reporting-cycle",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:on-call-handoff",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:sprint-retrospective",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:feature-flag-lifecycle-governance",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:bug-triage-process",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:hotfix-deployment-procedure",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:employee-onboarding-process",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:succession-planning",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:org-restructuring",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:M-and-A-tech-integration",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:engineering-hiring-pipeline",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:post-mortem",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:disaster-recovery-drill",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:vendor-evaluation-extended",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:tech-debt-sprint",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:workplace-space-planning",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:office-relocation-management",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:workplace-safety-audit",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:design-to-shelf-pipeline",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:field-dispatch-optimization",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:work-order-lifecycle-management",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:accounts-payable-cycle",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:accounts-receivable-aging-review",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:financial-close-cycle",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:erp-system-configuration",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:financial-reporting-dashboard-setup",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:expense-policy-and-controls-setup",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:budget-planning-cycle",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:expense-audit",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:revenue-recognition-review",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:cloud-cost-allocation-review",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:finops-monthly-business-review",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:finops-practice-setup",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:cost-anomaly-alerting-setup",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:regulatory-sandbox-compliance",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:food-safety-audit",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:game-economy-balancing-review",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:playtesting-coordination",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:vendor-evaluation",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:slo-definition-review",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:cyber-risk-quantification",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:product-led-growth-metrics-review",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:growth-experiment-review",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:growth-experimentation-platform-setup",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:referral-program-design",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:patient-safety-event-review",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:property-portfolio-analysis",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:employee-engagement-pulse-check",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:succession-planning-review",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:workplace-diversity-metrics-review",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:hris-platform-setup",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:learning-management-system-setup",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:employee-recognition-program-design",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:recruiting-pipeline-review",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:performance-review-cycle",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:compensation-benchmarking",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:culture-survey-analysis",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:lean-manufacturing-kaizen",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:quality-control-audit",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:cloud-cost-anomaly-detection",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:earnings-call-preparation",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:shareholder-engagement-cycle",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:contract-review-cycle",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:vessel-compliance-inspection",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:port-turnaround-optimization",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:campaign-launch",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:marketing-attribution-review",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:editorial-workflow-management",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:rights-clearance-workflow",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:hypothesis-driven-experiment",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:sprint-planning-ceremony",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:event-storming-session",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:mine-safety-audit",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:ab-experiment-lifecycle",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:mobile-release-train",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:developer-onboarding-time-to-first-deploy",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:grant-lifecycle-management",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:dashboard-governance",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:error-budget-exhaustion-review",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:team-rotation-program",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:mentorship-pairing-cycle",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:role-transition-onboarding",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:engineer-onboarding",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:operational-risk-event-analysis",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:on-call-rotation-management",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:capacity-planning",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:infrastructure-cost-optimization",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:platform-sla-review",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:crisis-communication-drill",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:kpi-dashboard-review",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:knowledge-base-audit",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:lessons-learned-capture",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:project-portfolio-rebalancing",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:contract-renewal-negotiation",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:supplier-diversity-review",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:procurement-spend-analysis",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:procurement-policy-development",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:e-procurement-platform-setup",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:okr-alignment-review",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:user-research-session",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:feature-flag-lifecycle",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:roadmap-review",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:feature-prioritization",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:tenant-experience-optimization",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:test-strategy-planning",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:release-readiness-checklist",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:release-coordination",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:pos-system-upgrade",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:lead-to-revenue-funnel-analysis",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:gtm-motion-alignment-review",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:pricing-strategy-review",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:revenue-forecasting-model-calibration",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:enterprise-risk-register-review",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:business-impact-analysis",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:regulatory-change-management",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:sales-forecast-review",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:enterprise-deal-negotiation",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:partner-channel-sales-review",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:customer-renewal-management",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:channel-partner-recruitment",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:enterprise-procurement-navigation",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:sales-compensation-plan-design",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:sales-pipeline-review",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:deal-qualification",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:territory-planning",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:hipaa-compliance-audit",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:phishing-simulation-exercise",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:bug-bounty-triage",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:event-operations-planning",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:strategic-planning-framework-setup",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:strategic-initiative-progress-review",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:business-model-canvas-review",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:demand-forecasting-cycle",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:supplier-risk-assessment",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:inventory-optimization-review",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:phone-support-queue-management",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:video-support-session-management",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:sla-breach-response",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:customer-feedback-triage",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:incident-customer-communication",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:support-queue-triage-automation",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:support-quality-assurance-review",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:support-chatbot-performance-review",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:helpdesk-platform-migration",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:support-tier-structure-design",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:support-automation-setup",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:technical-support-escalation",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:vip-support-program-management",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:bug-triage",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:retrospective",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:knowledge-base-maintenance",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:hotel-revenue-management-review",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:chemical-process-safety-review",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:construction-safety-inspection",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:scenario-planning-workshop",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:energy-trading-risk-review",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:sustainable-fashion-audit",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:mobile-workforce-safety-check",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:public-procurement-compliance",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:maritime-environmental-compliance",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:content-rights-management-audit",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:donor-stewardship-cycle",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:certification-program-management",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:leadership-development-review",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:technical-skills-gap-analysis",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:usability-testing-cycle",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:portfolio-company-review",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:ai-agent-adoption-rollout",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:ai-usage-review",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:vendor-evaluation",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:slo-definition-review",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:engineer-onboarding",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:on-call-rotation-management",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:capacity-planning",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:infrastructure-cost-optimization",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:test-strategy-planning",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:release-coordination",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:bug-triage",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    },
    {
      "from": "workflow:retrospective",
      "to": "role:engineering-manager",
      "kind": "involves_role",
      "attributes": {}
    }
  ]
}