Exam CCAO-F Topic 1 Question 155 Discussion

Actual exam question for Anthropic's CCAO-F exam
Question #: 155
Topic #: 1
A senior project coordinator has been asked to use Claude to produce an end-of-year report covering finance, operations, and customer outcomes. The three areas have separate data owners and separate source documents.
Which decomposition approach is most likely to produce a strong report?

Suggested Answer: A Vote an answer

Under the objective Apply task decomposition techniques to structure complex requests , multi-domain deliverables requiring distinct data inputs demand modular, step-by-step composition.
Option A exemplifies best-practice task decomposition: first, establishing the overarching narrative and reporting goals; second, gathering and isolating domain-specific source material; third, executing dedicated, highly focused prompts to draft each detailed section (finance, operations, customer outcomes); and finally, feeding the finalized section drafts into Claude to synthesize a comprehensive, cohesive executive summary.
In contrast, drafting the executive summary before the underlying sections exist (Option B) forces the model to invent conclusions. Dumping all disparate documents into a single monolithic prompt (Option D) risks attention dilution and superficial analysis. Merely concatenating isolated outputs without an overarching executive synthesis (Option C) produces a disjointed final deliverable.

by Humphrey at Oct 23, 2026, 01:11 PM

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