01 / Behind the approach
The decision behind the approach
Use a documented test backlog and an agreed purchase measure before rolling a change across the store.
02 / Behind the approach
The scope at a glance
- Research and Baseline Instrumentation
- Quick Wins and the Hypothesis Backlog
- Structured Test Cadence
- Improve and Document the process
01 / Understand
Find the point where the decision becomes difficult.
Combine journey observations with the questions your team hears from customers. Separate uncertainty about the offer from a technical error or an avoidable extra step.
- Review the buying journey, device behaviour and customer questions to identify where a useful test can begin.
- Inspect representative pages and devices.
- Distinguish errors from unanswered questions.
- Record the eligible starting population.
The working decision
Find the point where the decision becomes difficult.
Inspect representative pages and devices.
02 / Improve
Make one useful change easy to evaluate.
Define the intended behaviour and the change that could support it. Review wording, controls, validation and the route to the next step before rolling it out.
- Give each test a defined audience, primary measure and decision rule. Keep overlapping changes from obscuring the result.
- Keep scope and ownership explicit.
- Check keyboard and phone interaction.
- Verify success and error states.
The working decision
Make one useful change easy to evaluate.
Keep scope and ownership explicit.
03 / Evaluate
Follow completions into their later outcome.
A submitted form or placed order is an intermediate event. Review whether the change helps produce suitable enquiries or orders that can be fulfilled, and document any trade-offs.
- Document what changed, what the evidence supported and what should be checked after rollout.
- Check the primary measure and guardrails.
- Include rejected enquiries or cancelled orders.
- State the comparison and its limitations.
The working decision
Follow completions into their later outcome.
Check the primary measure and guardrails.
03 / Behind the approach
How the approach fits together
1. Find the purchase barriers
Review the buying journey, device behaviour and customer questions to identify where a useful test can begin.
2. Test a clear hypothesis
Give each test a defined audience, primary measure and decision rule. Keep overlapping changes from obscuring the result.
3. Keep and review the useful changes
Document what changed, what the evidence supported and what should be checked after rollout.
04 / Behind the approach
What to measure
- Purchase conversion: completed purchases divided by eligible sessions.
- Checkout completion: completed orders divided by checkout starts.
- Order quality: cancellations and returns alongside sales.
Report the observation period, the source of each measure and any changes to the way data was collected. Compare like with like before treating a difference as improvement.
Does a better conversion rate always mean more profit?
No. Review order value, discounts, returns and contribution as well as conversion. A test can improve the headline rate while reducing the value of the orders.
Remove every field or step?
Remove work that serves no useful purpose. Keep the information needed to route, prepare or complete the request, and move detailed collection to the appropriate later stage.
Treat a positive movement as a proven winner?
Review sample size, the comparison and overlapping changes. Where the evidence is limited, use it to decide the next test rather than claim a settled result.
Purchase conversion
completed purchases divided by eligible sessions.
Order and customer records, with cancellations, returns and the observation window stated.
Checkout completion
completed orders divided by checkout starts.
Form, checkout or booking-system completion and error records.
Order quality
cancellations and returns alongside sales.
CRM, payment and fulfilment records for the same eligible group.
05 / Behind the approach
What this example helps you evaluate
Use the approach to identify what needs to change, what your team must provide and how you would judge progress. The commercial outcome depends on the starting point, implementation and operating conditions.
06 / Behind the approach
When this approach is relevant
Use this as a starting point when the obstacle and operating conditions resemble your own. The first discussion should establish whether the underlying cause is similar and whether the required information and delivery capacity are available.
Friction map
The step, device and observed obstacle, with the evidence behind its priority.
Change specification
The proposed content or interaction, expected behaviour and acceptance checks.
Test decision sheet
The primary measure, guardrails, audience and observation window.
Rollout notes
The decision, known trade-offs and checks needed after release.
Before we start
Questions about the approach
How should I read this case study?
This is an illustrative composite scenario explaining a method. It is not a verified result for a single named client. Use it to understand the decisions and information the approach requires.
Does a better conversion rate always mean more profit?
No. Review order value, discounts, returns and contribution as well as conversion. A test can improve the headline rate while reducing the value of the orders.
Can the same approach work for our business?
The sequence may be useful, but it needs to fit your product, audience, systems and buying journey. We begin with the problem and the available evidence before proposing the scope.
What should we bring to the first conversation?
Your website, the target market and a short explanation of the obstacle are a useful start. Bring existing reports if available; access and any sensitive records can be discussed through the appropriate process.
