UX Study — Research report

Checkout Usability Study

A moderated study of a 4-step checkout — where users hesitated, why, and the interface changes that followed.

Method
Moderated, task-based · 8 participants
Format
Remote, think-aloud · 45 min each
Deliverable
Findings, severity ratings, recommendations
Year
2024

Objective

Understand where users lose confidence during checkout and quantify the friction so the team can prioritize fixes against effort.

Method

  • Eight participants matched to two core buyer personas.
  • Three realistic purchase tasks, think-aloud protocol.
  • Success, time-on-task, and error counts logged per step.
  • Findings rated on a 4-point severity scale.
Checkout usability findings chart
Task success and drop-off by step — the address form was the clear failure point.

Key findings

1 · Address form (critical)

6 of 8 participants hesitated at the address step; auto-format fought their input and error messages appeared only after submit.

2 · Hidden shipping cost (serious)

Cost appeared late, causing visible surprise and two abandonments in-session.

3 · Ambiguous progress (moderate)

Participants were unsure how many steps remained, lowering confidence to continue.

Recommendations

  • Inline, real-time validation with forgiving formatting.
  • Show all-in cost before the payment step.
  • Persistent step indicator with clear remaining count.

These findings fed directly into the checkout redesign that followed, where the interface work lives.