73 stackexchange-grounded, 516 model-knowledge (ESCO-seeded gemma3), 0 review_needed (calibration caveat documented). Adapters rebuilt with the full competence sets; final REPORT numbers; all verify checks pass. Known gap: engineering-manager lacks an ESCO package counterpart. Co-Authored-By: Claude Fable 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_01PDKeXvpT6tENSvyQGLV1Uq
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esco_uri, esco_label, relation, onet_soc, source, confidence, qa_count, generator, generated
| esco_uri | esco_label | relation | onet_soc | source | confidence | qa_count | generator | generated |
|---|---|---|---|---|---|---|---|---|
| http://data.europa.eu/esco/skill/d6cdef49-b669-4507-91d1-3f959cf98e47 | maintain database performance | essential | 15-1242.00 | model-knowledge | high | 0 | gemma3:27b (prompt-designed and spot-checked by Claude) | 2026-07-10 |
maintain database performance — Database Administrator
As a Database Administrator, 'maintaining database performance' isn’t about making things fast initially – it’s the ongoing work to keep them that way under real-world load. Daily tasks revolve around monitoring key metrics (CPU usage, I/O wait times, buffer cache hit ratios) using tools like SQL Server Management Studio, Oracle Enterprise Manager, or open-source options like pgAdmin and Prometheus + Grafana. You'll be constantly analyzing query performance – identifying slow-running queries with execution plans, suggesting index improvements to developers, and sometimes rewriting queries yourself. It also means proactively addressing things before they become problems; scheduled jobs for statistics updates are crucial, as is regular review of auto-growth settings.
Weitere Anreicherung
Stage-2 source for future practitioner grounding: arXiv cs.SE (software-engineering preprints).