DLG section: Post experiment learnings & next steps
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DLG section: Post experiment learnings & next steps

Awesome, we have successfully conducted the experiment. Now it's time to gauge the results and note learnings.


1. Problem statement & overview
2. Hypothesis, goal setting & success metrics
3. Experimentation design: Part 1
4. Experimentation design: Part 2
5. Post experiment learnings & next steps
6. Stakeholder management

Experiment Results

After running the experiment, collect and analyse the results to determine its impact.

Key Analysis Questions:

  • Which variation performed the best?
  • Did the test achieve statistical significance?
  • What were the key trade-offs observed?

Example Analysis Framework:

Variation

Conversion Rate

Lift %

Statistical Significance

Control

10%

-

-

Variation A

12%

+20%

95%

Variation B

11%

+10%

88%


Release Decision

Based on the results, make a decision on whether to scale, iterate, or abandon the experiment.

Possible Outcomes:

  • Scale: The experiment was successful with a statistically significant improvement.
  • Iterate: Some improvements were seen but require further testing.
  • Kill: The experiment showed no meaningful impact or negative trade-offs.


Learnings

Every experiment should provide insights, regardless of its success.

Key Learnings to Document:

  • What worked and why?
  • What didn’t work and why?
  • Unexpected behaviours or insights from user interactions.


Next Steps

Based on the learnings, determine actionable next steps.

Actionable Next Steps Framework:

If the experiment was successful: Plan a full-scale rollout, monitor long-term performance.

If the experiment was inconclusive: Run further tests with refined hypotheses.

If the experiment was unsuccessful: Identify alternative solutions based on insights gathered.






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