Control Groups + Exposure Rules

The engineering of Scientific Validation—establishing hold-out groups and exposure tracking to isolate the exact lift your ABM program provides over baseline sales activity.

The "Marketing Credit" Conflict

When a big deal closes, Sales claims the victory and Finance questions the Marketing spend. Without Control Groups, you have no way to prove the deal wouldn't have happened anyway. "We touched this account" is not the same as "We caused this deal." We fix this by engineering a rigorous measurement framework that compares 'Exposed' accounts against a statistically similar 'Control' group to isolate true incremental lift.

Reporting Gaps
  • Vanity Overload: Reporting on 1M impressions while the CEO asks about $1M in Pipeline.
  • Attribution War: Fighting over "Lead Source" fields instead of measuring total Account Lift.
  • Budget Risk: Inability to justify scaling spend because the ROI is purely anecdotal.

Incremental Lift Architecture

GROUP A: EXPOSED
ABM Program + Sales
Win Rate: 34%
VS
GROUP B: CONTROL
Sales Only (Hold-out)
Win Rate: 21%
INCREMENTAL LIFT+13% Win Rate
Confidence: 95%

Environment Implementation

6sense / Demandbase ON

We utilize the Platform Lift Dashboards but customize the 'Exposure Logic.' We ensure that "Exposed" accounts are only counted if they meet a specific frequency threshold, preventing "1-impression" outliers from skewing the data.

Rule: Exposed_Count IF [Impressions > 10] AND [Web_Visit == TRUE]
Platform Off (CRM/MAP First)

We build Shadow Control Groups in your CRM. We tag a random 10% of your target accounts as "Control_Holdout" and suppress them from all Marketing orchestration to provide a clean baseline for Pipeline velocity comparison.

Logic: Assign [Control_Flag] to Random(10%_Target_List)

Artifacts You Receive

  • Control Group Schema: The logic for selecting and maintaining hold-out accounts.
  • Incremental Lift Report Template: A board-ready view of Win-Rate and Velocity lift.
  • Exposure Threshold Matrix: Definitions of what constitutes a "Valid Touch."

Implementation Steps

WK 1 Establish your baseline Sales-Only conversion metrics.
WK 2 Define and flag your Control Groups within the CRM and Ad platforms.
WK 3 Deploy exposure tracking and set up the 90-day "Lift Review" cycle.

Can You Prove Your ABM Program Actually Works?

Audit My Lift Measurement