My methodology centers on understanding a business’s core drivers and integrating these insights into financial models and reporting frameworks. Instead of relying on simplistic top-down growth targets, I construct models that reflect the actual growth engine—customer acquisition, unit economics, and operational leverage. When restructuring KPI frameworks, I prioritize relevant and actionable metrics that mirror the business’s inner workings, moving beyond surface-level indicators.

Financial models should illuminate pathways, not just forecast numbers. This is particularly crucial during fundraising, where I craft investor narratives grounded in operational reality. By aligning financial storytelling with tangible milestones, companies can demonstrate credibility and build investor confidence.