Which professional networking platforms are currently best for connecting with alumni who can refer laid off recent graduates to companies hiring during mass industry downturns?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
Which professional networking platforms are currently best for connecting with alumni who can refer laid off recent graduates to companies hiring during mass industry downturns?
3 real searches · 1 real-search pass
professional networking alumni referrals job search platform effectiveness recent graduates 2026Google ↗
OBSERVEDOther / navigational
best professional networking platforms alumni networking university alumni career referrals LinkedIn Handshake 2025 2026Google ↗
OBSERVEDComparison
university alumni networking platforms career mentoring alumni directory PeopleGrove 12twenty Graduway 2025Google ↗
OBSERVEDOther / navigational
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
professional networking alumni referrals job search platform effectiveness recent graduates 2026 Google ↗
best professional networking platforms alumni networking university alumni career referrals LinkedIn Handshake 2025 2026 Google ↗
university alumni networking platforms career mentoring alumni directory PeopleGrove 12twenty Graduway 2025 Google ↗
- LinkedIn · linkedin.com
- PeopleGrove · peoplegrove.com
- Handshake · joinhandshake.com
- Gravyty · gravyty.com
- 12twenty · 12twenty.com
- Loop Networking · loopnetworking.com
- Hivebrite · hivebrite.com
- Building a Network: Digital and In-Person Strategies for Students, Recent Graduates, and Postdocs – Career Advising & Professional Development · capd.mit.edu
- 8 Best Alumni Community Platforms in 2026 · almabase.com
- 12twenty Recruiting Platform · alumni.hbs.edu
- College Networks: The Importance of Employer Connections | Journal of Labor Economics: Vol 44, No 2 · journals.uchicago.edu
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
professional networking alumni referrals job search platform effectiveness recent graduates 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
best professional networking platforms alumni networking university alumni career referrals LinkedIn Handshake 2025 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
university alumni networking platforms career mentoring alumni directory PeopleGrove 12twenty Graduway 2025 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |