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What is the typical failure rate for people taking the plumbing license exam preparation courses for the first time without prior field experience.

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What is the typical failure rate for people taking the plumbing license exam preparation courses for the first time without prior field experience.
2 real searches · 1 real-search pass
plumbing license exam first time pass rate statistics state licensing examGoogle ↗
OBSERVED
plumbing certification exam pass rate first attempt no experience plumbing apprenticeship examGoogle ↗
OBSERVED

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.

Classifying 2 queries…

Searches and sources

ChatGPT2 real searches · gpt-6
plumbing license exam first time pass rate statistics state licensing exam Google ↗
plumbing certification exam pass rate first attempt no experience plumbing apprenticeship exam Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
plumbing license exam first time pass rate statistics state licensing exam
OBSERVED
Google ↗
AI Mode ↗
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of 1
plumbing certification exam pass rate first attempt no experience plumbing apprenticeship exam
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1