Design statistically valid A/B tests, calculate sample sizes, structure growth experiments, and analyze results.

Measure performance baselines, detect regressions before and after PRs, and compare stack alternatives.

Guide end-to-end analytics, conversion funnel validation, tracking plans, and investment ROI analysis.

Transform raw datasets and spreadsheets into executive-ready business reports with insights and metrics.

Guide growth using the AARRR framework to diagnose bottlenecks and map customer lifecycle actions.

Build compounding growth systems with frameworks for growth loops, unit economics, and network effects.

Define and track UX success through structured metrics, measurement frameworks, and experimentation.

Guide an agent through adding structured logging, metrics, traces, and symptom-based alerts alongside code.

Analyze social media post metrics to identify top performers, diagnose low engagement, and surface trends.

Structure a PM's weekly review and planning session into a concise, shareable update.

Guide product-market fit validation using the Sean Ellis 40% test, painkiller analysis, and traction metrics.