한국어 English Persona Engineering Convert personas into testable hypotheses for messaging, channels, and offers.
Personas are useful only when they change a marketing decision. A persona should explain what the
audience cares about, what triggers action, what blocks conversion, and what proof they trust.
Layer Question Output Role What job or responsibility do they hold? Buyer, user, influencer, executive Situation What changed recently? Trigger event or urgency Pain What cost do they feel now? Business and emotional pain Desired progress What outcome do they want? Job-to-be-done statement Objection Why might they hesitate? Trust, budget, timing, risk Proof What would make them believe? Case, demo, benchmark, expert signal
Field Description Name Internal shorthand, not a fictional biography Segment ICP, company size, industry, maturity Trigger Moment that creates urgency Main promise Message most likely to resonate Best channels Search, email, LinkedIn, event, partner, community Best CTA Demo, audit, checklist, consultation, trial
Build personas from evidence, then mark assumptions clearly.
Keep buyer, user, and approver separate when their motivations differ.
Connect every persona to at least one campaign and one metric.
Retire personas that no longer explain conversion or retention behavior.
Hypothesis Test Executives care more about risk reduction than feature depth Compare executive landing page copy Operators need implementation proof before booking a demo Add workflow examples to demo CTA page Technical users respond to integration detail Run content series focused on architecture