Real ChatGPT answer · index seedh3t2DZ8hsaAcompleteEducation · test prepcomparison

Is the CFA level one difficulty significantly higher now than it was twenty years ago, and how do analyst prep materials compare on this?

ChatGPTgpt-63 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Is the CFA level one difficulty significantly higher now than it was twenty years ago, and how do analyst prep materials compare on this?
3 real searches · 1 real-search pass
CFA Level I curriculum changes 2006 compared with 2026 exam format topic weights practical skills modulesGoogle ↗
OBSERVEDReason
CFA Institute historical Level I pass rates 2005 2025Google ↗
OBSERVEDShort fact
AnalystPrep CFA Level 1 study materials question bank mock exams review comparison Kaplan Schweser UWorld 2026Google ↗
OBSERVEDComparison

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 (3)
Short fact33%Other / navigationalComparison33%ConsequenceReason33%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT3 real searches · gpt-6
CFA Level I curriculum changes 2006 compared with 2026 exam format topic weights practical skills modules Google ↗
CFA Institute historical Level I pass rates 2005 2025 Google ↗
AnalystPrep CFA Level 1 study materials question bank mock exams review comparison Kaplan Schweser UWorld 2026 Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
CFA Level I curriculum changes 2006 compared with 2026 exam format topic weights practical skills modules
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
CFA Institute historical Level I pass rates 2005 2025
OBSERVED
Google ↗
AI Mode ↗
—Short fact——1x
of 1
AnalystPrep CFA Level 1 study materials question bank mock exams review comparison Kaplan Schweser UWorld 2026
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1