2.5 — Editing, Adapting and Comparing Outputs for the Audience

CCAO-F Domain 2 · Task 2.5

What You Need to Know

Claude drafts; you edit. Earlier objectives asked whether an output is right; this one asks whether it is right for its reader.

You Are the Editor

Two remedies: edit the output yourself, or direct a revision that names what must change. A directed revision gives follow-up instructions, not a bare “try again”.

Right for Its Reader

A technically correct output can be wrong for its reader (jargon for a lay audience, detail-heavy analysis for a time-poor executive, internal register in a customer-facing note). Adaptation changes vocabulary, sentence density, and order so the urgent item leads. Substance must survive: findings, recommendations and costs. After adapting, check the new version against the original for anything lost or softened.

Criteria Before Reading

When choosing between versions, fix the criteria before reading (accuracy preserved, audience fit, tone, completeness, length). Style is the one contest fluent output always wins — a fluent but thinner version will beat a correct one if criteria are not fixed first.

Generator, Not Judge

Claude produces variants; you apply the criteria and pick. Asking Claude which of its versions is better hands over the judgement this objective certifies.

Exam Traps

• Sending an accurate but reader-hostile output because the content is correct
• Adapting for a lay audience by cutting the difficult content
• Asking Claude to pick its own best version and sending its choice
• Choosing between two versions by which reads better, with no criteria fixed beforehand