Artifacts
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Strategy & Governance
Data & Analytics Strategy
The foundational vision and mission defining how data creates business value and aligns with broader organizational goals.
Strategic Roadmap
A phased translation of strategy into timelines and dependencies, managing resource and delivery expectations.
Data Governance Framework
Policies and roles ensuring treated data is consistent and responsible across the firm.
Data Ethics & AI Principles
Moral and legal guidelines for AI usage, addressing privacy, fairness, and transparency.
Data & Report Glossary
The single source of truth for business terms, eliminating cross-department confusion.
User Personas & Classifications
Defining internal user archetypes and their specific data needs to guide design and targeted training.
Architecture & Engineering
Logical & Physical Models
Visual blueprints tracing data concepts from business relationships to technical implementation schemas.
Data Dictionary
Comprehensive field-level definitions providing types, business meanings, and validation constraints.
Data Lineage Maps
Mapping from source systems to final destinations, critical for debugging and compliance.
Data Catalog & Metadata
A searchable inventory of assets including ownership and tags to foster discovery.
Source-to-Target Mappings
Field-level instructions for ETL/ELT pipelines specifying source-to-target schema transformations.
Technical Tool Portfolio
Documentation of the tech stack covering storage, processing engines, and machine learning platforms.
Quality & Security
Quality Standards & Rules
Integrity criteria measuring accuracy, completeness, and validity to provide improvement benchmarks.
Data Quality Dashboards
Real-time visibility into quality metrics allowing proactive remediation before issues impact business.
Data Classification Matrix
Categorization of data based on sensitivity (Confidential, Restricted) guiding security policies.
Access Control Policies
Role-based governance defining asset access based on classification and function.
Audit Trail Records
Immutable logs recording sensitive queries and structural changes for security forensics.
Analytics & BI
KPI & Metric Definitions
Official formulas and business context ensuring consistent reporting across disparate teams.
Dashboard & Report Inventory
Complete list of published assets to prevent duplicate development and facilitate discovery.
SQL Query Library
A repository of reusable templates promoting code quality and analytical efficiency.
Analytics Design Standards
Visualization guidelines ensuring all analytical outputs follow a professional, consistent brand.
AI & Machine Learning
Model Cards
Essential documentation providing model purpose, training data context, and benchmarks.
Feature Store Catalog
Inventory of reusable, pre-processed features allowing data scientists to share and discover efficiently.
Bias & Explainability Reports
Analysis of model fairness and interpretability to build trust in automated decisions.
Prompt Templates
Standardized formats for LLM interactions ensuring predictable outputs and streamlined workflows.