| role:blue-team-lead | skill-area:incident-response | SkillArea |
| role:appsec-engineer | skill-area:application-security | SkillArea |
| role:appsec-engineer | skill-area:sast | SkillArea |
| role:appsec-engineer | skill-area:dast | SkillArea |
| role:appsec-engineer | skill-area:threat-modeling | SkillArea |
| role:accessibility-specialist | skill-area:accessibility-first-design | SkillArea |
| role:accessibility-specialist | skill-area:accessibility-testing | SkillArea |
| role:accessibility-specialist | skill-area:web-accessibility | SkillArea |
| role:content-designer | skill-area:content-strategy | SkillArea |
| role:content-designer | skill-area:interaction-design | SkillArea |
| role:motion-designer | skill-area:motion-design | SkillArea |
| role:motion-designer | skill-area:animation-transitions | SkillArea |
| role:brand-designer | skill-area:visual-design | SkillArea |
| role:brand-designer | skill-area:color-theory | SkillArea |
| role:brand-designer | skill-area:typography | SkillArea |
| role:design-researcher | skill-area:user-research | SkillArea |
| role:design-researcher | skill-area:product-analytics | SkillArea |
| role:conversion-rate-optimizer | skill-area:conversion-optimization | SkillArea |
| role:conversion-rate-optimizer | skill-area:experiment-design-AB-testing | SkillArea |
| role:conversion-rate-optimizer | skill-area:a-b-testing | SkillArea |
| role:it-operations-manager | skill-area:itsm | SkillArea |
| role:it-operations-manager | skill-area:operations-automation | SkillArea |
| role:it-operations-manager | skill-area:vendor-management-ops | SkillArea |
| role:network-administrator | skill-area:networking | SkillArea |
| role:network-administrator | skill-area:network-segmentation | SkillArea |
| role:systems-administrator | skill-area:configuration-management | SkillArea |
| role:systems-administrator | skill-area:operations-automation | SkillArea |
| role:helpdesk-engineer | skill-area:itsm | SkillArea |
| role:helpdesk-engineer | skill-area:customer-support | SkillArea |
| role:capacity-planner | skill-area:capacity-forecasting | SkillArea |
| role:capacity-planner | skill-area:capacity-planning-ops | SkillArea |
| role:release-engineer | skill-area:ci-cd | SkillArea |
| role:release-engineer | skill-area:deployment-automation | SkillArea |
| role:release-engineer | skill-area:github-actions-authoring | SkillArea |
| role:build-engineer | skill-area:ci-pipeline-optimization | SkillArea |
| role:build-engineer | skill-area:containerization | SkillArea |
| role:build-engineer | skill-area:ci-cd | SkillArea |
| role:chaos-engineer | skill-area:chaos-engineering | SkillArea |
| role:chaos-engineer | skill-area:observability-pipeline | SkillArea |
| role:chaos-engineer | skill-area:incident-response | SkillArea |
| role:performance-engineer | skill-area:performance-testing | SkillArea |
| role:performance-engineer | skill-area:load-testing | SkillArea |
| role:performance-engineer | skill-area:profiling-cpu | SkillArea |
| role:performance-engineer | skill-area:profiling-memory | SkillArea |
| role:infrastructure-engineer | skill-area:terraform-infrastructure | SkillArea |
| role:infrastructure-engineer | skill-area:containerization | SkillArea |
| role:infrastructure-engineer | skill-area:cloud-infrastructure | SkillArea |
| role:api-engineer | skill-area:api-design | SkillArea |
| role:api-engineer | skill-area:api-contract-testing | SkillArea |
| role:api-engineer | skill-area:breaking-change-management | SkillArea |
| role:api-engineer | skill-area:deprecation-policy | SkillArea |
| role:sdk-engineer | skill-area:sdk-codegen | SkillArea |
| role:sdk-engineer | skill-area:api-design | SkillArea |
| role:sdk-engineer | skill-area:breaking-change-management | SkillArea |
| role:sdk-engineer | skill-area:semver-discipline | SkillArea |
| role:distinguished-engineer | skill-area:technical-leadership | SkillArea |
| role:distinguished-engineer | skill-area:solution-architecture | SkillArea |
| role:distinguished-engineer | skill-area:cross-team-coordination | SkillArea |
| role:data-architect | skill-area:data-warehouse-modeling | SkillArea |
| role:data-architect | skill-area:data-governance | SkillArea |
| role:data-architect | skill-area:data-lineage | SkillArea |
| role:data-architect | skill-area:schema-evolution | SkillArea |
| role:business-intelligence-analyst | skill-area:data-analysis | SkillArea |
| role:business-intelligence-analyst | skill-area:data-warehouse-modeling | SkillArea |
| role:business-intelligence-analyst | skill-area:dbt-modeling | SkillArea |
| role:data-governance-lead | skill-area:data-governance | SkillArea |
| role:data-governance-lead | skill-area:data-quality | SkillArea |
| role:data-governance-lead | skill-area:compliance-automation | SkillArea |
| role:ai-researcher | skill-area:deep-learning-libraries | SkillArea |
| role:ai-researcher | skill-area:machine-learning-frameworks | SkillArea |
| role:ai-researcher | skill-area:eval-driven-development | SkillArea |
| role:prompt-engineer | skill-area:prompt-engineering | SkillArea |
| role:prompt-engineer | skill-area:eval-driven-development | SkillArea |
| role:prompt-engineer | skill-area:retrieval-augmented-generation | SkillArea |
| role:ml-infrastructure-engineer | skill-area:containerization | SkillArea |
| role:ml-infrastructure-engineer | skill-area:terraform-infrastructure | SkillArea |
| role:ml-infrastructure-engineer | skill-area:machine-learning-frameworks | SkillArea |
| role:ai-ethics-researcher | skill-area:bias-fairness-analysis | SkillArea |
| role:ai-ethics-researcher | skill-area:explainability-interpretation | SkillArea |
| role:ai-ethics-researcher | skill-area:eval-driven-development | SkillArea |
| role:ai-product-manager | skill-area:product-strategy | SkillArea |
| role:ai-product-manager | skill-area:eval-driven-development | SkillArea |
| role:ai-product-manager | skill-area:product-analytics | SkillArea |
| role:ui-designer | skill-area:visual-design | SkillArea |
| role:ui-designer | skill-area:design-systems | SkillArea |
| role:ui-designer | skill-area:prototyping | SkillArea |
| role:interaction-designer | skill-area:interaction-design | SkillArea |
| role:interaction-designer | skill-area:prototyping | SkillArea |
| role:interaction-designer | skill-area:user-research | SkillArea |
| role:design-systems-engineer | skill-area:design-systems | SkillArea |
| role:design-systems-engineer | skill-area:web-accessibility | SkillArea |
| role:design-systems-engineer | skill-area:css-architecture | SkillArea |
| role:growth-engineer | skill-area:a-b-testing | SkillArea |
| role:growth-engineer | skill-area:product-analytics | SkillArea |
| role:growth-engineer | skill-area:feature-management | SkillArea |
| role:chief-product-officer | skill-area:product-strategy | SkillArea |
| role:chief-product-officer | skill-area:stakeholder-management | SkillArea |
| role:chief-product-officer | skill-area:cross-team-coordination | SkillArea |
| role:chief-data-officer | skill-area:data-governance | SkillArea |
| role:chief-data-officer | skill-area:stakeholder-management | SkillArea |