Does the Target Sample Size Calculator apply to CJA reporting? | Community
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Level 2
November 19, 2025
Question

Does the Target Sample Size Calculator apply to CJA reporting?

  • November 19, 2025
  • 3 replies
  • 111 views

I often use the calculator to decide how long to run an A/B test. Up until recently we've just used Target as the reporting source, but have recently enabled CJA which we're beginning to use.

 

When using CJA to report out on Target activities (via the Experimentation Panel), I've noticed that the lift and confidence can take much longer to calculate than it would with the same page/page traffic in Target. Is this because we're applying the success metrics after the fact, rather than defining them within the VEC? And does that mean we should be using another calculator to determine test duration when using CJA as the reporting source?

 

Thanks in advance!

3 replies

Adobe Employee
January 27, 2026

Target and CJA use different algorithms for statistics; Target uses a classical/Welch t‑test–based model.  Because Target and CJA are using different statistical models, they will not agree on duration/sample size. 

You can refer to doc https://experienceleague.adobe.com/en/docs/analytics-platform/using/cja-components/cja-calcmetrics/cm-adv-functions#lift on how lift, confidence and other metrics are calculated in CJA

 

Thank you! 

Sarthak Bhatt | Senior Product Consultant | Customer Experience | Adobe  

Perrin_Ennen
Community Advisor
Community Advisor
January 28, 2026

Hi ​@madhuraj87,

the Adobe Target Sample Size Calculator still applies when using CJA for reporting, because the underlying experiment design and assumptions do not change. However, CJA metrics are evaluated after exposure and require additional processing (ingestion, stitching, attribution), which can delay lift and confidence stabilization compared to native Target reporting. When using CJA as the primary reporting source, it’s best to plan for longer runtimes or add a buffer to the calculated duration, especially if success metrics are not defined in the Target activity itself.

 

Hope this helps.

Level 2
January 28, 2026

This makes sense - thank you!