Files
skillfactor-pipeline/adapters/openai/dist/database-administrator/knowledge/vocabulary.json
skillfactor-pipeline 6b3b2abe4f feat(knowledge): competence layer complete - 589 files across 9 professions
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
2026-07-10 06:13:31 +02:00

475 lines
6.5 KiB
JSON

{
"profession": "database-administrator",
"source_pairs": 150,
"terms": [
{
"term": "database",
"doc_freq": 99
},
{
"term": "data",
"doc_freq": 65
},
{
"term": "like",
"doc_freq": 62
},
{
"term": "use",
"doc_freq": 62
},
{
"term": "one",
"doc_freq": 56
},
{
"term": "sql",
"doc_freq": 55
},
{
"term": "using",
"doc_freq": 55
},
{
"term": "other",
"doc_freq": 44
},
{
"term": "way",
"doc_freq": 42
},
{
"term": "don",
"doc_freq": 42
},
{
"term": "table",
"doc_freq": 41
},
{
"term": "example",
"doc_freq": 37
},
{
"term": "application",
"doc_freq": 36
},
{
"term": "make",
"doc_freq": 35
},
{
"term": "these",
"doc_freq": 35
},
{
"term": "databases",
"doc_freq": 34
},
{
"term": "each",
"doc_freq": 34
},
{
"term": "know",
"doc_freq": 33
},
{
"term": "want",
"doc_freq": 32
},
{
"term": "time",
"doc_freq": 32
},
{
"term": "code",
"doc_freq": 31
},
{
"term": "between",
"doc_freq": 31
},
{
"term": "store",
"doc_freq": 30
},
{
"term": "same",
"doc_freq": 30
},
{
"term": "having",
"doc_freq": 29
},
{
"term": "need",
"doc_freq": 29
},
{
"term": "database.",
"doc_freq": 29
},
{
"term": "instead",
"doc_freq": 28
},
{
"term": "think",
"doc_freq": 28
},
{
"term": "say",
"doc_freq": 28
},
{
"term": "query",
"doc_freq": 27
},
{
"term": "server",
"doc_freq": 27
},
{
"term": "something",
"doc_freq": 27
},
{
"term": "every",
"doc_freq": 27
},
{
"term": "queries",
"doc_freq": 27
},
{
"term": "seems",
"doc_freq": 27
},
{
"term": "mysql",
"doc_freq": 27
},
{
"term": "get",
"doc_freq": 26
},
{
"term": "good",
"doc_freq": 26
},
{
"term": "used",
"doc_freq": 26
},
{
"term": "user",
"doc_freq": 26
},
{
"term": "new",
"doc_freq": 26
},
{
"term": "really",
"doc_freq": 25
},
{
"term": "bad",
"doc_freq": 24
},
{
"term": "such",
"doc_freq": 24
},
{
"term": "many",
"doc_freq": 24
},
{
"term": "system",
"doc_freq": 24
},
{
"term": "tables",
"doc_freq": 24
},
{
"term": "case",
"doc_freq": 23
},
{
"term": "two",
"doc_freq": 23
},
{
"term": "design",
"doc_freq": 22
},
{
"term": "understand",
"doc_freq": 22
},
{
"term": "columns",
"doc_freq": 22
},
{
"term": "create",
"doc_freq": 22
},
{
"term": "work",
"doc_freq": 22
},
{
"term": "better",
"doc_freq": 21
},
{
"term": "idea",
"doc_freq": 21
},
{
"term": "first",
"doc_freq": 21
},
{
"term": "different",
"doc_freq": 21
},
{
"term": "large",
"doc_freq": 20
},
{
"term": "stored",
"doc_freq": 20
},
{
"term": "web",
"doc_freq": 20
},
{
"term": "etc.",
"doc_freq": 20
},
{
"term": "much",
"doc_freq": 20
},
{
"term": "write",
"doc_freq": 20
},
{
"term": "see",
"doc_freq": 20
},
{
"term": "practice",
"doc_freq": 19
},
{
"term": "never",
"doc_freq": 19
},
{
"term": "someone",
"doc_freq": 19
},
{
"term": "those",
"doc_freq": 19
},
{
"term": "name",
"doc_freq": 19
},
{
"term": "multiple",
"doc_freq": 19
},
{
"term": "while",
"doc_freq": 19
},
{
"term": "being",
"doc_freq": 19
},
{
"term": "type",
"doc_freq": 19
},
{
"term": "another",
"doc_freq": 19
},
{
"term": "working",
"doc_freq": 18
},
{
"term": "relational",
"doc_freq": 18
},
{
"term": "few",
"doc_freq": 18
},
{
"term": "here",
"doc_freq": 18
},
{
"term": "doesn",
"doc_freq": 18
},
{
"term": "still",
"doc_freq": 18
},
{
"term": "single",
"doc_freq": 18
},
{
"term": "problem",
"doc_freq": 17
},
{
"term": "reason",
"doc_freq": 17
},
{
"term": "best",
"doc_freq": 17
},
{
"term": "lot",
"doc_freq": 17
},
{
"term": "people",
"doc_freq": 17
},
{
"term": "column",
"doc_freq": 17
},
{
"term": "things",
"doc_freq": 16
},
{
"term": "always",
"doc_freq": 16
},
{
"term": "run",
"doc_freq": 16
},
{
"term": "storing",
"doc_freq": 16
},
{
"term": "users",
"doc_freq": 16
},
{
"term": "recently",
"doc_freq": 16
},
{
"term": "data.",
"doc_freq": 15
},
{
"term": "since",
"doc_freq": 15
},
{
"term": "key",
"doc_freq": 15
},
{
"term": "read",
"doc_freq": 15
},
{
"term": "e.g.",
"doc_freq": 15
}
],
"competence_terms": [
"information structure",
"domain name service",
"system backup best practice",
"distributed computing",
"resource description framework query language",
"query languages",
"database development tools",
"data storage",
"database management systems",
"data quality assessment",
"data models",
"define database physical structure",
"use an application-specific interface",
"administer ICT system",
"apply company policies",
"manage database",
"use databases",
"use scripting programming",
"design database scheme",
"operate relational database management system",
"perform ICT troubleshooting",
"interpret technical texts",
"balance database resources",
"design database backup specifications",
"perform backups",
"maintain database performance",
"maintain database security",
"create data models",
"business intelligence",
"MDX",
"DB2",
"Microsoft Access",
"XQuery",
"OpenEdge Database",
"data engineering",
"ObjectStore",
"MySQL",
"TripleStore",
"SPARQL",
"IBM Informix",
"LDAP",
"PostgreSQL",
"online analytical processing",
"Filemaker (database management systems)",
"SQL Server",
"quality assurance methodologies",
"LINQ",
"Teradata Database",
"Oracle Relational Database",
"MarkLogic",
"N1QL",
"implement ICT security policies",
"use spreadsheets software",
"protect personal data and privacy",
"use different communication channels",
"use automatic programming",
"execute ICT audits",
"design database in the cloud",
"use back-up and recovery tools",
"remove computer virus or malware from a computer",
"implement anti-virus software",
"provide ICT support",
"manage cloud data and storage",
"provide technical training",
"support ICT system users",
"estimate duration of work",
"implement a firewall"
]
}