| role:engineering-manager-convergent | skill-area:code-review-practice | SkillArea |
| role:staff-engineer-convergent | skill-area:c4-modeling | SkillArea |
| role:staff-engineer-convergent | skill-area:adr-writing | SkillArea |
| role:staff-engineer-convergent | skill-area:domain-driven-design | SkillArea |
| role:staff-engineer-convergent | skill-area:hexagonal-architecture | SkillArea |
| role:staff-engineer-convergent | skill-area:strangler-fig-pattern | SkillArea |
| role:staff-engineer-convergent | skill-area:api-design | SkillArea |
| role:staff-engineer-convergent | skill-area:dependency-upgrade-strategies | SkillArea |
| role:firmware-engineer | skill-area:firmware-development | SkillArea |
| role:firmware-engineer | skill-area:real-time-os | SkillArea |
| role:firmware-engineer | skill-area:bootloader-design | SkillArea |
| role:fpga-engineer | skill-area:hdl-design | SkillArea |
| role:fpga-engineer | skill-area:fpga-synthesis | SkillArea |
| role:fpga-engineer | skill-area:timing-closure | SkillArea |
| role:fpga-engineer | skill-area:hardware-verification-uvm | SkillArea |
| role:kernel-developer | skill-area:rtos-programming | SkillArea |
| role:kernel-developer | skill-area:concurrency-multithreading | SkillArea |
| role:kernel-developer | skill-area:lock-free-data-structures | SkillArea |
| role:compiler-engineer | skill-area:compiler-implementation | SkillArea |
| role:compiler-engineer | skill-area:language-design | SkillArea |
| role:graphics-engineer | skill-area:shader-programming | SkillArea |
| role:graphics-engineer | skill-area:graphics-rendering | SkillArea |
| role:graphics-engineer | skill-area:gpu-memory-hierarchy | SkillArea |
| role:audio-engineer | skill-area:audio-processing | SkillArea |
| role:audio-engineer | skill-area:game-audio-systems | SkillArea |
| role:networking-engineer | skill-area:tcp-tuning | SkillArea |
| role:networking-engineer | skill-area:websocket-design | SkillArea |
| role:networking-engineer | skill-area:protocol-design | SkillArea |
| role:protocol-engineer | skill-area:protocol-design | SkillArea |
| role:protocol-engineer | skill-area:socket-programming | SkillArea |
| role:database-engineer | skill-area:postgres-tuning | SkillArea |
| role:database-engineer | skill-area:connection-pool-tuning | SkillArea |
| role:database-engineer | skill-area:database-migration | SkillArea |
| role:search-engineer | skill-area:search-infrastructure | SkillArea |
| role:search-engineer | skill-area:search-indexing | SkillArea |
| role:search-engineer | skill-area:natural-language-processing | SkillArea |
| role:storage-engineer | skill-area:cloud-infrastructure | SkillArea |
| role:storage-engineer | skill-area:columnar-storage | SkillArea |
| role:streaming-engineer | skill-area:kafka-stream-processing | SkillArea |
| role:streaming-engineer | skill-area:stream-processing-design | SkillArea |
| role:streaming-engineer | skill-area:streaming-realtime-processing | SkillArea |
| role:real-time-systems-engineer | skill-area:rtos-programming | SkillArea |
| role:real-time-systems-engineer | skill-area:real-time-os | SkillArea |
| role:test-automation-engineer | skill-area:e2e-testing | SkillArea |
| role:test-automation-engineer | skill-area:integration-testing | SkillArea |
| role:test-automation-engineer | skill-area:ci-pipeline-optimization | SkillArea |
| role:accessibility-engineer | skill-area:web-accessibility | SkillArea |
| role:accessibility-engineer | skill-area:accessibility-testing | SkillArea |
| role:accessibility-engineer | skill-area:accessibility-first-design | SkillArea |
| role:localization-engineer | skill-area:internationalization | SkillArea |
| role:integration-engineer | skill-area:event-driven-architecture | SkillArea |
| role:integration-engineer | skill-area:messaging-queuing | SkillArea |
| role:integration-engineer | skill-area:api-design | SkillArea |
| role:applied-scientist | skill-area:machine-learning-frameworks | SkillArea |
| role:applied-scientist | skill-area:deep-learning-libraries | SkillArea |
| role:applied-scientist | skill-area:feature-engineering | SkillArea |
| role:machine-learning-ops-engineer | skill-area:model-serving | SkillArea |
| role:machine-learning-ops-engineer | skill-area:model-monitoring-drift-detection | SkillArea |
| role:machine-learning-ops-engineer | skill-area:ci-cd-ml-pipelines | SkillArea |
| role:nlp-engineer | skill-area:natural-language-processing | SkillArea |
| role:nlp-engineer | skill-area:machine-learning-frameworks | SkillArea |
| role:computer-vision-engineer | skill-area:computer-vision | SkillArea |
| role:computer-vision-engineer | skill-area:deep-learning-libraries | SkillArea |
| role:speech-engineer | skill-area:audio-processing | SkillArea |
| role:speech-engineer | skill-area:natural-language-processing | SkillArea |
| role:recommendation-engineer | skill-area:machine-learning-frameworks | SkillArea |
| role:recommendation-engineer | skill-area:feature-engineering-production | SkillArea |
| role:reinforcement-learning-engineer | skill-area:reinforcement-learning-agents | SkillArea |
| role:reinforcement-learning-engineer | skill-area:machine-learning-frameworks | SkillArea |
| role:ai-trainer | skill-area:data-collection | SkillArea |
| role:ai-trainer | skill-area:eval-driven-development | SkillArea |
| role:annotation-lead | skill-area:data-collection | SkillArea |
| role:annotation-lead | skill-area:data-quality | SkillArea |
| role:data-steward | skill-area:data-governance | SkillArea |
| role:data-steward | skill-area:data-quality | SkillArea |
| role:data-quality-engineer | skill-area:data-quality | SkillArea |
| role:data-quality-engineer | skill-area:etl-pipelines | SkillArea |
| role:data-quality-engineer | skill-area:data-lineage | SkillArea |
| role:etl-developer | skill-area:etl-pipelines | SkillArea |
| role:etl-developer | skill-area:dbt-modeling | SkillArea |
| role:etl-developer | skill-area:python-data-pipelines | SkillArea |
| role:reporting-analyst | skill-area:data-analysis | SkillArea |
| role:reporting-analyst | skill-area:data-visualization | SkillArea |
| role:data-visualization-specialist | skill-area:data-visualization | SkillArea |
| role:data-visualization-specialist | skill-area:visual-design | SkillArea |
| role:penetration-tester | skill-area:penetration-testing-ethical-hacking | SkillArea |
| role:penetration-tester | skill-area:application-security-testing | SkillArea |
| role:security-architect | skill-area:zero-trust-architecture | SkillArea |
| role:security-architect | skill-area:threat-modeling | SkillArea |
| role:security-architect | skill-area:network-segmentation | SkillArea |
| role:threat-analyst | skill-area:threat-intelligence-hunting | SkillArea |
| role:threat-analyst | skill-area:threat-detection | SkillArea |
| role:soc-analyst | skill-area:security-monitoring-siem | SkillArea |
| role:soc-analyst | skill-area:incident-response-forensics | SkillArea |
| role:forensic-analyst | skill-area:incident-response-forensics | SkillArea |
| role:forensic-analyst | skill-area:endpoint-security-edr | SkillArea |
| role:red-team-lead | skill-area:penetration-testing-ethical-hacking | SkillArea |
| role:red-team-lead | skill-area:threat-intelligence-hunting | SkillArea |
| role:blue-team-lead | skill-area:security-monitoring-siem | SkillArea |
| role:blue-team-lead | skill-area:threat-detection | SkillArea |