| persona_id,persona_name,knowledge_level,risk_tolerance,query_style,typical_bloom_max,prefers_numerical | |
| 0,Retail Novice,1,2,conversational,3,0 | |
| 1,Retail Intermediate,2,3,verbose,4,0 | |
| 2,Self-Directed Investor,3,3,terse,5,1 | |
| 3,HNW Individual,3,4,verbose,5,1 | |
| 4,Financial Advisor,4,3,technical,6,1 | |
| 5,CFA Candidate,4,3,technical,6,1 | |
| 6,Portfolio Manager,5,4,technical,6,1 | |
| 7,Compliance Officer,4,1,terse,6,1 | |
| 8,Risk Manager,5,2,technical,6,1 | |
| 9,Quantitative Analyst,5,4,technical,6,1 | |