Repeatability
Medium
The analytical structure is consistent month-to-month, but each client's business context, seasonality, and campaign goals shift the interpretation. The task is repeatable in form but not in judgment.
Ambiguity Tolerance
Medium
ROI calculations and scatter plots have crisp success criteria, but 'three concrete reallocation scenarios' and a polished executive summary involve subjective framing choices that are hard to validate without a human reviewer.
Data & Tool Availability
Medium
If the 6 months of structured data is exported and provided as files, the agent can work with it. However, live API access to Google Ads, LinkedIn, and Facebook, plus client-specific context, may not be readily available or pre-authorized.
Error Cost
High
Misidentifying an account as over-spending or recommending a flawed reallocation could damage client relationships and waste real budget dollars. Errors here are partially reversible but carry reputational and financial risk.
Human Judgment Required
High
Client-specific strategic context — industry dynamics, contract constraints, relationship sensitivities, and campaign objectives beyond the data — is essential for defensible recommendations and cannot be inferred from spend data alone.