About Me
I don't trust numbers
I can't question.
My journey started with SEO, not because of the technical side, but because of the question: why does this content get found while others don't? From there I moved into analytics, then into something deeper: how one variable actually influences another.
Most marketers stop at surface metrics. I don't. I look for the real drivers: which variables actually move growth, not just the ones that correlate with it. The difference looks small, but it is large when decisions are on the line.
I think in systems and models. Every engagement usually ends with something reusable: a framework, scoring logic, or a pipeline that can answer the same question in the future without starting from scratch.
I work best with teams who want to know why. Who aren't satisfied with "traffic went up" without being able to explain it, and who aren't comfortable making big decisions on intuition alone.
Core Principles
Logic
Causality over correlation. I look for causes, not just patterns.
Branding
Consistent identity is a system, not just aesthetics.
Storytelling
Data without narrative doesn't move. Narrative without data isn't trusted.
Empathy
The best insights come from understanding the humans behind the numbers.
What I've Built
SEO Visibility & Intent Ownership
Won SERP on competitive keywords and shifted search intent dominance. From no presence at all to becoming the primary entity in the search ecosystem.
Engagement Score (Custom Metric System)
Designed a composite metric with variable weighting for content performance evaluation. Replaced misleading raw metrics with an actionable decision tool.
Data Consistency & Tracking Framework
Built a system connecting marketing activities to outcomes in a structured way: framework, logic, and documentation usable across team functions.
Regression Analysis in Marketing
Applied causal modeling to identify the primary drivers of business metrics. Separated signal from noise before decisions are made.
Data Pipeline & Large-Scale Automation
Managed and automated analysis of hundreds of thousands of rows using Google Sheets and Apps Script, exceeding manual analysis limits.
AI Workflow & AI-Driven Visibility
Initiated AI integration in marketing workflows and explored AI-driven discovery. Positioned the work ahead of the next wave before it became standard.
Product & CMS Thinking
Contributed to CMS structure design and subscription model for a content-based platform. Moving from marketer toward product-oriented growth thinker.
Skills & Expertise
SEO
Intent & visibility control: beyond keyword ranking
Analytics & Data
Finding real drivers, not just reading what happened
Systems & Automation
Turning simple tools into scalable systems