Real ChatGPT answer · index seedIgfByhSUQKYcompleteEducation · graduate schoolcomparison

When negotiating a graduate stipend and tuition waiver at Duke University versus the University of North Carolina, do older career-changers have any disadvantages?

ChatGPTgpt-64 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
When negotiating a graduate stipend and tuition waiver at Duke University versus the University of North Carolina, do older career-changers have any disadvantages?
4 real searches · 1 real-search pass
Duke University graduate school funding stipend tuition scholarship assistantship policies graduate students age discriminationGoogle ↗
OBSERVEDYes / no
UNC Chapel Hill graduate school funding stipend tuition waiver assistantship policies graduate students age discriminationGoogle ↗
OBSERVEDYes / no
Duke University graduate student stipend minimum 2026 tuition fees fundingGoogle ↗
OBSERVEDYes / no
UNC Chapel Hill graduate student stipend minimum 2026 tuition remission fundingGoogle ↗
OBSERVEDShort fact

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 (4)
Short fact25%Other / navigationalComparisonConsequenceReasonDefinitionInstructionYes / no75%

Classes come from the query-classifier (a local Laya model). 4 of 4 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT4 real searches · gpt-6
Duke University graduate school funding stipend tuition scholarship assistantship policies graduate students age discrimination Google ↗
UNC Chapel Hill graduate school funding stipend tuition waiver assistantship policies graduate students age discrimination Google ↗
Duke University graduate student stipend minimum 2026 tuition fees funding Google ↗
UNC Chapel Hill graduate student stipend minimum 2026 tuition remission funding Google ↗
  1. About UNC < University of North Carolina at Chapel Hill · unc-public.courseleaf.com
  2. Age Discrimination FAQs · ed.gov
  3. Financial Support · gradschool.duke.edu
  4. Ph.D. Financial Support · gradschool.duke.edu
  5. Tuition and Financial Aid < University of North Carolina at Chapel Hill · unc-public.courseleaf.com
  6. Tuition, Fees, and Ph.D. Stipend Schedule · gradschool.duke.edu
  7. Cost to Attend · gradschool.duke.edu

Queries

4 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Duke University graduate school funding stipend tuition scholarship assistantship policies graduate students age discrimination
OBSERVED
Google ↗
AI Mode ↗
—Yes / no——1x
of 1
UNC Chapel Hill graduate school funding stipend tuition waiver assistantship policies graduate students age discrimination
OBSERVED
Google ↗
AI Mode ↗
—Yes / no——1x
of 1
Duke University graduate student stipend minimum 2026 tuition fees funding
OBSERVED
Google ↗
AI Mode ↗
—Yes / no——1x
of 1
UNC Chapel Hill graduate student stipend minimum 2026 tuition remission funding
OBSERVED
Google ↗
AI Mode ↗
—Short fact——1x
of 1