Start with the decision, not the channel
Before choosing tools, define what you want a person to do and why that action matters. Map the audience’s questions, the evidence they need, and the friction that could stop them. A clear brief makes every design and marketing decision easier to evaluate.
Build a useful test
Write one hypothesis and choose the smallest change that can test it. Agree on the measurement window and success criteria before launch. Check that events are recorded correctly, respect consent, and avoid treating a small sample as a definitive answer.
Learn, document, and improve
Combine quantitative signals with real customer feedback. Record what changed, what you observed, and what you will do next. Sustainable progress is a sequence of informed decisions, not a promise of instant returns.

