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Data Governance Lineage | Skills Pool

Skill-Datei

Data Governance Lineage

Data Governance Lineage workflows for quantitative research, implementation, and production controls. use when tasks involve schema contracts, freshness tracking, and lineage completeness.

GhostOf0days0 Sterne10.02.2026

Beruf
Kategorien: Projektmanagement

Skill-Inhalt

objective

Execute data governance lineage work with reproducible research, explicit controls, and deployable outputs.

workflow

define source contracts, schema versions, and freshness objectives.
ingest data with replay support and deterministic normalization.
validate keys, timestamps, and point-in-time join behavior.
monitor quality metrics continuously and quarantine degraded feeds.
publish only when lineage, ownership, and quality thresholds are satisfied.

required diagnostics

freshness, completeness, null-rate, and duplicate-rate trends.
schema drift and breaking-change frequency across sources.
point-in-time join integrity for features and labels.
backfill and replay consistency versus canonical snapshots.

risk controls

enforce hard thresholds for freshness and data-quality metrics.

Verwandte Skills

Schnellinstallation

Data Governance Lineage

npx skillvault add GhostOf0days/ghostof0days-codex-quant-skills-data-governance-lineage-skill-md

Skill herunterladen Repository öffnen

Autor: GhostOf0days
Sterne: 0
Aktualisiert: 10.02.2026
Beruf

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enforce quarantine and fallback paths for corrupted feeds.

enforce full lineage metadata before downstream release.

outputs

run python scripts/data_governance_lineage_diagnostics.py input.csv --output diagnostics.json and keep the json artifact.
write an implementation memo using references/data-governance-lineage-playbook.md with assumptions, tests, limits, and rollout plan.

resources

use scripts/data_governance_lineage_diagnostics.py for deterministic diagnostics.
use references/data-governance-lineage-playbook.md for the domain-specific checklist and delivery structure.

02

workflow

03required diagnostics

04risk controls

Datenbankarchitekten

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