At Mapal Group, I own the HubSpot lifecycle stack, including lead scoring and the MQL-to-SQL handoff into Dynamics 365. I rebuilt marketing attribution across ad platforms, HubSpot, and Dynamics 365, and established an 18-month outcome baseline reconciled across three systems.
At GitHub, I built the GitHub Education lifecycle programme from scratch, covering segmentation, automation, in-product messaging, and measurement. I also built an AI-assisted marketing operations system at Mapal Group using LLM agents and browser automation, with outputs tested and reviewed before use.

