How does Upstart use alternative data like my college degree and GPA to determine my loan approval time and interest rate compared to traditional banks?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How does Upstart use alternative data like my college degree and GPA to determine my loan approval time and interest rate compared to traditional banks?
2 real searches · 1 real-search pass
Upstart personal loans education employment income credit underwriting alternative data college degree GPA approval timing interest rates 2026Google ↗
OBSERVEDComparison
Upstart alternative data education college degree GPA loan approval time interest rate underwriting model officialGoogle ↗
OBSERVEDComparison
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
Upstart personal loans education employment income credit underwriting alternative data college degree GPA approval timing interest rates 2026 Google ↗
Upstart alternative data education college degree GPA loan approval time interest rate underwriting model official Google ↗
- How Upstart Works: AI Lending Beyond Credit Score · upstart.com
- upst-20241231 · sec.gov
- Upstart — AI-powered lending: how it works and what to expect · upstarthelp.upstart.com
- Upstart · upstarthelp.upstart.com
- Access to Credit Report · upstart.com
- Upstart official loan application · upstart.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Upstart personal loans education employment income credit underwriting alternative data college degree GPA approval timing interest rates 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
Upstart alternative data education college degree GPA loan approval time interest rate underwriting model official OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 |