Real ChatGPT answer · index seedDNaxHysSjpUcompleteEducation · college degreescommercial

Which college majors offer the best return on investment when you factor in starting salaries versus total undergraduate student debt?

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

The searches the AI actually ran for this prompt.

SEED QUERY
Which college majors offer the best return on investment when you factor in starting salaries versus total undergraduate student debt?
3 real searches · 1 real-search pass
college majors best return on investment starting salary student debt by major 2025 2026 engineering computer science nursing dataGoogle ↗
OBSERVEDComparison
average student loan debt by college major undergraduate debt starting salary major report Georgetown 2024 2025Google ↗
OBSERVEDShort fact
New York Fed labor market outcomes college majors early career wages 2025Google ↗
OBSERVEDConsequence

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%Consequence33%ReasonDefinitionInstructionYes / 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
college majors best return on investment starting salary student debt by major 2025 2026 engineering computer science nursing data Google ↗
average student loan debt by college major undergraduate debt starting salary major report Georgetown 2024 2025 Google ↗
New York Fed labor market outcomes college majors early career wages 2025 Google ↗
  1. Education Pays 2026 · research.collegeboard.org
  2. How big is student debt compared with pay, by major? · chart.ly
  3. When College Might Not Be Worth It · libertystreeteconomics.newyorkfed.org

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
college majors best return on investment starting salary student debt by major 2025 2026 engineering computer science nursing data
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
average student loan debt by college major undergraduate debt starting salary major report Georgetown 2024 2025
OBSERVED
Google ↗
AI Mode ↗
—Short fact——1x
of 1
New York Fed labor market outcomes college majors early career wages 2025
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1