• Conducted a comprehensive desirability study to prioritize key features for the "Healthy Habits" app

  • Collaborated closely with product managers and business strategists to define essential features and develop a minimum viable product (MVP) roadmap

  • Worked alongside a team of visual designers and a content designer to create high-fidelity prototypes that showcased the app's user interface and interaction design

  • Led a model validation study in collaboration with a data designer and health coaches to test the efficacy of the proposed design and gather feedback for iterative improvements.


Client information has been redacted due to NDAs.

My role

"Healthy Habits" is a conceptual app developed for a healthcare client in California. The app aims to support individuals in adopting and maintaining a healthier lifestyle by focusing on sustainable habits, collaborative action plans, and personalized behavioral change techniques.

The TL:DR

The TL:DR

The TL:DR

Healthy Habits

Healthy Habits

Healthy Habits

Why Healthy Habits?

America is often viewed as a nation of stressed out, sleepless, and sedentary people who are poorly equipped to improve their overall health and wellness. 


According to a study published in the Mayo Clinic Proceedings, only 2.7% of Americans meet all four healthy lifestyle habits: eating well, exercising, being a non-smoker, and maintaining recommended body fat levels.


Based on our initial work with this client and secondary research, we identified an opportunity to encourage healthy habits and improve health outcomes through effective behavioral change techniques.

Gaining first hand insights into health behaviors

Gaining first hand insights into health behaviors

Gaining first hand insights into health behaviors

Through contextual interviews conducted in Washington, Washington DC, Los Angeles, and the Bay Area, we engaged with individuals who matched our behavioral archetypes. Moderated by myself and another designer, we conducted eight 2.5-hour-long contextual interviews in DC and the Bay Area. In total, our team conducted 24 contextual interviews alongside 47 diary studies.

Interview goals

01

Defining health

Our primary aim was to gain a deeper understanding of how individuals define health, their motivations, successes, and challenges.

To gain visual insights into the factors influencing people's health and their relative importance, we asked participants to fill out a health ecosystem map

Mapping health influences

02

03

Evaluating concepts

To gauge what design concepts people found both desirable and valuable. We aimed to accomplish this through concept evaluation and ranking

To gauge what design concepts people found both desirable and valuable. We aimed to accomplish this through concept evaluation and ranking

A participant showed us zipongo, a health app she currently uses to track recipes.

A participant shows us his kitchen and food pantry.

A participants evaluates an experience concept.

Research insights

From our contextual interviews, we distilled six key insights about personal health:

From our contextual interviews, we distilled six key insights about personal health:

01

It extends beyond physical well-being to encompass mental, spiritual, financial, social, familial, and emotional aspects.

It extends beyond physical well-being to encompass mental, spiritual, financial, social, familial, and emotional aspects.

The definition of "personal health" varies

06

Everyone wants to lose weight. Oftentimes weight loss provides a window into bigger health aspirations or underlying private concerns.

Weight loss as a window into health issues.

05

Self-reflection incentivizes behavior by creating a sense of self-evaluation and awareness. 

Self-reflection inspires self-accountability

02

They desire to be seen holistically by their care team, beyond any specific diagnosis.

People are more than their conditions

04

People are influenced by their social circles. This can influence or impact starting or maintaining healthy actions.

The influence of social circles

03

Incremental steps towards small and significant achievements enable individuals to reach larger health goals.

Progress over perfection 

Personal health is dynamic

While the behavioral archetypes formed a strong foundation, we discovered that they didn't fully capture people's perspectives and definitions of health. Thus, we need to move beyond behavioral archetypes to health mindsets, which can help shed light on how context shapes individuals' daily health decisions.


We identified two key health behavioral mindsets that individuals fluctuate between: "best self" and "not my best self." Our aim was to help individuals maintain the "best self" mindsets and support their transition from "not my best self" mindsets to the positive "best self" mindset.

“Not my best self” mindset

Emotional

Functional

Narrow

Scope

Broad

Scope

Whatever

Reactive

Regretful

Overachiever

“My best self” mindset

Emotional

Functional

Narrow

Scope

Broad

Scope

Romantic

Tracking

Visionary

Ambitious

Designing for the future

During the remaining nine weeks of the project, our team focused on designing a service blueprint, ideating concept features, conducting usability testing, and creating high-fidelity prototypes. We aimed to create a future-state concept that would enable sustainable healthy habits and improve health outcomes through behavioral change techniques.


Through participatory workshops with our clients, we generated over 150 ideas, which we then grouped into 18 features for further exploration. We created three frameworks: guided experience, self-service experience, and collaborative experience, as foundations for our design direction.

Research

4 experience concepts

6 archetypes

70 behavioral change techniques

6 research insights

2 mindsets

Ideation

Mental models

Guided experience

Self-guided experience

with care team

Finding the right framework

To build upon and explore our mental model frameworks, we developed four concepts to test in our desirability studies. While my teammates focused on the design streams, I took the lead in conducting remote desirability studies to evaluate the concepts and proposed features. This testing played a crucial role in shaping our initial design direction and informing our future usability testing.

Lifecoach

A smart digital guide transforming your health aspirations into clear, achievable, and enjoyable action plans.

Lifecoach + Care Team

Lifecoach, reinforced with additional interactions, emphasizes fostering adoption and engagement, embodying people's interpretation of Care Team.

Lifecoach, reinforced with additional interactions, emphasizes fostering adoption and engagement, embodying people's interpretation of Care Team.

Lifecoach, reinforced with additional interactions, emphasizes fostering adoption and engagement, embodying people's interpretation of Care Team.

Launchpad, fortified with supplementary interactions, focuses on fostering adoption and engagement through people's perception of a trusted Care Team.

Launchpad + Care Team

Launchpad

Your health ecosystem's central hub, integrating all digital tools, resources, people, and products, providing insights on what works best

Providing a guided experience

We recruited a total of nine participants, including some of our past participants, as we wanted to ensure their continued involvement in our design process.


The key takeaway from our desirability study was that participants recognized the value of a guided experience. However, we also realized the importance of meeting individuals where they are in their health journey. As a result, we moved towards a guided experience with the option to add on a care team.

A sketch of the guided experience concept used for the desirability study

A sketch of the guided experience concept used for the desirability study

Research findings

Research findings

There was limited resonance with the Care Team concepts. However, it's crucial to maintain meaningful and timely connections with people.

There was limited resonance with the Care Team concepts. However, it's crucial to maintain meaningful and timely connections with people.

There was limited resonance with the Care Team concepts. However, it's crucial to maintain meaningful and timely connections with people.

Connect with people

“It's like having your best friend who helps me stick to my goals and provides support to get there and stay on track.”

04

03

Opinions on "Incentives and Rewards" varied, but everyone recognized their value due to familiarity.

Rewards felt familiar

I would say [rewards] is probably the most effective
because it's familiar with what I am doing."

"It eliminates doubt, noise, and clutter, giving you the confidence that your efforts will have a tangible impact. I'd download it today!"

02

Participants appreciated Launchpad's “Insights" for its ability to analyze their holistic health and identify what is not working effectively

Participants appreciated Launchpad's “Insights" for its ability to analyze their holistic health and identify what is not working effectively

Participants appreciated Launchpad's “Insights" for its ability to analyze their holistic health and identify what is not working effectively

Eliminate clutter and noise

“I like that it nudges you to do certain things and it’s clear

on what you have to achieve.”

“I like that it nudges you to do certain things and it’s clear on what you have to achieve.”

01

All participants saw value in “Lifecoach” as a starting point to achieve their health aspirations and goals.

Provide guidance

Learning, building, and iterating on Healthy Habits

Learning, building, and iterating on Healthy Habits

Taking what we learned from our desirability studies, we created wireframes of Healthy Habits. We then conducted three sprints of usability testing, focusing on our prioritized features. Our objective was to gauge people's responses to the onboarding experience, collaborative action plan, and other key elements.

Taking what we learned from our desirability studies, we created wireframes of Healthy Habits. We then conducted three sprints of usability testing, focusing on our prioritized features. Our objective was to gauge people's responses to the onboarding experience, collaborative action plan, and other key elements.

01

Tech review

Collaborating with product managers to review initial wireframes

02

Kickoff

Aligning on sprint goals and prioritized features


03

Testing

Testing prioritized features with participants using usertesting.com

04

Retrospective

Sharing feedback and identifying next steps for prioritized features

Asynchronous user testing on our prioritized features

Key takeaways

01

Participants found the onboarding process to be fairly straightforward but expressed a desire for more prompts and guidance, particularly during interactive sections like the mad libs.

Enhance onboarding guidance

02

Participants appreciated that Healthy Habits emphasized the privacy of reflections, assuring them that their thoughts and reflections are only visible to them unless they choose to share them.

Create a ‘safe space’

Envisioning a holistic, health ecosystem

Building upon our research and usability testing, the team collaborated with our client to create a health ecosystem for Healthy Habits, encompassing over 20 features categorized into pursuits, reflection, support, and insights.

Introducing Healthy Habits

Insights

Capturing, analyzing, and presenting information that matters to people and HCPs.

Continuous onboarding

Self-visualization

Actionable insights

Pursuits

Recommending short behavior change recipes, made up of small actionable steps

Pursuit recommendations

Pursuit steps

Reflections

Guiding insightful reflections related to personal wellness

Prompted reflections

Mood check-ins

Feedback

Support

Providing the righ support, at the right time

Motivational nudges

On-demand health coach

Celebration and rewards

Empowering people

After completing two prototypes for Healthy Habits, I collaborated with a data designer to launch a study involving over 100 participants to assess the feasibility of our frameworks in real-world scenarios. We conducted the study with two tracks: moderated (collaborative experience) and unmoderated (self-service experience).


Initially, the study was designed to create predefined action plans for individuals based on their health goals. However, as we observed a handful of moderated studies, we realized the importance of empowering people to create their own action plans. Prescribing specific plans would undermine their sense of empowerment and accountability.

Learnings from the first seven weeks

1.5

million members opted into challenges

million members opted into challenges

35%

of members completed a  challenge

of members completed a  challenge

of members completed a  challenge

22%

of members completed two challenges

of members completed two challenges

Pivoting our study

With the principle of progress over perfection in mind, we made a pivotal decision to change the direction of our study. We shifted our focus to empower participants to create their own action plans based on their knowledge, skills, and confidence. The revised approach included the following questions:

This new approach aimed to foster a sense of ownership and self-efficacy among participants, allowing them to tailor their action plans according to their individual circumstances and capabilities.

01

Knowledge

Do you have the knowledge and resources to complete this step?

02

Skills

Do you have the skills or ability to perform this step?

03

Confidence

How would you rate your confidence in successfully completing this step?

Participants sent us daily selfies that reflect how they are feeling each day.

Reflections

Bringing the client along

A key contributor to our success was the collaborative partnership we established with our client. They actively participated in both the research and design phases, ensuring that Healthy Habits remained patient-centric. This close collaboration allowed us to align our goals, leverage their expertise, and create a solution that truly addressed the needs and aspirations of our target audience.


Team mentorships

Being part of a larger team with diverse roles provided us with valuable opportunities for mutual learning and growth. Throughout the project, we implemented a "buddy" system, pairing team members with different areas of expertise. I had the privilege of being mentored by a senior visual designer, refining my skills in visual design, while I, in turn, mentored him in user research, giving him the chance to moderate interviews. This exchange not only strengthened our professional relationship but also expanded our skill sets and fostered a culture of continuous improvement within the team.


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Let's connect: