How accurate are the institutional match percentages on major scholarship search engines when dealing with niche engineering fellowships?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How accurate are the institutional match percentages on major scholarship search engines when dealing with niche engineering fellowships?
3 real searches · 1 real-search pass
scholarship search engine match percentage accuracy eligibility matching algorithm niche engineering fellowships institutional eligibilityGoogle ↗
OBSERVED
scholarship platforms matching algorithm eligibility filters accuracy ScholarshipOwl Bold.org Fastweb niche fellowships university eligibilityGoogle ↗
OBSERVED
engineering fellowship eligibility institutional restrictions accredited programs research area fellowship official eligibility criteriaGoogle ↗
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 3 queries…
Searches and sources
ChatGPT3 real searches · gpt-6
scholarship search engine match percentage accuracy eligibility matching algorithm niche engineering fellowships institutional eligibility Google ↗
scholarship platforms matching algorithm eligibility filters accuracy ScholarshipOwl Bold.org Fastweb niche fellowships university eligibility Google ↗
engineering fellowship eligibility institutional restrictions accredited programs research area fellowship official eligibility criteria Google ↗
- Eligibility · packard.org
- Eligibility · raeng.org.uk
- FAQ · raeng.org.uk
- How Fastweb Works · fastweb.com
- How do I get matched to scholarships? · intercom.help
- Scholarship FAQs · scholarshipowl.com
- Does Scholarship Search match my profile to potential scholarship(s)? – BigFuture · bigfuture.collegeboard.org
- How does Scholarship Search work? – BigFuture · bigfuture.collegeboard.org
- Student Satisfaction of the U’s Scholarship Search System · csme.utah.edu
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
scholarship search engine match percentage accuracy eligibility matching algorithm niche engineering fellowships institutional eligibility OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
scholarship platforms matching algorithm eligibility filters accuracy ScholarshipOwl Bold.org Fastweb niche fellowships university eligibility OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
engineering fellowship eligibility institutional restrictions accredited programs research area fellowship official eligibility criteria OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |