Margaret Liu

“Led the end-to-end pilot of Microsoft Viva Insights at Mars Inc., combining executive stakeholder management, IT/technical coordination, and data-analysis-driven rollout to drive adoption and expand the pilot into broader implementation. Also set up PMO and cross-functional operating rhythms for a multi-geography manufacturing transformation, including surfacing and resolving critical trade compliance risks.”

“Northwestern graduate who started in J.P. Morgan investment banking and moved into a hybrid investing/operator role at Victory Park Capital. Distinctive for combining end-to-end deal execution with hands-on portfolio company work for early and growth-stage businesses, including unit economics redesign, fundraising support, and M&A integration that contributed $20M+ in EBITDA growth.”

“Analytics professional with experience spanning HSBC and the University of Buffalo, combining banking risk/portfolio analytics with reproducible Python and SQL reporting workflows. Stands out for cleaning complex multi-source data, standardizing business metrics across dashboards, and delivering measurable impact including an 80% reduction in manual reporting and an estimated GBP 1.2M profit contribution from scorecard redevelopment.”

“Former Societe Generale investment banking/markets professional turned startup operator who became the first employee at Two Dots and helped scale it from prototype to $12M ARR. Combines executive-level financial analysis, AI product understanding, and hands-on GTM/customer execution, with a standout example of building a backtest-led enterprise sales motion that pushed conversion above 90% and helped win major property management customers.”