Methodology Page
How I Build Data Systems That Last
My approach blends ISO discipline, Lean/Kaizen efficiency, DMBOK v2 data management principles, and modern BI architecture.
The Framework
A Practical 6-Step Delivery Model
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1
Understand the Business
I start with workflows, constraints, and real-world operational needs, not assumptions.
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2
Document the Process
ISO-style clarity: SOPs, definitions, lineage, and standards.
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3
Model the Data
DMBOK-aligned data modeling, semantic layers, and governed definitions.
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4
Build the System
BI architecture, SQL development, integrations, pipelines, and reporting ecosystems.
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5
Train the People
Workshops, tutorials, documentation, and data literacy programs.
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6
Improve Continuously
Lean/Kaizen cycles, feedback loops, and iterative enhancements.