Real ChatGPT answer · index seedgErCeGXGCcwcompleteFinance and banking · personal loansinformational

What criteria do risk models on platforms like Prosper use to assess employment stability when the applicant is a newly established independent contractor?

ChatGPTgpt-62 queries10/31/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What criteria do risk models on platforms like Prosper use to assess employment stability when the applicant is a newly established independent contractor?
2 real searches · 1 real-search pass
Prosper personal loan underwriting self-employed independent contractor employment income verification criteriaGoogle ↗
OBSERVED
Prosper borrower eligibility income verification self-employed tax returns bank statements employment historyGoogle ↗
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
Prosper personal loan underwriting self-employed independent contractor employment income verification criteria Google ↗
Prosper borrower eligibility income verification self-employed tax returns bank statements employment history Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Prosper personal loan underwriting self-employed independent contractor employment income verification criteria
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1
Prosper borrower eligibility income verification self-employed tax returns bank statements employment history
OBSERVED
Google ↗
AI Mode ↗
————1x
of 1