Real ChatGPT answer · index seedMyHGjxCbjuscompleteMarketing and advertising · web analyticsinformational

What advanced attribution models should I use to calculate email marketing return on investment when our subscribers interact with SMS and push notifications simultaneously?

ChatGPTgpt-63 queries11/1/2026
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The searches the AI actually ran for this prompt.

SEED QUERY
What advanced attribution models should I use to calculate email marketing return on investment when our subscribers interact with SMS and push notifications simultaneously?
3 real searches · 1 real-search pass
cross channel marketing attribution models Shapley value Markov chain incrementality experimentation email SMS pushGoogle ↗
OBSERVEDReason
Google Analytics attribution data-driven attribution methodology conversion paths officialGoogle ↗
OBSERVEDReason
marketing incrementality testing holdout experiments email SMS push attributionGoogle ↗
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 / navigationalComparisonConsequenceReason100%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
cross channel marketing attribution models Shapley value Markov chain incrementality experimentation email SMS push Google ↗
Google Analytics attribution data-driven attribution methodology conversion paths official Google ↗
marketing incrementality testing holdout experiments email SMS push attribution Google ↗

Queries

3 queries · click a column to sort
Query / typeSearchIntentQuery classRouting formatClusterFreq ↓Weight
cross channel marketing attribution models Shapley value Markov chain incrementality experimentation email SMS push
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
Google Analytics attribution data-driven attribution methodology conversion paths official
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1
marketing incrementality testing holdout experiments email SMS push attribution
OBSERVED
Google ↗
AI Mode ↗
—Reason——1x
of 1