Research Assistant @ UMBC

ROLE

UX Researcher

TEAM

2 UXR's

2 Principle Investigators

1 Data Analyst

TIMELINE

Jan 2023 - May 2025

SKILLS

UX Research

Data Analysis

Literature Review

User Interviews

Survey Design

Design Workshops

Academic UX Writing

TOOLS

Dovetail

LaTeX

Figma

Qualtrics

Otter.ai

Google Sheets

Zotero

WHAT IS PEER-CONNECT?

In the US, 50% STEM undergraduates begin their academic careers at community colleges. Transferring to four-year institutions is challenging. Evidence suggests that mentoring can help by increasing a sense of belonging and retention. PeerConnect aims to foster transfer students’ academic and social engagement, increase self-efficacy and belonging, and develop students’ self-regulated learning skills.

IMPACT

This research was in parts published and presented at 3 International Conferences, contributing to knowledge.

Hover over location pin to see details.

This research was in parts published and presented at 3 International Conferences, contributing to knowledge.

BACKGROUND

The story of PeerConnect starts when the Check My Activity tool was introduced at UMBC in 2010. This tool allowed students to view their grades, academic activities, and course rankings. From the beginning, it also gathered opt-in anonymous student survey data in the background.

A 2017 study by my PI found that students who used the CMA tool were more likely to earn above a C.

But only 32% students engaged with it.

DATA COLLECTION

There were about 500 opt-in survey responses that were not monitored since 12 years.

Q.

What were the user needs and pain points?

PHASE 1: PROCESS

PHASE 1: PROCESS

I took printouts of the survey responses and annotated common themes that I could find. There was some honest feedback there.

I took printouts of the survey responses and annotated common themes that I could find. There was some honest feedback there.

1.

“It looks like a grade of me vs the rest of the class and averages. Confusing and relatively useless.”

2.

“I see no benefit for myself as a student to track my "hits" especially when the disclaimer says there is no correlation to my grade.”

3.

“I have no idea what this tool does and I suspect it's not even accurate.”

THEMATIC ANALYSIS

After conducting thematic analysis over six weeks, I was able to identify key patterns in how students discovered and used the tool. These insights helped me define clear objectives: improving the dashboard’s discoverability, helping students track their progress and take control of their learning journey, and creating a single source of truth.

Students visited out of curiosity 

through word of mouth.


DISCOVERABILITY

The ones who visited, only could

compare ranks.


TRACK PROGRESS

Information was scattered and unorganized.


SINGLE SOURCE OF TRUTH

INITIAL WIREFRAME CONCEPTS

Through surveys and fundamental design principles of student-facing LAD, we came up with initial wireframe concepts for our upcoming co-design workshops.

CO-DESIGN WORKSHOPS

I moderated over 7 co-design workshops with the students that brought them directly into the design process. It went so:

Lightning Demos

Concept Testing

Solution Sketching

Dot Voting

Surveys

WORKSHOP ARTIFACTS

To deepen our qualitative analysis, we gathered different types of artifacts from the workshops. The real magic came from the co-design sketches. These were student-created dashboards showing what they wanted. They were visual expressions of mental models & their priorities. By analyzing these sketches side by side with survey responses, we were able to spot recurring themes, cluster insights, and built a solution.

PHASE 2: FINAL DESIGNS

PHASE 2: FINAL DESIGNS

HIGH FIDELITY MOCKUPS

Here is where the final designs come together, identifying what aspects are the most important for transfer students.

PeerConnect:

Allowed students to control their learning journey

Let mentors perform informed intervention

Check Deadlines

Serve as a "Single source of truth"

TESTING AND FEEDBACK

Here is where the final designs come together, identifying what aspects are the most important for transfer students.

FEEDBACK

"upcoming deadlines is easy to spot"

“this platform would help me track my progress”

“i really love this interface, it looks professional!”

“to-do list is a great addition, i don’t have to switch apps”

ACM SIGCHI 3-MINUTE PRESENTATION

This video was recorded to be played at the ACM SIGCHI 2024 Conference held in Honolulu, Hawaii, 2024.

CHECK OUT THE PUBLICATIONS!

AUTHOR NOTE

"I still can’t believe I was able to accomplish this alongside such an incredible team. A huge shoutout to Dr. Andrea Kleinsmith and Nisha Anthraper. Publishing research papers was never something I imagined for myself, but saying yes to the opportunities that came my way showed me how much is possible 💙 "

Have an Idea? Let's Collab!

Made with lots of

by Prachee

2026

Have an Idea? Let's Collab!

Made with lots of

by Prachee

2026