Just how brutal is the CFA level one difficulty really for someone whose undergraduate degree was in liberal arts rather than finance or economics
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Just how brutal is the CFA level one difficulty really for someone whose undergraduate degree was in liberal arts rather than finance or economics
1 real search · 1 real-search pass
CFA Level I 2026 exam pass rate candidate survey study hours official CFA Institute topic weights curriculum prerequisitesGoogle ↗
OBSERVEDInstruction
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (1)
Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT1 real searches · gpt-6
CFA Level I 2026 exam pass rate candidate survey study hours official CFA Institute topic weights curriculum prerequisites Google ↗
- CFA Exam Information · cfainstitute.org
- Exhibit Two. CFA Exam Pass Rates · sec.gov
- CFA® Program Level I exam · cfainstitute.org
- © CFA Institute. For candidate use only. Not for distribution. · cfaebooks.com