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/1973c966-f236-40c9-b2d4-5d71a89019be | use spreadsheets software | optional | 15-1242.00 | model-knowledge | high | 0 | gemma3:27b (prompt-designed and spot-checked by Claude) | 2026-07-10 |
use spreadsheets software — Database Administrator
For a Database Administrator (DBA), 'use spreadsheet software' isn’t about complex financial modeling; it's about data wrangling for quick analysis, reporting, and troubleshooting. Daily tasks often involve exporting subsets of data from databases (using SQL queries) into CSV or similar formats, then using Excel/Google Sheets to identify patterns, outliers, or inconsistencies that might indicate performance issues, data corruption, or security breaches. Think quickly checking row counts after a large import, verifying data transformations during ETL processes, or summarizing error logs. It's also used for documenting database configurations and server details – essentially creating 'lookup tables' outside the database itself.
Weitere Anreicherung
Stage-2 source for future practitioner grounding: arXiv cs.SE (software-engineering preprints).