work

Walmart Case Study

Optimizing user feedback with a scalable review template

Overview

I led the redesign of Walmart’s review template to optimize user feedback collection. Originally an initiative driven by the Apparel team, I then scaled the solution to all verticals.

Goals:

  1. Collect actionable, item-specific feedback

  2. Create a scalable template adaptable to all verticals

  3. Improve engagement and completion rates

Role

Lead Designer

Lead Designer

Lead Designer

Lead Designer

Responsibilities

End-to-End UX & UI Design Process

End-to-End UX & UI Design Process

End-to-End UX & UI Design Process

End-to-End UX & UI Design Process

Collaborators

Product (Apparel & UGC), Business, Research, Content Design, Accessibility (A11y), Legal, and Engineering

Product (Apparel & UGC), Business, Research, Content Design, Accessibility (A11y), Legal, and Engineering

Product (Apparel & UGC), Business, Research, Content Design, Accessibility (A11y), Legal, and Engineering

Product (Apparel & UGC), Business, Research, Content Design, Accessibility (A11y), Legal, and Engineering

Timeline

Q4 2022 - Q1 2023

Q4 2022 - Q1 2023

Q4 2022 - Q1 2023

Q4 2022 - Q1 2023

The need for a redesign

Walmart’s 2021 unified site launch included a simplified review form due to tight deadlines, limiting its value for users and business insights.

Business Need

A scalable template for collecting detailed item and user data across verticals.

User Need

A simple, engaging way to share feedback at any level of detail.

problem to solve

The existing review template is generic, missing item-specific questions and detailed data, which limits its value for both users and the business.

quick_reference_all

Research

Gathering information

I analyzed over 25 platforms to identify best practices for content, structure, and layout. Focused on actionable questions, intuitive grouping, and user-friendly designs.

1
content

What essential information should users provide to make reviews most helpful?

2
organization

How can the form reduce user burden while ensuring quality data?

3
layout structure

What design approach maximizes user completion and submissions?

Competitive analysis

Feature ratings

Companies included a varied number of feature ratings in their forms.

Target: Includes three ratings and requires size-specific questions.

Amazon: Offers optional fields for detailed inputs, to help prevent users from feeling overwhelmed.

personal details asked

Questions included potentially sensitive information of varying degrees.

Shein: Rewards sensitive inputs like height and weight with points.

Glossier: Marks any sensitive fields as optional for user comfort.

presentation format

The formats included a single-page layout, a phased approach using an accordion, and a step-by-step wizard format.

Airbnb and Tripadvisor: Use wizard flows with progress bars to guide users through steps seamlessly. (Tripadvisor uses a different approach on desktop).

J.Crew: A single-page layout with clean sections to avoid overwhelm.

DSW: Accordion sections group inputs but can feel cluttered when too many options are displayed, especially in a modal.

Competitor screenshots
Competitor screenshots (Scroll to view)
Competitor screenshots (Scroll to view)
Competitor screenshots (Scroll to view)
Target
Amazon
Shein
Glossier
Airbnb
Tripadvisor
j.crew
DSW

Answering the key questions

Using insights from the analysis, I formulated solutions to my three key questions:

1
content

Focus on critical inputs like ratings, titles, descriptions, photos, and item details.

2
organization

Group similar inputs to reduce cognitive load and prioritized capturing key data early.

3
layout structure

Use a step-by-step approach with previews to inform users and reduce uncertainty.

How might we

How might we redesign the review template to collect detailed, item-specific feedback while improving user engagement and increasing completion rates?

lightbulb_2

Ideation

Developing concepts

This phase explores layout and structure options to improve the review form's usability and ensure an effective user experience.

To align the solution with user and business goals, I developed the following guiding principles:

category

category

category

category

Be vertical specific

Be vertical specific

Be vertical specific

Be vertical specific

Tailor questions to each item category.

Tailor questions to each item category.

Tailor questions to each item category.

Tailor questions to each item category.

select_check_box

select_check_box

select_check_box

select_check_box

The Goldilocks effect

The Goldilocks effect

The Goldilocks effect

The Goldilocks effect

Balance data depth with user effort.

Balance data depth with user effort.

Balance data depth with user effort.

Balance data depth with user effort.

sentiment_satisfied

sentiment_satisfied

sentiment_satisfied

sentiment_satisfied

Be delightful

Be delightful

Be delightful

Be delightful

Ensure delightful and seamless interactions.

Ensure delightful and seamless interactions.

Ensure delightful and seamless interactions.

Ensure delightful and seamless interactions.

Creating a review taxonomy

Based on my research, I prioritized key inputs and organized related questions to develop a taxonomy. Two user flow concepts emerged:

  • Accordion: A single-page format with collapsible sections for flexibility and visibility into upcoming content.

  • Wizard: A linear, step-by-step format for guided progression and clarity.

Option 1: Accordion
Section 1

Rate

straight

straight

straight

straight

Section 2

Review

straight

straight

straight

straight

Section 3

Personal details

Option 2: Wizard
Section 1

Overall rating

straight

straight

straight

straight

Section 2

Images

straight

straight

straight

straight

Section 3

Feature ratings

straight

straight

straight

straight

Section 4

Review

straight

straight

straight

straight

Section 5

Personal details

Accordion concept

  1. Rate
  1. Rate
  1. Rate
  1. Rate
  1. Rate
  1. Rate cont.
  1. Rate cont.
  1. Rate cont.
  1. Rate cont.
  1. Rate cont.
  1. Review
  1. Review
  1. Review
  1. Review
  1. Review
  1. Review cont.
  1. Review cont.
  1. Review cont.
  1. Review cont.
  1. Review cont.
  1. Personal details
  1. Personal details
  1. Personal details
  1. Personal details
  1. Personal details

Wizard concept

  1. Overall Rating
  1. Overall Rating
  1. Overall Rating
  1. Overall Rating
  1. Overall Rating
  1. Images
  1. Images
  1. Images
  1. Images
  1. Images
  1. feature ratings
  1. feature ratings
  1. feature ratings
  1. feature ratings
  1. feature ratings
  1. Review
  1. Review
  1. Review
  1. Review
  1. Review
  1. personal details
  1. personal details
  1. personal details
  1. personal details
  1. personal details

group

user testing

Testing my solutions

Two rounds of unmoderated user testing were conducted with a total of 38 participants. Both prototypes were tested by each participant, with the order randomized to prevent bias.

Two rounds of unmoderated user testing were conducted with a total of 38 participants.

Both prototypes were tested by each participant, with the order randomized to prevent bias.

Two rounds of unmoderated user testing were conducted with a total of 38 participants.

Both prototypes were tested by each participant, with the order randomized to prevent bias.

Two rounds of unmoderated user testing were conducted with a total of 38 participants.

Both prototypes were tested by each participant, with the order randomized to prevent bias.

Accordion (cropped)
Accordion (cropped)
Accordion (cropped)
Accordion (cropped)
Wizard
Wizard
Wizard
Wizard

First round of user testing

The Wizard was perceived as less cluttered and less overwhelming; whereas, the Accordion was perceived as more flexible and faster to complete.

Key design insights for the next iteration:

  1. Include a progress bar

  2. Prioritize input fields users are more likely to complete

Second round of user testing

The results remained close but revealed clear evidence of order bias. Key insights from this testing informed our final hybrid solution:

  1. Add sticky bottom buttons for easier navigation

  2. Prioritize simple response questions

  3. Provide additional context when requesting sensitive information

Accordion
Wizard

editor_choice

Final Design

The optimized flow

The final design combined flexibility from the Accordion format and clarity from the Wizard format.

BEfore

arrow_right_alt

arrow_downward_alt

arrow_downward_alt

arrow_downward_alt

After

Ensuring transparency and ease of navigation

Users complete as much of the form as they choose, with design elements offering clarity and control.

dynamic buttons

Prompts skipping steps or continuing after input.

dynamic buttons
dynamic buttons
dynamic buttons
dynamic buttons

Allows users to skip an entire step or encourage them to continue once any input is provided.

Prompts skipping steps or continuing after input.

Prompts skipping steps or continuing after input.

Prompts skipping steps or continuing after input.

Prompts skipping steps or continuing after input.

Accordion summaries
Accordion summaries
Accordion summaries
Accordion summaries

Overview of responses and enables quick edits.

Overview of responses and enables quick edits.

Overview of responses and enables quick edits.

Overview of responses and enables quick edits.

progress bar
progress bar
progress bar
progress bar

Provides system status visibility, keeping users informed about how much of the form remains.

Indicates progress to keep users informed.

Indicates progress to keep users informed.

Indicates progress to keep users informed.

Indicates progress to keep users informed.

Accordion summaries

Overview of responses and enables quick edits.

Accordion summaries

Overview of responses and enables quick edits.

progress bar

Indicates progress to keep users informed.

An effortless first step

The required initial step is presented upfront to reduce friction. Auto-saving their input ensures no data loss if users exit before completion.

Be delightful

Delight users with subtle animations of the stars populating.

why it matters

A positive and engaging start can boost completion rates.

Apparel template
Apparel
Apparel
Apparel
other verticals template
other verticals
other verticals
other verticals

Scalable customization

Scalable customization

The design supports all verticals with a consistent structure while allowing category-specific customization.

The design supports all verticals with a consistent structure while allowing category-specific customization.

be vertical specific

Ensure adaptability with a clear and intuitive structure.

why it matters

Captures contextual feedback without compromising usability.

Streamlining the most taxing step

Streamlining the most taxing step

Detailed reviews add the most value, but can be time-intensive. Optional fields reduce perceived effort and provide flexibility.

Detailed reviews add the most value, but can be time-intensive. Optional fields reduce perceived effort and provide flexibility.

the goldilocks effect
the goldilocks effect
the goldilocks effect
the goldilocks effect

Balance depth and simplicity to appeal to all users.

why it matters

Giving users flexibility reduces drop-off and encourages completion.

Enhancing decisions with relevant details

Inputs like size and weight help users make confident decisions, particularly in categories requiring reference points. These also lay the foundation for an Apparel profile.

be vertical specific

Captures tailored inputs, recognizing apparel’s need for personal data.

why it matters

Builds trust and improves decision-making for future purchases.

Apparel

Other verticals

  1. overall rating
  1. feature ratings
  1. review & images
  1. personal details
Thank you

Apparel

Other verticals

  1. overall rating
  1. feature ratings
  1. review & images
  1. personal details
Thank you

Apparel

Other verticals

  1. overall rating
  1. feature ratings
  1. review & images
3. review & images
  1. personal details
Thank you

Apparel

Other verticals

  1. overall rating
  1. feature ratings
  1. review & images
3. review & images
  1. personal details
Thank you

Apparel

Other verticals

  1. overall rating
  1. feature ratings
  1. review & images
3. review & images
  1. personal details
Thank you

monitoring

impact

The results

This project successfully transformed Walmart’s review template into a scalable, user-friendly tool that increased engagement and improved data collection.

+1%

item coverage & depth

item coverage & depth

item coverage & depth

item coverage & depth

item coverage & depth

+1%

Completion rate

Completion rate

Completion rate

Completion rate

Completion rate

+1%

reviews with text

reviews with text

reviews with text

reviews with text

reviews with text

What I learned from this project

handshake

Integrating perspectives shapes impactful solutions
Integrating perspectives shapes impactful solutions
Integrating perspectives shapes impactful solutions
Integrating perspectives shapes impactful solutions

Aligning differing priorities between teams led to a collaborative design solution that met both needs and delivered meaningful results.

reviews

Designing for rich reviews drives impactful user decisions
Designing for rich reviews drives impactful user decisions
Designing for rich reviews drives impactful user decisions
Designing for rich reviews drives impactful user decisions

Detailed, relevant reviews that foster trust, enhance experiences, and support better decision-making for users and businesses.

published_with_changes

Unexpected insights redefine the best outcomes
Unexpected insights redefine the best outcomes
Unexpected insights redefine the best outcomes
Unexpected insights redefine the best outcomes

Challenging assumptions about user preferences revealed insights that reshaped the design and reinforced the importance of adaptability.

trending_up

Iterative launches drive sustainable innovation
Iterative launches drive sustainable innovation
Iterative launches drive sustainable innovation
Iterative launches drive sustainable innovation

Launching an MVP showcased the benefits of simplicity and iteration, with later enhancements proving the value of continuous improvement.

work

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Empowering item discovery with Gen AI summaries

Boosting buyer confidence with concise item and review summaries for easier item evaluation.

Gen AI

MVP feature

iOS & Android

+1.1%

ATC conversion

75%

found helpful

© 2025 – Nicole Roberts

© 2025 – Nicole Roberts

© 2025 – Nicole Roberts

© 2025 – Nicole Roberts

© 2025 – Nicole Roberts