Real ChatGPT answer · index seedasWsYelwjLIcompleteCareers and HR · freelancingcomparison

Is Toptal accepting recent college graduates for their freelance data science network or do I need a few years of full time agency experience?

ChatGPTgpt-62 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Is Toptal accepting recent college graduates for their freelance data science network or do I need a few years of full time agency experience?
2 real searches · 1 real-search pass
Toptal data scientist freelancer screening requirements years experience recent graduates officialGoogle ↗
OBSERVEDComparison
Toptal data science freelancer application requirements experience screening recent graduatesGoogle ↗
OBSERVEDYes / no

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)
Short factOther / navigationalComparison50%ConsequenceReasonDefinitionInstructionYes / no50%

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
Toptal data scientist freelancer screening requirements years experience recent graduates official Google ↗
Toptal data science freelancer application requirements experience screening recent graduates Google ↗
  1. Toptal's freelancer application · toptal.com

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Toptal data scientist freelancer screening requirements years experience recent graduates official
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1
Toptal data science freelancer application requirements experience screening recent graduates
OBSERVED
Google ↗
AI Mode ↗
—Yes / no——1x
of 1