Performance can be created in reporting

Fou revisits earlier click-fraud and attribution disputes to illustrate a broader point: a vendor may appear highly performant when its reporting claims sales that were likely to occur anyway.

Bots are not required

Non-incremental attribution can happen entirely with real people. A marketer who looks only at bot or IVT rates can therefore miss a major economic quality problem.

Several platforms can claim the same sale

Google, Meta, TikTok, DSPs and other vendors may each report conversions under their own attribution windows. Those numbers cannot simply be added because a single purchase can receive credit from several systems.

Incrementality asks the causal question

The relevant question is which sales or leads would not have happened without the advertising. Depending on the setup, answering that may require experiments, holdouts, control groups, baselines or other causal designs.

Separate traffic quality from effectiveness

Forensics asks whether delivery and traffic were real and plausible. Effectiveness analysis asks what additional business outcome that real delivery caused. Both are required, but they are different methodologies.

Methodological note

This article describes principles and questions. Specific fraud, bot or quality rates cannot be transferred directly to individual campaigns without understanding methodology, scope and data basis.

SOURCE / ORIGINOriginal article by Dr. Augustine Fou: Performing campaigns, low bots, but still 90% waste. How? Original publication: 2026-06-19