Real ChatGPT answer · index seedPYJ145BN8w0completeEducation · tutoringcommercial

Can you compare the best EdX certificate programs in data analytics for small business owners looking to upskill their management team?

ChatGPTgpt-62 queries11/1/2026
Download run

Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
Can you compare the best EdX certificate programs in data analytics for small business owners looking to upskill their management team?
2 real searches · 1 real-search pass
site:edx.org certificates data analytics business management professional certificate program edX 2026Google ↗
OBSERVEDOther / navigational
edX data analytics certificate programs business analytics statistics Excel SQL Python professional certificateGoogle ↗
OBSERVEDComparison

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%Comparison50%ConsequenceReasonDefinitionInstructionYes / no

Classes come from the query-classifier (a local Laya model). 1 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
site:edx.org certificates data analytics business management professional certificate program edX 2026 Google ↗
edX data analytics certificate programs business analytics statistics Excel SQL Python professional certificate Google ↗

Queries

2 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
site:edx.org certificates data analytics business management professional certificate program edX 2026
OBSERVED
Google ↗
AI Mode ↗
—Other / navigational——1x
of 1
edX data analytics certificate programs business analytics statistics Excel SQL Python professional certificate
OBSERVED
Google ↗
AI Mode ↗
—Comparison——1x
of 1