Start with the business objective
The metric must connect to revenue, efficiency, adoption or another meaningful outcome.
Growth & Business Systems Consultant working across strategy, acquisition, conversion, CRM, AI, automation and operations.
I work at the intersection of growth, business operations, business systems and automation.
For more than a decade, I have helped businesses turn commercial goals into practical execution—from positioning and go-to-market planning to paid acquisition, websites, funnels, analytics, CRM workflows and AI-enabled operations.
I am most useful when the problem crosses functional boundaries. A campaign issue may really be an offer problem. A lead-volume problem may be a qualification problem. A slow sales pipeline may be a routing and follow-up problem. I diagnose the complete journey and build the connected response.
The metric must connect to revenue, efficiency, adoption or another meaningful outcome.
I look beyond surface symptoms to the offer, journey, data, handoff or operating process.
Strategy, experience, acquisition, CRM and operations must reinforce one another.
Measurement should help teams decide what to change next—not simply report what happened.
International roles, consulting engagements and connected growth-system design.
Growth operations, acquisition, websites, CRM, automation and performance improvement for 30+ organisations.
Cross-industry campaign delivery, digital experiences, brand systems and commercial operations across Asian and global markets.