Read Performance honestly
Performance shows commercial results and learning connected to Liva 7 work. Always separate three questions:
- Observed
- What happened during the selected period.
- Influenced
- What occurred after an eligible interaction or exposure, without proving causation by itself.
- Credited
- What the measurement method can reasonably attribute to the change.
Check the time window, comparison, audience, exclusions and sample size. Zero, Unknown, Learning and Unavailable are different states and should remain distinct.
Run a controlled test
- Write the question.State what you want to learn and why the answer matters.
- Choose one meaningful change.A narrow test is easier to interpret than several simultaneous changes.
- Set the comparison and measure.Decide how the experience will be compared and which outcome will answer the question.
- Add guardrails.Define what would make you pause, such as a delivery fault or an unacceptable customer effect.
- Allow enough evidence.Do not stop only because an early result looks encouraging or disappointing.
- Record the learning.Keep the result, limitation and next decision together.
No guaranteed result
A test can reduce uncertainty. It cannot guarantee that the same outcome will continue across a different audience, season or store context.