Which platforms provide reliable aggregate data on graduate student unionization efforts and stipend increases across major US research universities?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Which platforms provide reliable aggregate data on graduate student unionization efforts and stipend increases across major US research universities?
3 real searches · 1 real-search pass
graduate student unionization database tracker US universities graduate worker unions dataGoogle ↗
OBSERVEDReason
PhD stipend database graduate student stipends universities comparison datasetGoogle ↗
OBSERVEDComparison
graduate student unionization efforts tracker research universities NLRB data collective bargaining agreementsGoogle ↗
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 (3)
Classes come from the query-classifier (a local Laya model). 2 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
graduate student unionization database tracker US universities graduate worker unions data Google ↗
PhD stipend database graduate student stipends universities comparison dataset Google ↗
graduate student unionization efforts tracker research universities NLRB data collective bargaining agreements Google ↗
- "2024 Directory of Bargaining Agents and Contracts in Institutions of H" by William A. Herbert, Jacob Apkarian et al. · academicworks.cuny.edu
- Scope of the Data · research-data.hunter.cuny.edu
- February 2025 Newsletter: News, Analysis, and Updates · myemail.constantcontact.com
- Contract Research Site · webforms.hunter.cuny.edu
- Labor Action Tracker · ilr.cornell.edu
- NLRB official website · nlrb.gov
- Staff and Faculty Unionizations in Higher Education, 2007-2023 · edworkingpapers.com
- EdWorkingPaper No. 24-966 · files.eric.ed.gov
- Explore collective bargaining map · higheredlaborunited.org
- The NCSCBHE 2024 Directory: A Boon to Unions, Researchers and Educators · higheredlaborunited.org
- PhD Stipends · phdstipends.com
- Results · phdstipends.com
- FAQ · phdstipends.com
- Graduate Assistant Stipend Benchmark Dashboard · grad.umn.edu
- Home Page - · aaude.org
- Read the English PhD stipend report · profession.mla.org
- UAW Higher Education · awn-uaw.org
- National Education Association · nea.org
- Access to NEA Databases · neacollectivebargaining.org
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
graduate student unionization database tracker US universities graduate worker unions data OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
PhD stipend database graduate student stipends universities comparison dataset OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
graduate student unionization efforts tracker research universities NLRB data collective bargaining agreements OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |