Repeatability
High
Phone normalization and email pattern-matching follow fixed rules that apply identically across all 3,100 rows. The task structure is the same every time this spreadsheet is refreshed or a new batch arrives.
Ambiguity Tolerance
High
The output format (clean CSV + summary report), the transformation rules (consistent phone pattern), and the handling strategy for edge cases (flag emails, note missing paths) are all explicitly defined. An agent can determine when the job is done.
Data & Tool Availability
High
The agent only needs the spreadsheet file and standard data-processing libraries (pandas, regex, email-validation). No external APIs, credentials, or live systems are required.
Error Cost
Low
The output is a new CSV, not an in-place mutation of a live system, so errors are easily caught and corrected before downstream use. Flagged emails go to manual review anyway, adding a natural human checkpoint.
Human Judgment Required
Low
Phone formatting and missing-path detection are rule-based. Email typo flagging uses heuristics (domain similarity, common patterns) and the task wisely defers final judgment to a human, so the agent doesn't need to make subjective calls.