The playbook
Landing Page Optimization: Template and Field Guide
This landing page optimization template turns a broad task into a record another person can use. It captures hypothesis, change, segment, then connects that information to a decision. Copy the table into your working document or system and create a separate record for each item in scope.
Put the task in context
If visitors reach a form but abandon a mandatory budget question, investigate whether the question is necessary at that stage. Test a focused change and compare qualified inquiries. More submissions are not an improvement if the receiving team cannot serve them.
Copyable worksheet
| Field | Entry instructions |
|---|---|
| hypothesis | Record the hypothesis associated with this page or interaction record. Use a stable reference so later updates can be matched. |
| change | Record the change associated with this page or interaction record. Keep the value specific enough for another owner to interpret. |
| segment | Record the segment associated with this page or interaction record. Keep the value specific enough for another owner to interpret. |
| outcome | Record the outcome associated with this page or interaction record. Keep the value specific enough for another owner to interpret. |
| Decision field | Entry instructions |
|---|---|
| Observed problem | Describe the actual condition and where it was observed. |
| Recommended action | State the smallest action that resolves the documented problem. |
| Evidence | Link to the record, observation, or test supporting the action. |
| Owner and next review | Name the accountable person and when the decision should be revisited. |
How to complete the worksheet
Begin with hypothesis. Use the same reference throughout the record so notes are not attached to the wrong item. Then review where visitors hesitate or abandon the task. This establishes the information required before the worksheet becomes a request for action.
Next, choose one meaningful change tied to that friction. Use the observed problem and evidence fields to explain why that step is needed. A useful entry describes an actual condition, such as changing several unrelated elements and claiming one caused the result, rather than a broad instruction to “improve performance.”
Finally, compare outcomes across consistent traffic segments. Put keep a change log and use a suitable controlled comparison in the action field only when it addresses the observed condition. If the problem is different, change the action. The template is a structure for judgment, not a reason to apply the same fix everywhere.
Illustrative completed decision
| Part | Illustrative entry |
|---|---|
| Problem | Changing several unrelated elements and claiming one caused the result |
| Action | Keep a change log and use a suitable controlled comparison |
| First check | Review where visitors hesitate or abandon the task |
| Follow-up check | Compare outcomes across consistent traffic segments |
| Outcome to define | qualified conversion rate |
Adapt the fields without losing meaning
You can add fields required by your team, but each should change a decision or preserve necessary context. Keep factual observations separate from recommendations. If change changes, record the new value and its effective date instead of silently rewriting the context of an earlier decision.
Use the record in a handoff
Ask the receiving owner to explain the next action using only the worksheet. Missing context becomes visible quickly during that exercise. Repair the record before applying the structure to a larger batch. Keep qualified conversion rate connected to the item so the team can later assess whether the action was useful.
Design recovery as part of the experience. People enter incomplete information, use slow connections, and return to interrupted tasks. A clear error and a preserved input are often more useful than another decorative element.
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