Real ChatGPT answer · index seedg125YHbCyo4completeCareers and HR · job searchcomparison

Are paid LinkedIn Learning courses actually looked at by HR recruiters or are free YouTube tutorials better for tech job prep

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Are paid LinkedIn Learning courses actually looked at by HR recruiters or are free YouTube tutorials better for tech job prep
2 real searches · 1 real-search pass
Do recruiters value LinkedIn Learning certificates technology hiring skills projects portfolio evidence employer surveyGoogle ↗
OBSERVEDReason
LinkedIn Learning certificates LinkedIn profile hiring recruiters official help certificate of completionGoogle ↗
OBSERVEDOther / navigational

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 / navigational50%ComparisonConsequenceReason50%DefinitionInstructionYes / no

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
Do recruiters value LinkedIn Learning certificates technology hiring skills projects portfolio evidence employer survey Google ↗
LinkedIn Learning certificates LinkedIn profile hiring recruiters official help certificate of completion Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
Do recruiters value LinkedIn Learning certificates technology hiring skills projects portfolio evidence employer survey
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
LinkedIn Learning certificates LinkedIn profile hiring recruiters official help certificate of completion
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1