Repeatability
High
The task is structurally identical across all 420 records: ingest a spreadsheet row, normalize fields, detect duplicates, and write to a master CSV. There is no per-record creative judgment required.
Ambiguity Tolerance
High
Success criteria are concrete: a single CSV, sortable by date and client, with standardized locations and flagged duplicates. The agent can verify its own output against these criteria without human interpretation.
Data & Tool Availability
Medium
The metadata spreadsheets are the only required input and are presumably accessible, but the agent needs them delivered in a consistent format. If spreadsheet schemas vary across years, some preprocessing or schema-mapping logic is needed before the main task can run.
Error Cost
Low
The output is a CSV for archival and tax reference — not a live system or financial transaction. Errors are visible on review, easily corrected, and the source data is preserved. No irreversible consequences.
Human Judgment Required
Low
Location standardization is the only judgment-adjacent step, and fuzzy string matching with a canonical location list handles the vast majority of cases. A human should review ambiguous matches, but that's a small fraction of 420 records.