Generated: 2026-03-21 23:09:56 | Dual-Track Validation: Text + Runtime
| Rank | Skill | Text | Runtime | Overall | Quality | Certified |
|---|---|---|---|---|---|---|
| 1 | nursing-assistant healthcare/nursing-assistant/SKILL.md |
9.2 | 8.3 | 8.8 | PRODUCTION | ✅ CERTIFIED |
| 2 | warehouse-manager admin/warehouse-manager/SKILL.md |
9.0 | 8.5 | 8.8 | PRODUCTION | ✅ CERTIFIED |
| 3 | quality-inspector factory-worker/quality-inspector/SKILL.md |
9.2 | 8.1 | 8.7 | PRODUCTION | — |
| 4 | rd-engineer research/rd-engineer/SKILL.md |
9.2 | 8.2 | 8.7 | PRODUCTION | — |
| 5 | servicenow-expert tools/enterprise/servicenow-expert/SKILL.md |
9.1 | 8.2 | 8.7 | PRODUCTION | ✅ CERTIFIED |
| 6 | school-facilities-manager education/school-facilities-manager/SKILL.md |
9.0 | 8.4 | 8.7 | PRODUCTION | ✅ CERTIFIED |
| 7 | academic-counselor education/academic-counselor/SKILL.md |
9.0 | 8.3 | 8.7 | PRODUCTION | ✅ CERTIFIED |
| 8 | school-doctor education/school-doctor/SKILL.md |
9.0 | 8.4 | 8.7 | PRODUCTION | ✅ CERTIFIED |
| 9 | cleaning-staff admin/cleaning-staff/SKILL.md |
9.1 | 8.2 | 8.7 | PRODUCTION | ✅ CERTIFIED |
| 10 | ai-product-manager ai-ml/ai-product-manager/SKILL.md |
9.1 | 8.2 | 8.7 | PRODUCTION | ✅ CERTIFIED |
| 11 | compliance-specialist legal/compliance-specialist/SKILL.md |
9.1 | 8.2 | 8.7 | PRODUCTION | ✅ CERTIFIED |
| 12 | public-opinion-analyst media/public-opinion-analyst/SKILL.md |
9.1 | 8.2 | 8.7 | PRODUCTION | ✅ CERTIFIED |
| 13 | assembly-line-worker factory-worker/assembly-line-worker/SKILL.md |
9.1 | 8.0 | 8.6 | PRODUCTION | — |
| 14 | ethics-committee-member research/ethics-committee-member/SKILL.md |
9.2 | 7.9 | 8.6 | PRODUCTION | — |
| 15 | peer-reviewer research/peer-reviewer/SKILL.md |
9.0 | 8.1 | 8.6 | PRODUCTION | ✅ CERTIFIED |
| 16 | chemical-analyst research/chemical-analyst/SKILL.md |
9.1 | 8.0 | 8.6 | PRODUCTION | — |
| 17 | research-scholar research/research-scholar/SKILL.md |
9.1 | 8.0 | 8.6 | PRODUCTION | — |
| 18 | instrument-manager research/instrument-manager/SKILL.md |
9.2 | 8.0 | 8.6 | PRODUCTION | — |
| 19 | restaurant-operations-expert hospitality/restaurant-operations-expert/SKILL.md |
9.1 | 8.0 | 8.6 | PRODUCTION | — |
| 20 | railway-signal-engineer transportation/railway-signal-engineer/SKILL.md |
9.2 | 7.9 | 8.6 | PRODUCTION | — |
| Skill | Category | Text | Runtime | Overall | Variance | Quality | Status |
|---|---|---|---|---|---|---|---|
| nursing-assistant | healthcare | 9.2 | 8.3 | 8.8 | 0.9 | production | ✓ |
| warehouse-manager | uncategorized | 9.0 | 8.5 | 8.8 | 0.5 | production | ✓ |
| quality-inspector | uncategorized | 9.2 | 8.1 | 8.7 | 1.1 | production | — |
| rd-engineer | research | 9.2 | 8.2 | 8.7 | 1.0 | production | — |
| servicenow-expert | tools | 9.1 | 8.2 | 8.7 | 0.9 | production | ✓ |
| school-facilities-manager | education | 9.0 | 8.4 | 8.7 | 0.6 | production | ✓ |
| academic-counselor | education | 9.0 | 8.3 | 8.7 | 0.7 | production | ✓ |
| school-doctor | education | 9.0 | 8.4 | 8.7 | 0.6 | production | ✓ |
| cleaning-staff | uncategorized | 9.1 | 8.2 | 8.7 | 0.9 | production | ✓ |
| ai-product-manager | ai-ml | 9.1 | 8.2 | 8.7 | 0.9 | production | ✓ |
| compliance-specialist | legal | 9.1 | 8.2 | 8.7 | 0.9 | production | ✓ |
| public-opinion-analyst | media | 9.1 | 8.2 | 8.7 | 0.9 | production | ✓ |
| assembly-line-worker | uncategorized | 9.1 | 8.0 | 8.6 | 1.1 | production | — |
| ethics-committee-member | research | 9.2 | 7.9 | 8.6 | 1.3 | production | — |
| peer-reviewer | research | 9.0 | 8.1 | 8.6 | 0.9 | production | ✓ |
| chemical-analyst | research | 9.1 | 8.0 | 8.6 | 1.1 | production | — |
| research-scholar | research | 9.1 | 8.0 | 8.6 | 1.1 | production | — |
| instrument-manager | research | 9.2 | 8.0 | 8.6 | 1.2 | production | — |
| restaurant-operations-expert | hospitality | 9.1 | 8.0 | 8.6 | 1.1 | production | — |
| railway-signal-engineer | transportation | 9.2 | 7.9 | 8.6 | 1.3 | production | — |
| lakehouse-expert | tools | 9.2 | 7.9 | 8.6 | 1.3 | production | — |
| latex-expert | tools | 9.2 | 7.9 | 8.6 | 1.3 | production | — |
| meta-ai-engineer | enterprise | 8.9 | 8.2 | 8.6 | 0.7 | production | ✓ |
| nvidia-ml-engineer | enterprise | 8.8 | 8.3 | 8.6 | 0.5 | production | ✓ |
| deepmind-researcher | enterprise | 9.0 | 8.1 | 8.6 | 0.9 | production | ✓ |
| openai-researcher | enterprise | 8.9 | 8.2 | 8.6 | 0.7 | production | ✓ |
| carbon-management-consultant | energy | 9.1 | 8.0 | 8.6 | 1.1 | production | — |
| pharmacy-technician | healthcare | 9.1 | 8.0 | 8.6 | 1.1 | production | — |
| infection-control-officer | healthcare | 9.1 | 8.1 | 8.6 | 1.0 | production | — |
| lab-technologist | healthcare | 9.2 | 8.0 | 8.6 | 1.2 | production | — |
| telemedicine-architect | healthcare | 9.2 | 7.9 | 8.6 | 1.3 | production | — |
| medical-insurance-officer | healthcare | 9.1 | 8.0 | 8.6 | 1.1 | production | — |
| medical-equipment-engineer | healthcare | 9.1 | 8.0 | 8.6 | 1.1 | production | — |
| pharmaceutical-sales | healthcare | 9.1 | 8.0 | 8.6 | 1.1 | production | — |
| teaching-assistant | education | 9.0 | 8.1 | 8.6 | 0.9 | production | ✓ |
| education-evaluator | education | 9.0 | 8.2 | 8.6 | 0.8 | production | ✓ |
| school-librarian | education | 9.0 | 8.1 | 8.6 | 0.9 | production | ✓ |
| calligraphy-instructor | education | 9.0 | 8.1 | 8.6 | 0.9 | production | ✓ |
| class-teacher | education | 9.0 | 8.1 | 8.6 | 0.9 | production | ✓ |
| security-guard | uncategorized | 9.0 | 8.1 | 8.6 | 0.9 | production | ✓ |
| mine-safety-engineer | mining | 9.1 | 8.0 | 8.6 | 1.1 | production | — |
| municipal-engineer | environmental | 9.1 | 8.0 | 8.6 | 1.1 | production | — |
| professional-taster | special | 9.0 | 8.1 | 8.6 | 0.9 | production | ✓ |
| cpa | finance | 9.1 | 8.1 | 8.6 | 1.0 | production | — |
| prosecutor-assistant | legal | 9.1 | 8.2 | 8.6 | 0.9 | production | ✓ |
| paralegal | legal | 9.1 | 8.2 | 8.6 | 0.9 | production | ✓ |
| veterinarian | agriculture | 9.1 | 7.9 | 8.5 | 1.2 | production | — |
| science-museum-educator | research | 9.1 | 7.8 | 8.5 | 1.3 | production | — |
| tech-transfer-manager | research | 9.2 | 7.8 | 8.5 | 1.4 | production | — |
| rescue-worker | government | 9.2 | 7.8 | 8.5 | 1.4 | production | — |
| museum-curator | government | 9.1 | 7.9 | 8.5 | 1.2 | production | — |
| salesforce-expert | tools | 9.2 | 7.7 | 8.5 | 1.5 | production | — |
| datadog-expert | tools | 9.2 | 7.7 | 8.5 | 1.5 | production | — |
| airflow-expert | tools | 9.2 | 7.7 | 8.5 | 1.5 | production | — |
| flink-expert | tools | 9.2 | 7.8 | 8.5 | 1.4 | production | — |
| village-doctor | healthcare | 9.1 | 7.9 | 8.5 | 1.2 | production | — |
| drug-registration-specialist | healthcare | 9.1 | 7.8 | 8.5 | 1.3 | production | — |
| tcm-therapist | healthcare | 9.1 | 7.9 | 8.5 | 1.2 | production | — |
| resident-physician | healthcare | 9.1 | 7.9 | 8.5 | 1.2 | production | — |
| attending-physician | healthcare | 9.1 | 7.9 | 8.5 | 1.2 | production | — |
| kindergarten-principal | education | 9.1 | 7.9 | 8.5 | 1.2 | production | — |
| sports-referee | entertainment | 9.1 | 7.8 | 8.5 | 1.3 | production | — |
| game-booster | entertainment | 9.1 | 7.8 | 8.5 | 1.3 | production | — |
| script-killing-dm | entertainment | 9.1 | 7.9 | 8.5 | 1.2 | production | — |
| ecologist | environmental | 9.1 | 8.0 | 8.5 | 1.1 | production | — |
| gerrit-permission-manager | special | 8.7 | 8.2 | 8.5 | 0.5 | production | ✓ |
| professional-apologizer | special | 9.0 | 8.1 | 8.5 | 0.9 | production | ✓ |
| blockchain-architect | blockchain | 8.6 | 8.4 | 8.5 | 0.2 | production | ✓ |
| compensation-benefits-manager | hr | 9.1 | 8.0 | 8.5 | 1.1 | production | — |
| fintech-engineer | finance | 8.7 | 8.2 | 8.5 | 0.5 | production | ✓ |
| arbitrator | legal | 9.1 | 7.9 | 8.5 | 1.2 | production | — |
| notary-public | legal | 9.1 | 7.9 | 8.5 | 1.2 | production | — |
| hairdresser | service-worker | 9.1 | 7.9 | 8.5 | 1.2 | production | — |
| housekeeper | service-worker | 9.1 | 7.9 | 8.5 | 1.2 | production | — |
| beautician | service-worker | 9.1 | 7.9 | 8.5 | 1.2 | production | — |
| barista | service-worker | 9.1 | 7.9 | 8.5 | 1.2 | production | — |
| journalist-editor | media | 9.1 | 7.9 | 8.5 | 1.2 | production | — |
| cnc-operator | uncategorized | 9.1 | 7.8 | 8.4 | 1.3 | production | — |
| forklift-operator | uncategorized | 9.1 | 7.8 | 8.4 | 1.3 | production | — |
| data-curator | research | 9.1 | 7.8 | 8.4 | 1.3 | production | — |
| science-blogger | research | 9.1 | 7.7 | 8.4 | 1.4 | production | — |
| research-integrity-officer | research | 9.2 | 7.6 | 8.4 | 1.6 | production | — |
| visiting-scholar | research | 9.1 | 7.7 | 8.4 | 1.4 | production | — |
| engineering-consultant | research | 9.1 | 7.8 | 8.4 | 1.3 | production | — |
| journal-editor-in-chief | research | 9.1 | 7.7 | 8.4 | 1.4 | production | — |
| hotel-operations-director | hospitality | 9.1 | 7.7 | 8.4 | 1.4 | production | — |
| logistics-network-planner | transportation | 9.1 | 7.8 | 8.4 | 1.3 | production | — |
| lighthouse-keeper | government | 9.2 | 7.6 | 8.4 | 1.6 | production | — |
| seismologist | government | 9.2 | 7.6 | 8.4 | 1.6 | production | — |
| social-security-expert | government | 9.2 | 7.6 | 8.4 | 1.6 | production | — |
| border-inspector | government | 9.2 | 7.6 | 8.4 | 1.6 | production | — |
| archivist | government | 9.1 | 7.8 | 8.4 | 1.3 | production | — |
| meteorologist | government | 9.1 | 7.7 | 8.4 | 1.4 | production | — |
| petition-officer | government | 9.1 | 7.7 | 8.4 | 1.4 | production | — |
| forest-fire-warden | government | 9.2 | 7.6 | 8.4 | 1.6 | production | — |
| civil-servant | government | 9.1 | 7.8 | 8.4 | 1.3 | production | — |
| statistician | government | 9.1 | 7.7 | 8.4 | 1.4 | production | — |
| customs-officer | government | 9.2 | 7.6 | 8.4 | 1.6 | production | — |
| sketch-expert | design | 9.2 | 7.5 | 8.4 | 1.7 | production | — |
| workday-expert | tools | 8.9 | 7.9 | 8.4 | 1.0 | production | — |
| pagerduty-expert | tools | 9.2 | 7.6 | 8.4 | 1.6 | production | — |
| istio-servicemesh-expert | tools | 9.2 | 7.6 | 8.4 | 1.6 | production | — |
| fusion360-expert | cad | 9.1 | 7.8 | 8.4 | 1.3 | production | — |
| autocad-expert | tools | 9.2 | 7.6 | 8.4 | 1.6 | production | — |
| wandb-expert | tools | 9.2 | 7.6 | 8.4 | 1.6 | production | — |
| llm-serving-expert | tools | 9.2 | 7.6 | 8.4 | 1.6 | production | — |
| sklearn-expert | tools | 9.2 | 7.6 | 8.4 | 1.6 | production | — |
| llama-index-expert | tools | 9.2 | 7.6 | 8.4 | 1.6 | production | — |
| cuda-expert | tools | 9.2 | 7.6 | 8.4 | 1.6 | production | — |
| pytorch-expert | tools | 9.2 | 7.6 | 8.4 | 1.6 | production | — |
| jupyter-expert | tools | 9.2 | 7.6 | 8.4 | 1.6 | production | — |
| tensorflow-expert | tools | 9.2 | 7.6 | 8.4 | 1.6 | production | — |
| huggingface-expert | tools | 9.2 | 7.6 | 8.4 | 1.6 | production | — |
| langchain-expert | tools | 9.2 | 7.6 | 8.4 | 1.6 | production | — |
| dbt-expert | tools | 9.2 | 7.6 | 8.4 | 1.6 | production | — |
| labview-expert | tools | 9.2 | 7.6 | 8.4 | 1.6 | production | — |
| abaqus-expert | tools | 9.2 | 7.6 | 8.4 | 1.6 | production | — |
| openfoam-expert | tools | 9.2 | 7.6 | 8.4 | 1.6 | production | — |
| comsol-expert | tools | 9.2 | 7.6 | 8.4 | 1.6 | production | — |
| matlab-expert | tools | 9.2 | 7.6 | 8.4 | 1.6 | production | — |
| ansys-expert | tools | 9.2 | 7.6 | 8.4 | 1.6 | production | — |
| tableau-expert | tools | 9.1 | 7.8 | 8.4 | 1.3 | production | — |
| jira-expert | tools | 9.1 | 7.7 | 8.4 | 1.4 | production | — |
| linear-expert | tools | 9.1 | 7.7 | 8.4 | 1.4 | production | — |
| notion-expert | tools | 9.1 | 7.7 | 8.4 | 1.4 | production | — |
| numpy-scipy-expert | tools | 9.2 | 7.6 | 8.4 | 1.6 | production | — |
| tailor | crafts | 9.1 | 7.7 | 8.4 | 1.4 | production | — |
| data-security-officer | cybersecurity | 8.9 | 7.8 | 8.4 | 1.1 | production | — |
| ai-security-engineer | cybersecurity | 8.9 | 7.8 | 8.4 | 1.1 | production | — |
| tsmc-engineer | enterprise | 8.8 | 8.1 | 8.4 | 0.7 | production | ✓ |
| tesla-software-engineer | enterprise | 8.9 | 7.9 | 8.4 | 1.0 | production | — |
| tesla-manufacturing-engineer | enterprise | 8.8 | 8.0 | 8.4 | 0.8 | production | ✓ |
| deepseek-researcher | enterprise | 8.9 | 8.0 | 8.4 | 0.9 | production | ✓ |
| visa-payment-engineer | enterprise | 8.7 | 8.0 | 8.4 | 0.7 | production | ✓ |
| power-system-engineer | energy | 9.1 | 7.8 | 8.4 | 1.3 | production | — |
| virtual-power-plant-operator | energy | 9.0 | 7.9 | 8.4 | 1.1 | production | — |
| gas-engineer | energy | 9.1 | 7.8 | 8.4 | 1.3 | production | — |
| energy-storage-system-engineer | energy | 9.1 | 7.8 | 8.4 | 1.3 | production | — |
| water-treatment-engineer | energy | 9.0 | 7.8 | 8.4 | 1.2 | production | — |
| battery-rnd-engineer | energy | 9.1 | 7.8 | 8.4 | 1.3 | production | — |
| health-inspector | healthcare | 9.1 | 7.8 | 8.4 | 1.3 | production | — |
| occupational-physician | healthcare | 9.1 | 7.8 | 8.4 | 1.3 | production | — |
| clinical-research-associate | healthcare | 9.1 | 7.8 | 8.4 | 1.3 | production | — |
| rehabilitation-engineer | healthcare | 9.1 | 7.8 | 8.4 | 1.3 | production | — |
| or-nurse | healthcare | 9.1 | 7.7 | 8.4 | 1.4 | production | — |
| healthcare-executive | healthcare | 9.1 | 7.8 | 8.4 | 1.3 | production | — |
| optician | healthcare | 9.1 | 7.7 | 8.4 | 1.4 | production | — |
| medical-science-liaison | healthcare | 9.1 | 7.8 | 8.4 | 1.3 | production | — |
| elderly-care-product-manager | healthcare | 9.1 | 7.8 | 8.4 | 1.3 | production | — |
| community-worker | public-service | 9.1 | 7.8 | 8.4 | 1.3 | production | — |
| volunteer-coordinator | public-service | 9.1 | 7.8 | 8.4 | 1.3 | production | — |
| tea-ceremony-instructor | education | 9.0 | 7.8 | 8.4 | 1.2 | production | — |
| edtech-product-designer | education | 9.0 | 7.9 | 8.4 | 1.1 | production | — |
| academic-planner | education | 9.0 | 7.8 | 8.4 | 1.2 | production | — |
| it-training-instructor | education | 9.0 | 7.8 | 8.4 | 1.2 | production | — |
| chess-coach | education | 9.0 | 7.8 | 8.4 | 1.2 | production | — |
| driving-instructor | education | 9.0 | 7.8 | 8.4 | 1.2 | production | — |
| special-education-teacher | education | 8.9 | 7.8 | 8.4 | 1.1 | production | — |
| baking-instructor | education | 9.0 | 7.8 | 8.4 | 1.2 | production | — |
| receptionist | uncategorized | 9.1 | 7.7 | 8.4 | 1.4 | production | — |
| driver | uncategorized | 9.1 | 7.7 | 8.4 | 1.4 | production | — |
| chef | uncategorized | 9.1 | 7.7 | 8.4 | 1.4 | production | — |
| administrative-manager | uncategorized | 9.0 | 7.9 | 8.4 | 1.1 | production | — |
| purchasing-specialist | uncategorized | 9.0 | 7.8 | 8.4 | 1.2 | production | — |
| mining-engineer | mining | 9.1 | 7.8 | 8.4 | 1.3 | production | — |
| mineral-processing-engineer | mining | 9.1 | 7.8 | 8.4 | 1.3 | production | — |
| security-engineer | software | 8.9 | 7.8 | 8.4 | 1.1 | production | — |
| pharmaceutical-rd-scientist | manufacturing | 9.1 | 7.8 | 8.4 | 1.3 | production | — |
| food-engineer | manufacturing | 9.1 | 7.8 | 8.4 | 1.3 | production | — |
| food-safety-manager | manufacturing | 9.1 | 7.8 | 8.4 | 1.3 | production | — |
| textile-engineer | manufacturing | 9.1 | 7.8 | 8.4 | 1.3 | production | — |
| environmental-engineer | environmental | 9.1 | 7.8 | 8.4 | 1.3 | production | — |
| professional-bridesmaid | special | 9.0 | 7.8 | 8.4 | 1.2 | production | — |
| ai-safety-researcher | ai-ml | 9.1 | 7.8 | 8.4 | 1.3 | production | — |
| ai-chip-architect | ai-ml | 9.1 | 7.7 | 8.4 | 1.4 | production | — |
| ai-compute-platform-engineer | ai-ml | 9.1 | 7.7 | 8.4 | 1.4 | production | — |
| od-specialist | hr | 9.1 | 7.7 | 8.4 | 1.4 | production | — |
| training-development-manager | hr | 9.1 | 7.7 | 8.4 | 1.4 | production | — |
| insurance-claim-adjuster | finance | 9.1 | 7.8 | 8.4 | 1.3 | production | — |
| bank-teller | finance | 9.1 | 7.8 | 8.4 | 1.3 | production | — |
| financial-analyst | finance | 8.8 | 8.1 | 8.4 | 0.7 | production | ✓ |
| quant-trader | finance | 8.7 | 8.1 | 8.4 | 0.6 | production | ✓ |
| credit-rating-analyst | finance | 9.1 | 7.8 | 8.4 | 1.3 | production | — |
| auditor | finance | 8.6 | 8.1 | 8.4 | 0.5 | production | ✓ |
| investment-analyst | finance | 9.0 | 7.8 | 8.4 | 1.2 | production | — |
| remote-sensing-data-scientist | uncategorized | 8.6 | 8.1 | 8.4 | 0.5 | production | ✓ |
| photographer | creative | 9.1 | 7.8 | 8.4 | 1.3 | production | — |
| electrician | construction-worker | 9.1 | 7.8 | 8.4 | 1.3 | production | — |
| crane-operator | construction-worker | 9.1 | 7.8 | 8.4 | 1.3 | production | — |
| carpenter | construction-worker | 9.1 | 7.8 | 8.4 | 1.3 | production | — |
| court-clerk | legal | 9.1 | 7.7 | 8.4 | 1.4 | production | — |
| forensic-appraiser | legal | 9.1 | 7.8 | 8.4 | 1.3 | production | — |
| corporate-legal | legal | 9.1 | 7.8 | 8.4 | 1.3 | production | — |
| supply-chain-expert | logistics | 9.2 | 7.5 | 8.4 | 1.7 | production | — |
| bartender | service-worker | 9.1 | 7.7 | 8.4 | 1.4 | production | — |
| designated-driver | freelancer | 9.1 | 7.7 | 8.4 | 1.4 | production | — |
| medical-escort | freelancer | 9.1 | 7.8 | 8.4 | 1.3 | production | — |
| freelance-designer | freelancer | 9.1 | 7.7 | 8.4 | 1.4 | production | — |
| home-organizer | freelancer | 9.1 | 7.7 | 8.4 | 1.4 | production | — |
| independent-consultant | freelancer | 9.1 | 7.7 | 8.4 | 1.4 | production | — |
| radio-host | media | 9.1 | 7.7 | 8.4 | 1.4 | production | — |
| film-director-producer | media | 9.1 | 7.7 | 8.4 | 1.4 | production | — |
| subtitle-translator | media | 9.1 | 7.7 | 8.4 | 1.4 | production | — |
| fact-checker | media | 9.1 | 7.7 | 8.4 | 1.4 | production | — |
| agricultural-data-scientist | agriculture | 9.2 | 7.4 | 8.3 | 1.8 | production | — |
| science-writer | research | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| principal-investigator | research | 8.6 | 7.9 | 8.3 | 0.7 | production | — |
| journal-editor | research | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| lab-technician | research | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| academic-translator | research | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| animal-experimenter | research | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| grant-reviewer | research | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| aircraft-maintenance-engineer | transportation | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| librarian | government | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| hydrologist | government | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| drug-rehab-counselor | government | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| photoshop-expert | tools | 9.2 | 7.3 | 8.3 | 1.9 | production | — |
| canva-expert | tools | 9.2 | 7.3 | 8.3 | 1.9 | production | — |
| illustrator-expert | tools | 9.2 | 7.3 | 8.3 | 1.9 | production | — |
| figma-expert | tools | 9.2 | 7.4 | 8.3 | 1.8 | production | — |
| blender-expert | tools | 9.2 | 7.3 | 8.3 | 1.9 | production | — |
| container-security-expert | tools | 8.9 | 7.6 | 8.3 | 1.3 | production | — |
| helm-expert | tools | 9.2 | 7.4 | 8.3 | 1.8 | production | — |
| revit-bim-expert | tools | 9.2 | 7.3 | 8.3 | 1.9 | production | — |
| solidworks-expert | tools | 9.2 | 7.3 | 8.3 | 1.9 | production | — |
| rhino-grasshopper-expert | cad | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| kafka-expert | tools | 9.2 | 7.4 | 8.3 | 1.8 | production | — |
| pandas-expert | tools | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| powerbi-expert | tools | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| looker-metabase-expert | analytics | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| r-statistics-expert | tools | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| spreadsheet-expert | tools | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| asana-expert | productivity | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| miro-expert | productivity | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| confluence-expert | tools | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| statistical-analysis-expert | scientific | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| tattoo-artist | crafts | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| wood-carver | crafts | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| tea-master | crafts | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| jewelry-designer | crafts | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| restorer | crafts | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| property-agent | realestate | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| property-manager | realestate | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| realestate-investment-analyst | realestate | 9.1 | 7.6 | 8.3 | 1.5 | production | — |
| new-home-consultant | realestate | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| community-security | realestate | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| realestate-broker | realestate | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| mayo-clinic-physician | enterprise | 8.8 | 7.9 | 8.3 | 0.9 | production | — |
| tesla-engineer | enterprise | 8.8 | 7.9 | 8.3 | 0.9 | production | — |
| clifford-chance-lawyer | enterprise | 8.7 | 7.9 | 8.3 | 0.8 | production | — |
| netflix-engineer | enterprise | 8.7 | 7.9 | 8.3 | 0.8 | production | — |
| livestock-farmer | farmer | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| crop-farmer | farmer | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| farm-machinery-operator | farmer | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| solid-state-battery-engineer | energy | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| hydrogen-fuel-cell-engineer | energy | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| nuclear-operator | energy | 9.0 | 7.6 | 8.3 | 1.4 | production | — |
| medical-social-worker | healthcare | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| icu-nurse | healthcare | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| ultrasound-physician | healthcare | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| medical-records-coder | healthcare | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| anesthesiologist | healthcare | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| pathologist | healthcare | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| emergency-medical-tech | healthcare | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| vaccination-staff | healthcare | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| nursing-expert | healthcare | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| dental-technician | healthcare | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| interventional-tech | healthcare | 9.1 | 7.6 | 8.3 | 1.5 | production | — |
| disease-investigator | healthcare | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| genomics-analyst | healthcare | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| rehabilitation-therapist | healthcare | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| urban-management | public-service | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| military-officer | public-service | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| postman | public-service | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| religious-officer | public-service | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| census-taker | public-service | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| sanitation-worker | public-service | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| funeral-director | public-service | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| continuing-education-coordinator | education | 9.0 | 7.6 | 8.3 | 1.4 | production | — |
| accounting-trainer | education | 9.0 | 7.6 | 8.3 | 1.4 | production | — |
| ecommerce-livestream-trainer | education | 9.0 | 7.6 | 8.3 | 1.4 | production | — |
| dissertation-committee-member | education | 9.0 | 7.6 | 8.3 | 1.4 | production | — |
| language-test-trainer | education | 9.0 | 7.6 | 8.3 | 1.4 | production | — |
| vocational-trainer | education | 9.0 | 7.6 | 8.3 | 1.4 | production | — |
| training-school-principal | education | 9.0 | 7.6 | 8.3 | 1.4 | production | — |
| childcare-worker | education | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| study-abroad-consultant | education | 9.0 | 7.6 | 8.3 | 1.4 | production | — |
| graduate-supervisor | education | 9.0 | 7.6 | 8.3 | 1.4 | production | — |
| university-administrator | education | 9.0 | 7.6 | 8.3 | 1.4 | production | — |
| student-manager | education | 9.0 | 7.6 | 8.3 | 1.4 | production | — |
| international-office-staff | education | 9.0 | 7.6 | 8.3 | 1.4 | production | — |
| magician | entertainment | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| esports-player | entertainment | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| escape-room-npc | entertainment | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| athlete | entertainment | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| singer | entertainment | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| actor | entertainment | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| dancer | entertainment | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| brand-strategist | business | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| daily-news-digest | content | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| drilling-engineer | mining | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| petroleum-geologist | mining | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| frontend-developer | software | 9.1 | 7.4 | 8.3 | 1.7 | production | — |
| devops-engineer | software | 8.8 | 7.8 | 8.3 | 1.0 | production | — |
| qa-engineer | software | 8.7 | 7.9 | 8.3 | 0.8 | production | — |
| ai-ml-engineer | software | 9.2 | 7.3 | 8.3 | 1.9 | production | — |
| backend-developer | software | 9.1 | 7.6 | 8.3 | 1.5 | production | — |
| instrumentation-engineer | manufacturing | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| chemical-process-engineer | manufacturing | 9.0 | 7.7 | 8.3 | 1.3 | production | — |
| fashion-designer | manufacturing | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| professional-shopper | special | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| professional-queuer | special | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| escape-room-designer | special | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| belongings-organizer | special | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| seaman | transport-worker | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| delivery-rider | transport-worker | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| machine-learning-engineer | ai-ml | 8.7 | 7.8 | 8.3 | 0.9 | production | — |
| prompt-engineer | ai-ml | 9.0 | 7.6 | 8.3 | 1.4 | production | — |
| cashier | finance | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| pawn-broker | finance | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| auctioneer | finance | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| finance-risk-expert | finance | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| fund-manager | finance | 8.8 | 7.8 | 8.3 | 1.0 | production | — |
| credit-analyst | finance | 8.7 | 7.9 | 8.3 | 0.8 | production | — |
| copywriter | creative | 8.6 | 7.9 | 8.3 | 0.7 | production | — |
| voice-actor | creative | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| scriptwriter | creative | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| ui-ux-designer | creative | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| video-editor | creative | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| painter | construction-worker | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| welder | construction-worker | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| plumber | construction-worker | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| bricklayer | construction-worker | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| steel-worker | construction-worker | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| waterproofing-worker | construction-worker | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| information-security-admin | it-support | 8.7 | 7.8 | 8.3 | 0.9 | production | — |
| enforcement-officer | legal | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| forensic-physician | legal | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| ip-attorney | legal | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| people-mediator | legal | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| patent-attorney | legal | 8.6 | 7.9 | 8.3 | 0.7 | production | — |
| housekeeping-trainer | services | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| household-cleaner | service-worker | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| dog-walker | freelancer | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| livestream-seller | freelancer | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| cto | executive | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| cultural-creative-expert | media | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| game-producer | media | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| sports-agent | media | 9.1 | 7.5 | 8.3 | 1.6 | production | — |
| burpsuite-expert | tools | 8.9 | 7.4 | 8.2 | 1.5 | production | — |
| metasploit-expert | tools | 8.9 | 7.4 | 8.2 | 1.5 | production | — |
| nmap-expert | tools | 8.9 | 7.4 | 8.2 | 1.5 | production | — |
| prometheus-expert | tools | 9.1 | 7.4 | 8.2 | 1.7 | production | — |
| opentelemetry-expert | tools | 9.1 | 7.4 | 8.2 | 1.7 | production | — |
| mlflow-expert | tools | 9.1 | 7.4 | 8.2 | 1.7 | production | — |
| spark-expert | tools | 9.1 | 7.4 | 8.2 | 1.7 | production | — |
| slack-bot-expert | tools | 9.1 | 7.2 | 8.2 | 1.9 | production | — |
| ffmpeg-expert | media | 9.1 | 7.4 | 8.2 | 1.7 | production | — |
| florist | crafts | 9.0 | 7.4 | 8.2 | 1.6 | production | — |
| perfumer | crafts | 9.0 | 7.4 | 8.2 | 1.6 | production | — |
| instrument-maker | crafts | 9.0 | 7.5 | 8.2 | 1.5 | production | — |
| auto-body-repairer | repair-worker | 8.6 | 7.8 | 8.2 | 0.8 | production | — |
| locksmith | repair-worker | 8.6 | 7.8 | 8.2 | 0.8 | production | — |
| mobile-repair-technician | repair-worker | 8.6 | 7.8 | 8.2 | 0.8 | production | — |
| appliance-repairer | repair-worker | 8.6 | 7.8 | 8.2 | 0.8 | production | — |
| tesla-product-manager | enterprise | 8.9 | 7.6 | 8.2 | 1.3 | production | — |
| tesla-ai-engineer | enterprise | 8.8 | 7.6 | 8.2 | 1.2 | production | — |
| emergency-dispatcher | healthcare | 9.0 | 7.4 | 8.2 | 1.6 | production | — |
| clinical-research-coordinator | healthcare | 9.0 | 7.4 | 8.2 | 1.6 | production | — |
| music-instructor | education | 9.0 | 7.3 | 8.2 | 1.7 | production | — |
| teaching-secretary | education | 8.9 | 7.4 | 8.2 | 1.5 | production | — |
| curriculum-developer | education | 9.0 | 7.3 | 8.2 | 1.7 | production | — |
| training-marketing | education | 8.9 | 7.5 | 8.2 | 1.4 | production | — |
| sensory-integration-therapist | education | 8.9 | 7.6 | 8.2 | 1.3 | production | — |
| industry-education-coordinator | education | 9.1 | 7.2 | 8.2 | 1.9 | production | — |
| speech-therapist | education | 8.9 | 7.6 | 8.2 | 1.3 | production | — |
| language-trainer | education | 9.0 | 7.5 | 8.2 | 1.5 | production | — |
| admissions-officer | education | 9.0 | 7.3 | 8.2 | 1.7 | production | — |
| dance-instructor | education | 9.0 | 7.3 | 8.2 | 1.7 | production | — |
| academic-director | education | 9.0 | 7.3 | 8.2 | 1.7 | production | — |
| course-consultant | education | 9.2 | 7.2 | 8.2 | 2.0 | production | — |
| maternity-nurse-trainer | education | 8.9 | 7.4 | 8.2 | 1.5 | production | — |
| corporate-internal-trainer | education | 9.1 | 7.2 | 8.2 | 1.9 | production | — |
| art-instructor | education | 9.0 | 7.3 | 8.2 | 1.7 | production | — |
| civil-service-trainer | education | 9.2 | 7.2 | 8.2 | 2.0 | production | — |
| floral-design-instructor | education | 9.0 | 7.3 | 8.2 | 1.7 | production | — |
| training-class-advisor | education | 8.9 | 7.6 | 8.2 | 1.3 | production | — |
| hr-expert | business | 8.9 | 7.5 | 8.2 | 1.4 | production | — |
| ux-designer | product | 8.6 | 7.8 | 8.2 | 0.8 | production | — |
| product-manager | product | 8.6 | 7.8 | 8.2 | 0.8 | production | — |
| simulation-platform-engineer | automotive | 8.8 | 7.5 | 8.2 | 1.3 | production | — |
| mechanical-design-engineer | manufacturing | 8.9 | 7.4 | 8.2 | 1.5 | production | — |
| openclaw-ops-expert | special | 9.1 | 7.2 | 8.2 | 1.9 | production | — |
| agent-persona-designer | special | 8.7 | 7.6 | 8.2 | 1.1 | production | — |
| clinical-physician | medical | 8.8 | 7.5 | 8.2 | 1.3 | production | — |
| geotechnical-engineer | construction | 9.1 | 7.2 | 8.2 | 1.9 | production | — |
| marketing-manager | marketing | 8.6 | 7.8 | 8.2 | 0.8 | production | — |
| brand-manager | marketing | 8.6 | 7.9 | 8.2 | 0.7 | production | — |
| insurance-agent | finance | 8.7 | 7.6 | 8.2 | 1.1 | production | — |
| livestreamer | creative | 9.1 | 7.4 | 8.2 | 1.7 | production | — |
| illustrator | creative | 9.1 | 7.4 | 8.2 | 1.7 | production | — |
| mcn-operator | creative | 9.0 | 7.4 | 8.2 | 1.6 | production | — |
| erp-administrator | it-support | 8.7 | 7.7 | 8.2 | 1.0 | production | — |
| legal-counsel | legal | 8.6 | 7.7 | 8.2 | 0.9 | production | — |
| data-asset-appraiser | data | 8.6 | 7.8 | 8.2 | 0.8 | production | — |
| auto-repair-technician | services | 8.6 | 7.8 | 8.2 | 0.8 | production | — |
| international-organization-staff | international | 9.1 | 7.2 | 8.2 | 1.9 | production | — |
| cfo | executive | 9.0 | 7.3 | 8.2 | 1.7 | production | — |
| coo | executive | 9.0 | 7.4 | 8.2 | 1.6 | production | — |
| cmo | executive | 9.1 | 7.2 | 8.2 | 1.9 | production | — |
| aquaculture-expert | agriculture | 8.8 | 7.5 | 8.1 | 1.3 | production | — |
| plant-protection-expert | agriculture | 8.8 | 7.5 | 8.1 | 1.3 | production | — |
| forestry-engineer | agriculture | 8.8 | 7.5 | 8.1 | 1.3 | production | — |
| statistician | research | 8.6 | 7.5 | 8.1 | 1.1 | production | — |
| biomaterials-engineer | biotech | 8.6 | 7.7 | 8.1 | 0.9 | production | — |
| ai-drug-design-scientist | biotech | 8.9 | 7.2 | 8.1 | 1.7 | production | — |
| cell-therapy-scientist | biotech | 8.6 | 7.7 | 8.1 | 0.9 | production | — |
| clickhouse-expert | uncategorized | 8.9 | 7.3 | 8.1 | 1.6 | production | — |
| duckdb-expert | uncategorized | 8.9 | 7.3 | 8.1 | 1.6 | production | — |
| elk-stack-expert | tools | 9.1 | 7.1 | 8.1 | 2.0 | production | — |
| grafana-expert | tools | 9.1 | 7.1 | 8.1 | 2.0 | production | — |
| aws-cloud-expert | tools | 8.6 | 7.5 | 8.1 | 1.1 | production | — |
| ceramic-artist | crafts | 9.0 | 7.1 | 8.1 | 1.9 | production | — |
| shadow-puppeteer | crafts | 9.0 | 7.1 | 8.1 | 1.9 | production | — |
| brewmaster | crafts | 9.0 | 7.1 | 8.1 | 1.9 | production | — |
| jade-carver | crafts | 9.0 | 7.1 | 8.1 | 1.9 | production | — |
| embroiderer | crafts | 9.0 | 7.1 | 8.1 | 1.9 | production | — |
| landscaper | realestate | 9.0 | 7.1 | 8.1 | 1.9 | production | — |
| property-butler | realestate | 9.0 | 7.1 | 8.1 | 1.9 | production | — |
| maintenance-worker | realestate | 9.0 | 7.1 | 8.1 | 1.9 | production | — |
| goldman-sachs-analyst | enterprise | 8.7 | 7.5 | 8.1 | 1.2 | production | — |
| sony-playstation-producer | enterprise | 8.7 | 7.5 | 8.1 | 1.2 | production | — |
| precision-reducer-engineer | robotics | 8.6 | 7.7 | 8.1 | 0.9 | production | — |
| social-worker | healthcare | 8.6 | 7.5 | 8.1 | 1.1 | production | — |
| general-practitioner | healthcare | 8.6 | 7.5 | 8.1 | 1.1 | production | — |
| police-officer | public-service | 8.7 | 7.5 | 8.1 | 1.2 | production | — |
| science-experiment-instructor | education | 8.9 | 7.3 | 8.1 | 1.6 | production | — |
| music-teacher | education | 9.0 | 7.1 | 8.1 | 1.9 | production | — |
| sports-coach | education | 9.0 | 7.1 | 8.1 | 1.9 | production | — |
| tutor | education | 9.0 | 7.1 | 8.1 | 1.9 | production | — |
| corporate-trainer | education | 8.6 | 7.5 | 8.1 | 1.1 | production | — |
| art-teacher | education | 9.0 | 7.1 | 8.1 | 1.9 | production | — |
| outward-bound-trainer | education | 8.9 | 7.3 | 8.1 | 1.6 | production | — |
| strategy-consultant | business | 8.6 | 7.6 | 8.1 | 1.0 | production | — |
| project-manager | business | 8.6 | 7.5 | 8.1 | 1.1 | production | — |
| chip-design-engineer | semiconductor | 8.9 | 7.3 | 8.1 | 1.6 | production | — |
| automotive-design-engineer | automotive | 8.6 | 7.5 | 8.1 | 1.1 | production | — |
| autonomous-driving-engineer | automotive | 8.6 | 7.5 | 8.1 | 1.1 | production | — |
| software-architect | software | 8.7 | 7.5 | 8.1 | 1.2 | production | — |
| data-scientist | software | 8.6 | 7.5 | 8.1 | 1.1 | production | — |
| electrical-engineer | manufacturing | 8.9 | 7.2 | 8.1 | 1.7 | production | — |
| ntn-engineer | telecom | 8.6 | 7.7 | 8.1 | 0.9 | production | — |
| llm-training-engineer | ai-ml | 9.0 | 7.3 | 8.1 | 1.7 | production | — |
| hvac-engineer | construction | 9.0 | 7.1 | 8.1 | 1.9 | production | — |
| accountant | finance | 8.6 | 7.5 | 8.1 | 1.1 | production | — |
| liquid-rocket-engine-engineer | uncategorized | 8.6 | 7.5 | 8.1 | 1.1 | production | — |
| animator | creative | 9.0 | 7.1 | 8.1 | 1.9 | production | — |
| it-support-specialist | it-support | 8.6 | 7.5 | 8.1 | 1.1 | production | — |
| data-analyst | data | 8.6 | 7.5 | 8.1 | 1.1 | production | — |
| data-engineer | data | 8.6 | 7.6 | 8.1 | 1.0 | production | — |
| spatial-computing-engineer | tech | 8.7 | 7.5 | 8.1 | 1.2 | production | — |
| mover | service-worker | 8.6 | 7.5 | 8.1 | 1.1 | production | — |
| nail-technician | service-worker | 8.6 | 7.5 | 8.1 | 1.1 | production | — |
| quantum-communication-engineer | quantum | 8.6 | 7.6 | 8.1 | 1.0 | production | — |
| ceo | executive | 9.0 | 7.1 | 8.1 | 1.9 | production | — |
| agricultural-extension-officer | agriculture | 8.8 | 7.2 | 8.0 | 1.6 | production | — |
| agronomist | agriculture | 8.8 | 7.2 | 8.0 | 1.6 | production | — |
| research-project-manager | research | 8.6 | 7.4 | 8.0 | 1.2 | production | — |
| vault-secrets-expert | tools | 8.7 | 7.2 | 8.0 | 1.5 | production | — |
| wide-bandgap-semiconductor-engineer | materials | 8.9 | 7.0 | 8.0 | 1.9 | production | — |
| superconducting-materials-researcher | materials | 8.6 | 7.5 | 8.0 | 1.1 | production | — |
| privacy-computing-engineer | cybersecurity | 8.6 | 7.4 | 8.0 | 1.2 | production | — |
| supercell-cell-producer | enterprise | 8.6 | 7.3 | 8.0 | 1.3 | production | — |
| mckinsey-consultant | enterprise | 8.7 | 7.3 | 8.0 | 1.4 | production | — |
| defense-researcher | enterprise | 7.9 | 8.1 | 8.0 | 0.2 | production | — |
| morgan-stanley-banker | financial_services | 8.1 | 7.9 | 8.0 | 0.2 | production | — |
| pfizer-scientist | biotech | 8.0 | 7.9 | 8.0 | 0.1 | production | — |
| motion-control-engineer | robotics | 8.6 | 7.3 | 8.0 | 1.3 | production | — |
| robot-perception-engineer | robotics | 8.6 | 7.3 | 8.0 | 1.3 | production | — |
| judge | public-service | 8.7 | 7.3 | 8.0 | 1.4 | production | — |
| knowledge-influencer | education | 8.9 | 7.1 | 8.0 | 1.8 | production | — |
| management-consultant | business | 8.6 | 7.4 | 8.0 | 1.2 | production | — |
| executive-assistant | uncategorized | 8.6 | 7.4 | 8.0 | 1.2 | production | — |
| planning-decision-engineer | automotive | 8.6 | 7.4 | 8.0 | 1.2 | production | — |
| system-architect | software | 9.2 | 6.9 | 8.0 | 2.3 | production | — |
| algorithm-engineer | software | 8.7 | 7.2 | 8.0 | 1.5 | production | — |
| ai-trainer | special | 8.7 | 7.3 | 8.0 | 1.4 | production | — |
| career-coach | special | 8.6 | 7.4 | 8.0 | 1.2 | production | — |
| flight-attendant | transport-worker | 8.6 | 7.4 | 8.0 | 1.2 | production | — |
| taxi-driver | transport-worker | 8.6 | 7.4 | 8.0 | 1.2 | production | — |
| truck-driver | transport-worker | 8.6 | 7.4 | 8.0 | 1.2 | production | — |
| ai-application-engineer | ai-ml | 8.8 | 7.2 | 8.0 | 1.6 | production | — |
| llm-research-scientist | ai-ml | 8.8 | 7.2 | 8.0 | 1.6 | production | — |
| recruiter | hr | 8.6 | 7.5 | 8.0 | 1.1 | production | — |
| structural-engineer | construction | 8.7 | 7.3 | 8.0 | 1.4 | production | — |
| digital-marketing-specialist | marketing | 8.6 | 7.4 | 8.0 | 1.2 | production | — |
| tax-specialist | finance | 8.6 | 7.4 | 8.0 | 1.2 | production | — |
| actuary | finance | 8.7 | 7.3 | 8.0 | 1.4 | production | — |
| tour-guide | service-worker | 8.6 | 7.3 | 8.0 | 1.3 | production | — |
| ecommerce-seller | freelancer | 8.6 | 7.4 | 8.0 | 1.2 | production | — |
| cell-culture-tech | research | 8.7 | 7.2 | 7.9 | 1.5 | standard | — |
| brain-computer-interface-engineer | biotech | 8.6 | 7.2 | 7.9 | 1.4 | standard | — |
| elasticsearch-expert | uncategorized | 8.7 | 7.0 | 7.9 | 1.7 | standard | — |
| postgresql-expert | uncategorized | 8.7 | 7.0 | 7.9 | 1.7 | standard | — |
| mysql-expert | uncategorized | 8.7 | 7.0 | 7.9 | 1.7 | standard | — |
| mongodb-expert | uncategorized | 8.7 | 7.0 | 7.9 | 1.7 | standard | — |
| cn-cloud-icp-beian-guide | tools | 8.9 | 7.0 | 7.9 | 1.9 | standard | — |
| docker-expert | tools | 8.6 | 7.2 | 7.9 | 1.4 | standard | — |
| cloudflare-expert | tools | 8.6 | 7.3 | 7.9 | 1.3 | standard | — |
| composite-materials-engineer | materials | 8.6 | 7.2 | 7.9 | 1.4 | standard | — |
| nanomaterials-engineer | materials | 8.5 | 7.2 | 7.9 | 1.3 | standard | — |
| huawei-engineer | enterprise | 8.6 | 7.2 | 7.9 | 1.4 | standard | — |
| amazon-engineer | enterprise | 8.7 | 7.1 | 7.9 | 1.6 | standard | — |
| microsoft-xbox-cloud-engineer | enterprise | 8.4 | 7.4 | 7.9 | 1.0 | standard | — |
| psychologist | healthcare | 8.6 | 7.2 | 7.9 | 1.4 | standard | — |
| diplomat | public-service | 8.6 | 7.2 | 7.9 | 1.4 | standard | — |
| firefighter | public-service | 8.6 | 7.2 | 7.9 | 1.4 | standard | — |
| k12-teacher | education | 8.6 | 7.2 | 7.9 | 1.4 | standard | — |
| university-professor | education | 8.6 | 7.2 | 7.9 | 1.4 | standard | — |
| private-tutor | education | 8.6 | 7.2 | 7.9 | 1.4 | standard | — |
| business-development-manager | business | 8.6 | 7.2 | 7.9 | 1.4 | standard | — |
| retail-operations-manager | retail | 8.6 | 7.2 | 7.9 | 1.4 | standard | — |
| ecommerce-product-manager | retail | 8.6 | 7.2 | 7.9 | 1.4 | standard | — |
| v2x-system-engineer | automotive | 8.6 | 7.2 | 7.9 | 1.4 | standard | — |
| hd-map-engineer | automotive | 8.6 | 7.1 | 7.9 | 1.5 | standard | — |
| project-developer | special | 8.6 | 7.3 | 7.9 | 1.3 | standard | — |
| bus-driver | transport-worker | 8.6 | 7.3 | 7.9 | 1.3 | standard | — |
| pilot | transport-worker | 8.6 | 7.2 | 7.9 | 1.4 | standard | — |
| interior-designer | construction | 8.6 | 7.2 | 7.9 | 1.4 | standard | — |
| architect | construction | 8.6 | 7.2 | 7.9 | 1.4 | standard | — |
| sales-manager | marketing | 8.6 | 7.1 | 7.9 | 1.5 | standard | — |
| airworthiness-certification-engineer | uncategorized | 8.6 | 7.2 | 7.9 | 1.4 | standard | — |
| vertiport-planning-engineer | aerospace | 8.6 | 7.2 | 7.9 | 1.4 | standard | — |
| space-mission-planner | uncategorized | 8.6 | 7.2 | 7.9 | 1.4 | standard | — |
| graphic-designer | creative | 8.6 | 7.2 | 7.9 | 1.4 | standard | — |
| translator | creative | 8.5 | 7.3 | 7.9 | 1.2 | standard | — |
| digital-twin-engineer | tech | 8.6 | 7.2 | 7.9 | 1.4 | standard | — |
| logistics-algorithm-engineer | logistics | 8.6 | 7.3 | 7.9 | 1.3 | standard | — |
| quantum-sensor-researcher | quantum | 8.5 | 7.3 | 7.9 | 1.2 | standard | — |
| news-anchor | media | 8.6 | 7.2 | 7.9 | 1.4 | standard | — |
| podcast-producer | media | 8.6 | 7.2 | 7.9 | 1.4 | standard | — |
| redis-expert | tools | 8.6 | 7.0 | 7.8 | 1.6 | standard | — |
| tencentcloud-cloudbase-miniprogram | tools | 8.4 | 7.3 | 7.8 | 1.1 | standard | — |
| jenkins-expert | tools | 8.6 | 7.0 | 7.8 | 1.6 | standard | — |
| github-actions-expert | tools | 8.6 | 7.0 | 7.8 | 1.6 | standard | — |
| gitlab-cicd-expert | tools | 8.6 | 7.0 | 7.8 | 1.6 | standard | — |
| ansible-expert | tools | 8.6 | 7.0 | 7.8 | 1.6 | standard | — |
| terraform-expert | tools | 8.7 | 6.8 | 7.8 | 1.9 | standard | — |
| pulumi-expert | tools | 8.6 | 7.0 | 7.8 | 1.6 | standard | — |
| vercel-expert | tools | 8.6 | 7.0 | 7.8 | 1.6 | standard | — |
| azure-cloud-expert | tools | 8.6 | 7.0 | 7.8 | 1.6 | standard | — |
| gcp-cloud-expert | tools | 8.6 | 7.0 | 7.8 | 1.6 | standard | — |
| pixar-storyteller | creative | 8.6 | 7.1 | 7.8 | 1.5 | standard | — |
| verizon-network-engineer | enterprise | 7.8 | 7.8 | 7.8 | 0.0 | standard | — |
| robot-mechanical-engineer | robotics | 8.5 | 7.0 | 7.8 | 1.5 | standard | — |
| dietitian | healthcare | 8.4 | 7.1 | 7.8 | 1.3 | standard | — |
| end-to-end-autonomous-researcher | automotive | 8.6 | 7.0 | 7.8 | 1.6 | standard | — |
| pcb-hardware-engineer | manufacturing | 8.9 | 6.7 | 7.8 | 2.2 | standard | — |
| process-engineer | manufacturing | 8.9 | 6.7 | 7.8 | 2.2 | standard | — |
| mystery-shopper | special | 8.6 | 7.0 | 7.8 | 1.6 | standard | — |
| feng-shui-master | special | 8.6 | 7.0 | 7.8 | 1.6 | standard | — |
| data-labeler | special | 8.7 | 6.9 | 7.8 | 1.8 | standard | — |
| pet-sitter | special | 8.6 | 7.0 | 7.8 | 1.6 | standard | — |
| pet-mortician | special | 8.6 | 7.0 | 7.8 | 1.6 | standard | — |
| 6g-communication-researcher | telecom | 8.6 | 7.0 | 7.8 | 1.6 | standard | — |
| isac-engineer | telecom | 8.5 | 7.0 | 7.8 | 1.5 | standard | — |
| evtol-chief-designer | uncategorized | 8.6 | 6.9 | 7.8 | 1.7 | standard | — |
| low-altitude-traffic-engineer | uncategorized | 8.6 | 7.0 | 7.8 | 1.6 | standard | — |
| rocket-chief-designer | uncategorized | 8.6 | 6.9 | 7.8 | 1.7 | standard | — |
| satellite-communication-engineer | uncategorized | 8.6 | 6.9 | 7.8 | 1.7 | standard | — |
| uav-flight-control-engineer | aerospace | 8.4 | 7.2 | 7.8 | 1.2 | standard | — |
| restaurant-server | service-worker | 8.6 | 7.0 | 7.8 | 1.6 | standard | — |
| synthetic-biologist | biotech | 8.2 | 7.2 | 7.7 | 1.0 | standard | — |
| aliyun-fc-serverless | tools | 8.9 | 6.6 | 7.7 | 2.3 | standard | — |
| tencentcloud-trtc-expert | tools | 8.9 | 6.6 | 7.7 | 2.3 | standard | — |
| moonshot-ai-engineer | enterprise | 7.8 | 7.7 | 7.7 | 0.1 | standard | — |
| lelo-product-designer | enterprise | 8.2 | 7.2 | 7.7 | 1.0 | standard | — |
| lvmh-brand-manager | enterprise | 7.8 | 7.7 | 7.7 | 0.1 | standard | — |
| bain-consultant | enterprise | 7.8 | 7.7 | 7.7 | 0.1 | standard | — |
| saudi-aramco-engineer | enterprise | 7.6 | 7.8 | 7.7 | 0.2 | standard | — |
| embodied-ai-researcher | robotics | 8.6 | 6.9 | 7.7 | 1.7 | standard | — |
| epidemiologist | healthcare | 8.2 | 7.2 | 7.7 | 1.0 | standard | — |
| opportunity-solution-trees | product | 8.6 | 6.8 | 7.7 | 1.8 | standard | — |
| qc-specialist | manufacturing | 8.5 | 6.9 | 7.7 | 1.6 | standard | — |
| skill-evaluator | uncategorized | 8.3 | 7.1 | 7.7 | 1.2 | standard | — |
| elderly-caregiver | service-worker | 8.6 | 6.9 | 7.7 | 1.7 | standard | — |
| confinement-nanny | service-worker | 8.6 | 6.9 | 7.7 | 1.7 | standard | — |
| zendesk-expert | tools | 8.6 | 6.7 | 7.6 | 1.9 | standard | — |
| aliyun-cdn-expert | tools | 8.6 | 6.7 | 7.6 | 1.9 | standard | — |
| aliyun-oss-expert | tools | 8.6 | 6.7 | 7.6 | 1.9 | standard | — |
| aliyun-domain-beian-expert | tools | 8.6 | 6.6 | 7.6 | 2.0 | standard | — |
| volcengine-doubao-api | tools | 8.2 | 7.0 | 7.6 | 1.2 | standard | — |
| cn-cloud-selection-advisor | tools | 8.6 | 6.6 | 7.6 | 2.0 | standard | — |
| tencentcloud-cos-expert | tools | 8.6 | 6.7 | 7.6 | 1.9 | standard | — |
| tencentcloud-lighthouse-website | tools | 8.5 | 6.7 | 7.6 | 1.8 | standard | — |
| tencentcloud-scf-expert | tools | 8.6 | 6.6 | 7.6 | 2.0 | standard | — |
| tencentcloud-vod-expert | tools | 8.6 | 6.6 | 7.6 | 2.0 | standard | — |
| unity-expert | tools | 8.6 | 6.7 | 7.6 | 1.9 | standard | — |
| kubernetes-expert | tools | 8.6 | 6.7 | 7.6 | 1.9 | standard | — |
| riot-esports-manager | enterprise | 8.2 | 7.0 | 7.6 | 1.2 | standard | — |
| clinical-pharmacist | healthcare | 8.2 | 6.9 | 7.6 | 1.3 | standard | — |
| radiologist | healthcare | 8.2 | 6.9 | 7.6 | 1.3 | standard | — |
| idea-validator | product | 8.6 | 6.6 | 7.6 | 2.0 | standard | — |
| perception-algorithm-engineer | automotive | 8.6 | 6.6 | 7.6 | 2.0 | standard | — |
| quantum-algorithm-engineer | quantum | 8.6 | 6.6 | 7.6 | 2.0 | standard | — |
| aliyun-ssl-https-expert | tools | 8.2 | 6.8 | 7.5 | 1.4 | standard | — |
| tencentcloud-hunyuan-api | tools | 8.5 | 6.6 | 7.5 | 1.9 | standard | — |
| tencentcloud-domain-ssl | tools | 8.2 | 6.8 | 7.5 | 1.4 | standard | — |
| tencentcloud-live-streaming | tools | 8.2 | 6.7 | 7.5 | 1.5 | standard | — |
| labor-arbitration-agent | legal | 8.2 | 6.9 | 7.5 | 1.3 | standard | — |
| anthropic-researcher | enterprise | 7.7 | 7.4 | 7.5 | 0.3 | standard | — |
| tech-writer | content | 8.7 | 6.3 | 7.5 | 2.4 | standard | — |
| shape-up | product | 8.6 | 6.5 | 7.5 | 2.1 | standard | — |
| quantum-physicist | quantum | 8.5 | 6.6 | 7.5 | 1.9 | standard | — |
| aliyun-ecs-website-starter | tools | 8.2 | 6.7 | 7.4 | 1.5 | standard | — |
| aliyun-qwen-api | tools | 8.2 | 6.6 | 7.4 | 1.6 | standard | — |
| aliyun-bailian-ai-expert | tools | 8.2 | 6.6 | 7.4 | 1.6 | standard | — |
| aliyun-rds-starter | tools | 8.2 | 6.7 | 7.4 | 1.5 | standard | — |
| aliyun-cloud-expert | tools | 8.2 | 6.7 | 7.4 | 1.5 | standard | — |
| volcengine-coze-expert | tools | 8.2 | 6.6 | 7.4 | 1.6 | standard | — |
| baota-panel-expert | tools | 8.2 | 6.7 | 7.4 | 1.5 | standard | — |
| godot-expert | tools | 8.5 | 6.3 | 7.4 | 2.2 | standard | — |
| nintendo-game-designer | enterprise | 7.7 | 7.1 | 7.4 | 0.6 | standard | — |
| crisis-negotiator | enterprise | 8.2 | 6.7 | 7.4 | 1.5 | standard | — |
| exit-negotiation-specialist | enterprise | 8.2 | 6.7 | 7.4 | 1.5 | standard | — |
| tencent-gaas-manager | enterprise | 8.2 | 6.7 | 7.4 | 1.5 | standard | — |
| skill-writer | uncategorized | 8.2 | 6.6 | 7.4 | 1.6 | standard | — |
| pet-groomer | service-worker | 8.5 | 6.3 | 7.4 | 2.2 | standard | — |
| unreal-expert | tools | 8.2 | 6.4 | 7.3 | 1.8 | standard | — |
| jobs-to-be-done | product | 8.2 | 6.5 | 7.3 | 1.7 | standard | — |
| moderna-scientist | uncategorized | 7.7 | 6.8 | 7.2 | 0.9 | standard | — |
| non-compete-defense-consultant | legal | 7.8 | 6.7 | 7.2 | 1.1 | standard | — |
| crowdstrike-security | cybersecurity | 7.6 | 6.8 | 7.2 | 0.8 | standard | — |
| f1-pit-crew-engineer | enterprise | 7.8 | 6.7 | 7.2 | 1.1 | standard | — |
| status-update-writer | product | 8.2 | 6.3 | 7.2 | 1.9 | standard | — |
| unitree-robotics-engineer | enterprise | 7.2 | 7.0 | 7.1 | 0.2 | standard | — |
| macos-config-expert | it-support | 7.6 | 6.4 | 7.0 | 1.2 | standard | — |
| crisis-communications-expert | enterprise | 6.9 | 5.9 | 6.4 | 1.0 | beta | — |
| toyota-engineer | enterprise | 6.9 | 5.5 | 6.2 | 1.4 | beta | — |
| bcg-consultant | enterprise | 6.5 | 5.7 | 6.1 | 0.8 | beta | — |
| apple-engineer | enterprise | 6.3 | 5.7 | 6.0 | 0.6 | beta | — |
| google-engineer | enterprise | 6.3 | 5.7 | 6.0 | 0.6 | beta | — |
| walmart-operations | enterprise | 6.3 | 5.7 | 6.0 | 0.6 | beta | — |
| jpmorgan-banker | enterprise | 6.3 | 5.7 | 6.0 | 0.6 | beta | — |
| microsoft-ai-engineer | enterprise | 6.3 | 5.7 | 6.0 | 0.6 | beta | — |
| fedex-operations | enterprise | 6.3 | 5.6 | 5.9 | 0.7 | alpha | — |
| alibaba-engineer | enterprise | 6.3 | 5.5 | 5.9 | 0.8 | alpha | — |
| disney-imagineer | enterprise | 6.3 | 5.5 | 5.9 | 0.8 | alpha | — |
| spacex-engineer | enterprise | 6.3 | 5.5 | 5.9 | 0.8 | alpha | — |
Text Quality (50%): System Prompt, Domain Knowledge, Workflow, Error Handling, Examples, Metadata
Runtime Quality (50%): Role Immersion, Framework Execution, Output Actionability, Knowledge Accuracy, Conversation Stability, Resilience
Certification Criteria: Text ≥ 8.0, Runtime ≥ 8.0, Variance < 1.0, All dimensions ≥ 6.0