Write an audience test as a SMART hypothesis
Convert an audience idea into a SMART test hypothesis with metric, guardrail, and readout window.
Rewrite the vague audience idea test IT managers into a SMART programmatic hypothesis. SMART test hypothesis: audience, comparison, metric, guardrails, and readout date. The common trap is launching a segment because it is available, then inventing the success criteria after results arrive. Specific Audience: verified IT managers at companies with 500-5,000 employees. Comparison: current tech-interest segment. Exclusions: current customers and recent converters. Specific audience definitions prevent the test from becoming a vague segment label. Measurable and relevant Primary metric: cost per qualified product-page visit. Guardrails: viewability above 70 percent, reach no more than 15 percent below control. The metric reflects…
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