Real ChatGPT answer · index seedSaB1G5HdZ1McompleteFinance and banking · personal loansinformational
How do marketplace lending algorithms price risk for borrowers seeking capital for an unproven small business startup compared to traditional consumer debt?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do marketplace lending algorithms price risk for borrowers seeking capital for an unproven small business startup compared to traditional consumer debt?
2 real searches · 1 real-search pass
marketplace lending underwriting small business startup borrower risk assessment cash flow credit score alternative data compared consumer lending Federal Reserve reportGoogle ↗
OBSERVED
peer to peer marketplace lending small business underwriting startup no operating history personal credit guarantees lender risk modelGoogle ↗
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 2 queries…
Searches and sources
ChatGPT2 real searches · gpt-6
marketplace lending underwriting small business startup borrower risk assessment cash flow credit score alternative data compared consumer lending Federal Reserve report Google ↗
peer to peer marketplace lending small business underwriting startup no operating history personal credit guarantees lender risk model Google ↗
- The Fed - Consumer & Community Context · federalreserve.gov
- The Fed - Consumer & Community Context · federalreserve.gov
- Interagency Statement on the Use of Alternative Data in Credit Underwriting · ncua.gov
- Financial Technology: Agencies Should Provide Clarification on Lenders' Use of Alternative Data · gao.gov
- Remarks by Counselor Antonio Weiss at the Information Management Network Conference on Marketplace Lenders · home.treasury.gov
- Marketplace Lending: Fintech in Consumer · congress.gov
- The Fed - Consumer & Community Context · federalreserve.gov
- Federal Reserve Board Publication · federalreserve.gov
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
marketplace lending underwriting small business startup borrower risk assessment cash flow credit score alternative data compared consumer lending Federal Reserve report OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
peer to peer marketplace lending small business underwriting startup no operating history personal credit guarantees lender risk model OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |