Repeatability
High
The task runs weekly on the same three sources with the same target schema every time. Field mapping rules, deduplication logic, and flagging criteria are fixed once defined, making this highly automatable with minimal variation.
Ambiguity Tolerance
High
The output schema is explicitly defined (7 named fields), success criteria are concrete (no duplicates, missing fields flagged), and the transformation rules are deterministic once field mappings are established.
Data & Tool Availability
High
The agent only needs the three weekly JSON exports and write access to produce a CSV — no live APIs, credentials, or external systems required. All inputs are self-contained and batch-delivered.
Error Cost
Low
Errors produce a flawed CSV that a human can review before acting on leads — no irreversible downstream damage. Deduplication mistakes might merge or miss a lead, but the output is auditable and correctable before use.
Human Judgment Required
Low
Field mapping is mechanical, fuzzy matching on email and phone is well-solved algorithmically, and flagging missing fields is binary. No taste, ethics, or relationship context is needed.