I diagnose like an analyst, prioritize like an operator, and build like an owner — comfortable owning the lifecycle function, and just as comfortable being the most senior pair of hands in it.
Born in Hong Kong, trained in London, caffeinated in Los Angeles. The numbers below are the résumé — the photo is what signing up as everyone's most average customer actually looks like.
Field research · Los Angeles
2024–nowFractional lifecycle operator & strategic advisor — clients include TYR, Seoul Beauty Club, Pho'nomenal Foods, and Swimwear Anywhere. Recent outcomes: –15% reversed to +20% YoY at TYR, a 9-figure multichannel DTC brand; 5× revenue in 6 months for Pho'nomenal Foods, establishing its first DTC channel and lifecycle automation; Seoul Beauty Club's first structured lifecycle system — save flows, pause/deferral, skip-a-box, and at-risk interventions built from scratch.
2023–25Head of Marketing, Lirvana Labs (AI-powered EdTech) — owned P&L; found the 72-hour activation event and built the journeys around it: +40% activation, 2× trial-to-paid conversion, +15% retention. Compressed trial from 30 to 7 days to accelerate time-to-value; drove 10× monthly app installs at –70% CPA.
2022–23Head of Growth, Samsung Food — built the growth org, martech stack, and lifecycle architecture from scratch; 2× MAU to 500K in 6 months; owned the P&L and a rolling 3-year forecast, reporting to the CEO.
2018–21Senior Director, Lifecycle & Retention, StackCommerce (acquired by TPG) — team of 5, $20M+ annual retention revenue, +50% YoY. Launched an e-learning subscription platform: 5% conversion (vs. 2% benchmark), $1M+ incremental annual revenue, 55%+ M6 retention.
2015–17Senior Retention Marketing Manager, Leaf Group — retention across Society6, LIVESTRONG, and eHow with a team of 4; 150% YoY email revenue lift, $2M+ quarterly revenue; led an $800K ESP migration.
2012–14Marketing Campaign Analyst (CRM), The Walt Disney Company — email and SMS across 8 Disney-ABC properties; launched ABC's first personalized newsletter.
Stack: Braze · Iterable (Customer Advisory Board) · Klaviyo · Shopify · Segment · Amplitude · AppsFlyer · Postscript · Attentive — every migration led hands-on.
Operator Case Study
How lifecycle fixes turned a –15% year into +20% at a 9-figure DTC brand.
The teardowns show how I diagnose from the outside. This is what happened when I owned it from the inside — the retention failure points, the budget reallocation toward higher-LTV cohorts, the fights I lost, and the number that moved. Client kept anonymous here out of respect for their data;
ask me about this one and I'll walk you through the whole thing.