
ℹ️ All research documents, workflow diagrams, prototype, and final mockups are removed to protect the company’s confidential and proprietary information. Assets that are featured have been modified with proprietary information removed.
Improved tagging usability and accessibility workflows for enterprise assessment teams, leading to clearer categorization and fewer errors in report generation. These improvements addressed recurring user errors and accessibility violations that directly impacted reporting accuracy and customer trust.
Improved clarity in category selection and accessibility compliance, reducing errors and increasing confidence in reporting.
I was the lead UX Designer who used the following methods to successfully receive full buy-in from stakeholders within an agile environment:
Foundational Deliverables: December 2023 – February 2024
Development & Release for Advanced Reports: February 2025 – June 2025
A complete assessment integrity platform that includes:
Customers use categories for the following:
Category definitions:
Category Type – a top-level category that contains its own tree with infinite levels
Category Tree – a tree of nested levels similar to a folder tree, where a folder can contain subfolders within
Category – an item similar to a folder, but represents a test topic
Parent – the category of which the child categories live
Child – a category that is within the parent category
Customer feedback showed that the experience did not clearly communicate system actions or states and contained severe accessibility violations. As a result, users miscategorized content, producing inaccurate reports and errors that were difficult to recover from.
A visual workflow analysis surfaced the following key usability issues based on customer feedback:
The following research audit process of past interviews revealed the current category tagging experience was not offering the flexibility and ease of use customers had been demanding for the past 7 years:
Research Audit – Analyzed all feedback from two user interview documents compiled in 2016, retrieved eight points of feedback that stood out to me, and laid out most important findings with both the What and the Why behind each one. This step was necessary before identifying four top themes of growth and opportunity. All details in these diagrams have been removed to honor the privacy of customers.
Grouping Key Themes – Identified 4 common themes from the feedback and singled out category tagging as the most important but overlooked user problem negatively impacting the business. Now that I had qualitative data to prove the existing category tagging experience was an issue, it became easier for product managers to have greater confidence that developing a new experience for category tagging would be necessary.
Results – Out of the 4 common themes, the theme of category tagging stood out because customers were finding the current experience to be too restrictive. Customers wanted a more dynamic experience where categories could be viewed and selected across an entire tree.



Administrator – The test administrator is responsible for overseeing the entire curriculum of an academic program. The most important responsibility of the role is ensuring all tests, questions, and rubrics are aligned with the program’s requirements. Test administrators work closely with test makers who receive feedback on test quality from test reviewers
How the former experience impacted these customers:

Maker – The test maker creates questions that go into an assessment. Previous user research shows that assessment making is a collaborative process that involves receiving feedback from assessment reviewers. Instructors do not make the assessments
How the former experience impacted these customers:

Reviewer – The test reviewers are members of a review board that provide feedback on tests
How the former experience impacted these customers:
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Selected Works
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