Real ChatGPT answer · index seedJIm189AInLkcompleteEducation · coding bootcampscommercial

Are income share agreements for coding bootcamps actually a scam or do they work out for most career switchers

ChatGPTgpt-63 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Are income share agreements for coding bootcamps actually a scam or do they work out for most career switchers
3 real searches · 1 real-search pass
income share agreements coding bootcamps outcomes completion employment rates ISA risks CFPB FTC 2024 2025Google ↗
OBSERVEDReason
coding bootcamp graduate outcomes career switchers employment rates CIRR report 2024Google ↗
OBSERVEDConsequence
income share agreement coding bootcamp lawsuit consumer protection terms income threshold capGoogle ↗
OBSERVEDReason

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 (3)
Short factOther / navigationalComparisonConsequence33%Reason67%DefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 3 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT3 real searches · gpt-6
income share agreements coding bootcamps outcomes completion employment rates ISA risks CFPB FTC 2024 2025 Google ↗
coding bootcamp graduate outcomes career switchers employment rates CIRR report 2024 Google ↗
income share agreement coding bootcamp lawsuit consumer protection terms income threshold cap Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
income share agreements coding bootcamps outcomes completion employment rates ISA risks CFPB FTC 2024 2025
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
coding bootcamp graduate outcomes career switchers employment rates CIRR report 2024
OBSERVED
Google ↗
AI Mode ↗
—Consequence——1x
of 1
income share agreement coding bootcamp lawsuit consumer protection terms income threshold cap
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1