Repeatability
High
The task is structurally identical every time: ingest a tabular dataset, compute aggregations by category combinations, rank by fee and duration. This is a standard data analysis pattern with no unique judgment required per run.
Ambiguity Tolerance
Medium
The core outputs — highest fees and fastest close times by industry-engagement combo — are crisp. But 'patterns in most profitable work' is slightly open-ended, and the agent will need to make reasonable choices about how to define and present those patterns without explicit criteria.
Data & Tool Availability
High
The user has a spreadsheet with all required fields already structured. An agent with file access and basic data analysis tools (Python/pandas or even a spreadsheet formula engine) has everything it needs to execute.
Error Cost
Low
The output is an analytical summary that informs a marketing decision, not an irreversible action. If the agent miscalculates or misframes a pattern, the user can catch it before acting, and no downstream harm occurs.
Human Judgment Required
Medium
The quantitative analysis is fully automatable, but interpreting whether a pattern is actionable — e.g., whether a high-fee niche is also one the consultant enjoys or can credibly market into — requires the consultant's own context and judgment.