Real ChatGPT answer · index seedw0fTyUYqP68completeMarketing and advertising · web analyticsinformational

What resources explain how to build a multi touch attribution model from scratch using raw web analytics data exported to BigQuery

ChatGPTgpt-64 queries11/1/2026
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Fan-out diagram

The searches the AI actually ran for this prompt.

SEED QUERY
What resources explain how to build a multi touch attribution model from scratch using raw web analytics data exported to BigQuery
4 real searches · 1 real-search pass
GA4 BigQuery export multi touch attribution model SQL tutorial raw event dataGoogle ↗
OBSERVEDInstruction
Google Analytics 4 BigQuery export schema events traffic_source collected_traffic_source documentationGoogle ↗
OBSERVEDInstruction
BigQuery marketing attribution data driven attribution Markov chain SQL tutorialGoogle ↗
OBSERVEDInstruction
Google Cloud BigQuery attribution modeling customer journey SQL exampleGoogle ↗
OBSERVEDInstruction

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 (4)
Short factOther / navigationalComparisonConsequenceReasonDefinitionInstruction100%Yes / no

Classes come from the query-classifier (a local Laya model). 4 of 4 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.

Searches and sources

ChatGPT4 real searches · gpt-6
GA4 BigQuery export multi touch attribution model SQL tutorial raw event data Google ↗
Google Analytics 4 BigQuery export schema events traffic_source collected_traffic_source documentation Google ↗
BigQuery marketing attribution data driven attribution Markov chain SQL tutorial Google ↗
Google Cloud BigQuery attribution modeling customer journey SQL example Google ↗

Queries

4 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
GA4 BigQuery export multi touch attribution model SQL tutorial raw event data
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1
Google Analytics 4 BigQuery export schema events traffic_source collected_traffic_source documentation
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1
BigQuery marketing attribution data driven attribution Markov chain SQL tutorial
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1
Google Cloud BigQuery attribution modeling customer journey SQL example
OBSERVED
Google ↗
AI Mode ↗
—Instruction——1x
of 1