UX Research at ModMed

As a qualitative UX Research intern at ModMed, I contributed to the development of a pilot Artificial Intelligence feature for the company's healthcare software.

Internship Duration: June 5, 2023 - August 25,2023

My direct contributions to the development of the AI feature included three main responsibilities.

01
Competitive Analysis

I evaluated and compared various competitors strengths, weaknesses, and potential opportunities in the market of ambient intelligence to inform the cross-functional product & development team.

02
Usability Testing

I led and conducted our product team's V1 prototype with real, current users in an interview/usability testing session, observing their interaction to uncover potential usability issues and gather feedback for improvement.

03
Research Synthesis & Next Steps

I systematically reviewed and integrated findings from various user sessions to generate comprehensive insights and inform future design & development decisions.

01
Competitive Analysis

I began putting together a competitive analysis board in Figjam with all indirect and direct competitors to discover what existed within the ambient intelligence market space.

I wanted to identify what was working with users and how ModMed could differentiate themselves from the rest.

Competition of Features

In order to quantify the results and define which competitors were at the top of the list, I built a Feature frequency Table to see which competitors offered what features.

Assess the percentages

A Competitor Assessment table further quantified exactly how much each competitor rated against each other in categories that had been deemed most important within the space.


In the end, I drafted and finalized my report findings into a digestible review for the research repository (Dovetail) for all the product team to view; and then presented my findings to the product team leaders and company executives.

Usability Testing/Interviews

Phase 2: It was time to put a plan in place to understand user's thoughts

8
Recruited Participants (Internal Physicians)
1 Week
Of User testing/ interviews
9+ Hours
of Raw User Data
01
Test Plan

It was important to establish a testing plan that gathered the whole team's thoughts on what they expected out of the user testing, what each discipline wanted feedback on and how it aligned with the initial goals and objectives of the project.

02
Define Tasks

I worked together with the ux designer to agree on the tasks that we would have users test out so that it synchronized and flowed with the design prototype fluently.

03
Interview guide & Script

In order to keep the user testing on structured, avoid confusion and variability on my part between questions or tasks, I made an outline for me to follow and guide me as I spoke with the users.  

Research In Full Motion

Over the course of 5 days, I began leading the testing of our phase 1 design with 8 different internal healthcare physicians across multiple disciplines, who already used the EHS software, with the hope of understanding what worked, what didn't work and where there were opportunities for integration across their disciplines. 

The project deadline was approaching fast and all I needed now was to synthesize the raw data into useful insights.

Synthesis

01
Tagging

It was necessary to go through each session's transcription to highlight sentiments, observations and metrics that could be used in the affinity mapping process.

02
Affinity Mapping

Having tagged and highlighted across the different sessions it was now easier to move around the sticky notes into groups that had similar themes.

03
Creating Insights

Finding overarching themes and insights across the testing sessions was time consuming but a fulfilling task to uncover patterns and similarities that weren't so obvious at first.

Synthesis

Clustering the User Feedback, Observations and Wants/Needs to Identify Patterns

First, I created separate sections for each testing session on the Dovetail's cluster board. Then, within each session section, I further grouped things by task. This way, I could easily see where users' responses and actions were similar across the different tasks.

Insights

Write Up Report

After the process of synthesizing all the qualitative & quantitative data into insights, I wrote a report of all my findings and provided conclusions for each task, how the design could be improved with recommendations and actionable steps for more user research that could be taken in future phases of the project.

Delivery

Presentation to Product Team and Executive Leaders

It was now time to finalize my work by delivering a final presentation with my findings based on my Usability testing write-up report. I needed to explain what we had uncovered, both successes and failures while keeping in mind what each department or leader would want to be looking out for in my user research conclusions, next steps and recommendations.

Reflections

The Lessons I Take With me as I Further Develop my Career in UX/Product Research

Throughout my internship, I was able to see the importance of being adaptable as it was quite often where specifications, project constraints or timelines changed and being flexible was a big part of being able to succeed.

Another lesson I learned is the importance of understanding my audience when presenting user research conclusions. It's crucial to quantify data and relate it to a bigger picture to tell a clear, more persuasive story.

But the most valuable one I take is the experience of how cross-collaboration in an agile environment worked among my fellow interns, and how crucial it was to see how UX researchers, UX designers, developers, engineers, and product managers all supported each other throughout the different phases of the project.