Industry Incrementality

Geo Holdout Experiments — The Methodology That Replaced MTA

Geo holdout experiments — randomly assigning regions to holdout vs. control — produce iROAS (incremental ROAS), revealing that platform-reported ROAS often significantly overstates true incremental value.

Architecture diagram: Geo Holdout Experiments — The Methodology That Replaced MTA

Scale

Industry-standard methodology; table stakes for sophisticated marketers

Before

Multi-touch attribution (MTA) counting all attributed conversions as platform ROAS — overstating incremental value

After

Geo holdout experiments: randomly assign regions to holdout vs. matched control → iROAS (incremental revenue ÷ incremental spend)

Key Insight

iROAS ≠ platform ROAS. Example: Meta shows 2.5 ROAS, iROAS comes in at 1.2 — much of the 'attribution' was capturing organic demand that would have happened anyway.

In a Snowflake Conversation

Every sophisticated marketer now uses geo holdouts to calibrate their channel mix. This is table stakes knowledge for any measurement conversation.

My Read

Practitioner commentary coming soon.

geo holdout iROAS incrementality MTA attribution experimentation

Relevant Conversations

MMM & Attribution