Turning measurement into decisions with clear questions, reliable instrumentation, and meaningful performance interpretation.
Professional focus
Measurement should answer business questions: what changed, why it may have changed, and what action is justified next. My focus connects acquisition signals, site events, conversion paths, dashboards, and qualitative insight without overstating what numbers prove.
How I approach this work
- Define a small set of decision-relevant KPIs and their calculation boundaries.
- Check instrumentation, event names, campaign attribution, and reporting consistency.
- Use trend interpretation and tests to guide decisions without equating correlation with causation.
Work and practical context
Analytics and reporting were integral to digital growth responsibilities at OiiO International and Riseup Labs. In my independent work, I also connect product telemetry, web search signals, and release decisions to a common learning process.
Value and professional perspective
A disciplined measurement program records definitions, privacy constraints, and uncertainty. Better decisions come from consistent data interpretation and well-explained limitations.