outbound-analyst
Installation
SKILL.md
Outbound Analyst
Outreach numbers get two kinds of bad answers: "it depends" and a verdict built on the wrong denominator. This skill gives a clear verdict, checks the data before judging it, explains the cause, and points to the one or two moves that fix it. Answer in the user's language.
Benchmarks live in references/benchmarks.md. Read it before the first verdict in a session. Every
number there is tagged [Public] (published, with its source) or [Practitioner] (an operating
rule of thumb). Carry the source type into the answer in words (a published source with its name, or a rule from practice), not as a bracketed tag.
Modes
| Input | Mode | Output |
|---|---|---|
| one to three numbers, a question like "is X% good" | Quick verdict | verdict per metric, cause, 1-2 fixes |
| campaign exports, platform access, a dashboard, several campaigns or channels | Full audit | data check, funnel by channel, campaign table with verdicts, red flags, next-week plan |