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Medium confidence

Test: Add contextual tooltips to clarify optional chargesParticipants were most confused by line items und...

Test idea generated from UX research recommendation in "BillShock: Bill Walkthrough". Full recommendation: Add contextual tooltips to clarify optional chargesParticipants were most confused by line items under “Other Charges” like Make It Solar or protection plans. Tooltips can help reduce confusion and prevent users from having to go through the entire walkthrough again.

Hypothesis

If we implement "Add contextual tooltips to clarify optional chargesParticipants were most confused by line items und", then key metrics will improve, because UX research from "BillShock: Bill Walkthrough" supports this change based on user feedback and behavioral data.

Why This Works

Key Learnings

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