Repeatability
High
The analytical structure — segment by season, customer type, and category, then compute AOV and retention — is a repeatable pipeline that can be templated and re-run each quarter. No unique judgment is required per instance.
Ambiguity Tolerance
Medium
The deliverable format (3–4 pages, charts, specific metrics) is reasonably crisp, but terms like 'top-performing bundles' and 'cohort-based retention trends' leave some interpretive room. An agent can make defensible choices, but a human may want to specify exact cohort windows and bundle definitions upfront.
Data & Tool Availability
Medium
The agent needs structured access to the transaction database or a clean export, plus a charting library and document generation capability. If the data is in a standard format (CSV, SQL, Shopify export), this is straightforward — but data access and permissions must be explicitly granted.
Error Cost
Low
This is an internal analytical report, not a live system action. Errors produce a flawed report that a human reviewer can catch before any promotional decisions are made — the output is reversible and low-stakes.
Human Judgment Required
Medium
Statistical pattern-finding and chart generation require no human intuition, but translating findings into actionable promotional strategy benefits from business context the agent may lack. A human pass on the 'so what' layer is advisable.