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/b0a3bb25-a02f-43ed-ab1f-994fa66a424a | online analytical processing | optional | 15-1242.00 | model-knowledge | high | 0 | gemma3:27b (prompt-designed and spot-checked by Claude) | 2026-07-10 |
online analytical processing — Database Administrator
As a Database Administrator, understanding Online Analytical Processing (OLAP) isn't about doing the analysis yourself – it’s about enabling others to do so efficiently. You're responsible for the database infrastructure that supports OLAP cubes or dimensional models. This means designing and maintaining star/snowflake schemas optimized for fast aggregation, partitioning tables strategically, and ensuring sufficient indexing on dimension & fact tables. Daily tasks include monitoring query performance against these structures, troubleshooting slow-running analytical queries (often involving complex joins), and capacity planning to handle growing data volumes and user concurrency.
Weitere Anreicherung
Stage-2 source for future practitioner grounding: arXiv cs.SE (software-engineering preprints).