Real ChatGPT answer · index seedVzGyBsNnbvIcompleteEducation · tutoringcommercial

What tools or expert consultants do parents use most often when guiding their children through choosing a college major with good job prospects?

ChatGPTgpt-61 query11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What tools or expert consultants do parents use most often when guiding their children through choosing a college major with good job prospects?
1 real search · 1 real-search pass
best tools parents students choosing college major career assessment labor market data BLS O*NET College Scorecard career counselor professional associationGoogle ↗
OBSERVEDReason

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)
Short factOther / navigationalComparisonConsequenceReason100%DefinitionInstructionYes / no

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
best tools parents students choosing college major career assessment labor market data BLS O*NET College Scorecard career counselor professional association Google ↗
  1. YouScience website · youscience.com
  2. MBTI website · myersbriggs.org
  3. CareerOneStop website · careeronestop.org
  4. Try the Interest Profiler · mynextmove.org
  5. BLS Occupational Outlook Handbook · bls.gov
  6. College Scorecard · collegescorecard.ed.gov
  7. O\*NET Online · onetonline.org
  8. LinkedIn · linkedin.com
  9. National Career Development Association · ncda.org

Queries

1 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
best tools parents students choosing college major career assessment labor market data BLS O*NET College Scorecard career counselor professional association
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1