Paid audience segment diagnostic

Purpose

Paid campaigns can attract many clicks from the wrong people. A segment that engages is not the same as a segment that converts at an acceptable cost. This skill breaks the results down by who the audience is, judges each segment on conversion and cost, and gives a short list of changes.

When to use

• A team has demographic performance data and wants to know which personas convert.
• Cost per lead is rising, and the team does not know which audience is responsible.
• A new audience is being tested, and the team wants to know which segments to keep.

Route elsewhere when:

• The question is how often people see the ads. Use paid-audience-reach-diagnostic.
• The question is the offer or message. Use paid-message-validation.
• The question is the ICP definition itself. Use icp-builder.

Inputs

• Performance by segment across the six dimensions: industry, country, company size, job title, function, and seniority.
• For each segment: impressions, clicks, cost, click-through rate, conversions, leads, and cost per lead.
• The business's acceptable cost per lead or per opportunity.
• The minimum volume the team will accept before judging a segment.

Procedure

1. Set the minimum volume. Exclude any segment below it from judgment. A segment with a handful of conversions is noise, not a finding. Report excluded segments as untested.
2. Separate engagement from conversion. For each segment, compare click-through rate with conversion rate. A segment with strong engagement and weak conversion is an engagement finding, not a success.
3. Judge cost against the acceptable figure. Mark each qualifying segment as efficient, acceptable, or expensive, against the business's cost limit.
4. Look across the six dimensions. A pattern that appears in several dimensions, such as one seniority band converting well in several industries, is stronger than a single high result.
5. Identify the winners and the losers. List the segments that are efficient and volume-sufficient, and those that are expensive and volume-sufficient.
6. Recommend changes:
   • shift budget toward efficient segments, within the limits the team already uses for budget moves;
   • exclude or reduce expensive segments with sufficient volume;
   • test untested segments that share a pattern with the winners;
   • check whether a losing segment is losing because of the offer rather than the audience.
7. Set the re-check after the changes have run for a stated period.

Output

• The segments judged, with volume, engagement, conversion, and cost against the limit.
• The untested segments, with the volume they lack.
• A short list of changes, each with its reason and re-check date.

Quality bar

No segment is judged below the volume minimum. Engagement is never reported as success without conversion. Recommendations follow a pattern across dimensions where one exists. Watch for a winning segment chosen on a few conversions, clicks treated as results, and a losing audience cut when the offer is the real problem.