What percentage do most financial institutions match for 401k plans for mid-level quantitative analysts nowadays?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What percentage do most financial institutions match for 401k plans for mid-level quantitative analysts nowadays?
2 real searches · 1 real-search pass
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 (2)
Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
2026 401(k) employer match average employer contribution survey financial services industry benchmark Google ↗
2025 2026 401(k) employer match average financial services industry contribution benchmark financial institutions Google ↗
- Finance_Final · workplace.vanguard.com
- Inside America's Most Generous 401(k) Plans · wsj.com
- Microsoft PowerPoint - Comp Trends ND Bankers - Feb 2026 · ndba.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 401(k) employer match average employer contribution survey financial services industry benchmark OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
2025 2026 401(k) employer match average financial services industry contribution benchmark financial institutions OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |