OOlubukola Akanbi ← Back to work
Mixed-Methods Research & Redesign · 2021

Designing pregnancy apps for utility.

Pregnancy apps support millions of women through one of life's most vulnerable seasons, yet many prioritize business goals over user needs through sign-up barriers, intrusive ads, opaque data practices, and fragmented experiences. As lead UX researcher, I conducted a mixed-methods study, gathering quantitative data from 59 pregnant women through an online survey and qualitative data through an online co-design case study involving four pregnant women and one gynecologist. The research explored women's perceptions of pregnancy app design, information credibility, utility, and the challenges they encounter when using these apps. These insights informed a redesigned experience centered on trust, usefulness, and a more holistic pregnancy journey.

9:41

Good morning

Amara

SECOND TRIMESTER

Week 24

Day 3 of 7

Your baby is about the size of an ear of corn

Conception60% thereDue date

Due date

Oct 12

Days to go

112

Weight

600 g

Today's tip

Your baby can now hear your voice. Talking and reading aloud helps build a bond.

Next appointment

View all
JUN 24

Glucose screening

Tue, 9:30 AM · Dr. Okafor

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Role

Lead UX researcher

Methods

Explanatory sequential mixed methods, co-design

Participants

59 survey · 4 women + 1 OB-GYN (co-design)

Year

2021

Context

An app for a high-stakes, emotional moment.

Pregnancy apps are often a first stop for reassurance — sometimes the main source of guidance when structured prenatal care is hard to reach. That makes them powerful, and it raises the bar for how they should treat the people who use them.

The market leaders are free, ad-supported, and owned by large media companies. Their revenue depends on attention and data, which sets up a quiet conflict: the user needs a calm, private, trustworthy companion, while the product is incentivised to capture, monetise, and retain. This case study examines where that conflict surfaces in the interface — and how design can resolve it without breaking the business.

Approach

Letting the data lead, then listening closely.

I used an explanatory sequential mixed-methods design: quantitative first to find the patterns, qualitative second to understand them — closing with co-design so women shaped the solutions, not just described the problems.

1

Online survey · 59 women

A structured survey measured how women use pregnancy apps and where they break down.

2

Co-design case study · 4 women + 1 OB-GYN

An online co-design case study with four pregnant women and one gynecologist unpacked the "why" behind the survey patterns.

3

Co-design sessions

Participants helped envision better solutions, grounding the redesign in lived experience.

4

Heuristic evaluation

I mapped recurring frustrations to Nielsen's usability heuristics to prioritise by severity.

The problem

The frustrations women told us about.

Across the survey and case studies, women described unexpected app behaviour, sign-up walls, slow loading, intrusive ads, incomplete tracking, and insufficient information. Mapped to Nielsen's usability heuristics, four issues stood out — rated below by severity.

9:41

Ad · Sponsored

Shop nursery deals — tap now

WEEK 24 · SECOND TRIMESTER

Your baby this week

Create an account to continue

Sign up to see this week's update. No guest access.

Email address
Sign up & continue

By continuing you agree partners may contact you.

2 3 1 4
Annotated before-state — markers map to the four issues below. Representative reconstruction for critique.
● High severity

Forced sign-up wall

Core week-by-week content is locked behind account creation, with no option to browse as a guest. The wall lands at the exact moment a user came for reassurance.

Heuristic: user control & freedom
● High severity

Opaque data sharing

Reporting describes sign-up passing a user's email to third-party advertisers, triggering immediate marketing spam — with no clear, upfront consent.

Heuristic: consent & transparency
● Moderate

Intrusive ad placement

Reviewers describe ads sitting inside the content flow with small close targets, making accidental taps and unwanted redirects easy — and losing their place.

Heuristic: error prevention
● High severity

No pregnancy-loss path

Users report being unable to proceed without logging a pregnancy status, with no graceful, supportive way to handle a loss. A usability gap becomes real harm.

Heuristic: emotional safety
The insight

No single app did the whole job.

The clearest pattern in the data: no single pregnancy app provided all the features women needed, so many juggled several apps at once to manage one pregnancy. And the friction within each app shared one root — the monetisation model winning over the user's need for a private, calm, trustworthy companion.

Women were stitching together a holistic pregnancy experience the apps refused to provide — while each app's business model showed through at their most vulnerable moment.

That reframing changed the brief. The goal wasn't to polish individual screens — it was to prove a pregnancy app could support a more holistic journey and stay viable while putting the user's wellbeing first. Each redesign below keeps a clear path to sign-up and retention, but removes the coercion.

The redesign

Four fixes, one principle each.

9:41

Welcome to Bloom

Your week-by-week pregnancy companion. Look around before you decide.

Continue as guest
Create an account

Sign up anytime to save your progress across devices.

Fix 01 — Access

Let people in before asking for anything.

A welcome screen leads with "Continue as guest," with account creation offered as an equal second choice. Users can experience the value first; sign-up is invited, never forced — and progress can be saved later.

Design principle

Earn the sign-up; don't demand it.

9:41

Create your account

Email

amara@email.com

Weekly tips & milestones

Helpful updates from us

Share email with partners

Off by default. We never sell your data.

Create account

Change these anytime in Settings.

Fix 02 — Consent

Make data sharing a clear, opt-in choice.

Marketing and data-sharing are separate, plainly-worded toggles — sharing off by default — with the reassurance "we never sell your data" placed right where the decision happens, not buried in fine print.

Design principle

Consent is a choice, not a checkbox you hide.

9:41

WEEK 24 · SECOND TRIMESTER

Week 24

About the size of an ear of corn

Today's tip

Your baby can hear your voice now. Try reading aloud.

No ads. Calm by design.
Fix 03 — Focus

Give the content room to breathe.

The home screen drops in-flow advertising for a calm, single-focus week tracker. The model shifts toward an honest premium tier rather than renting the user's attention to advertisers mid-task.

Design principle

Calm is a feature, not an upsell.

9:41

Update your journey

Whatever's happening, we'll meet you where you are. Take your time.

Continue my pregnancy
I experienced a loss

We're so sorry. There's no rush and nothing you have to log. We'll pause reminders and remove the countdown.

See support Pause app
Pause for now
Fix 04 — Care

Meet the hardest moment with dignity.

Updating a journey offers a clear "I experienced a loss" path that never demands a status log, never says "congratulations," and leads with an apology, an offer of support, and a way to pause the app entirely.

Design principle

Design for the worst day, not just the happy path.

Outcome & reflection

What the redesign changes.

Grounded in the study, each change protects the user while keeping a realistic path to revenue and retention — and points toward the bigger recommendation: a more holistic pregnancy experience, supported by integrating these apps into clinical care.

Lower barrier to first value

Guest access removes the wall without removing the sign-up path.

Consent users can trust

Honest, opt-in defaults reduce the risk of unwanted data sharing.

Fewer accidental taps

An ad-free flow eliminates the mis-tap and redirect frustration.

Care at the hardest moment

A loss-aware flow turns a harmful gap into a moment of support.

The bigger recommendation

Beyond individual fixes, the study points to two shifts: pregnancy apps should support a more holistic pregnancy experience rather than forcing women to juggle several, and health apps should be integrated into gynecological practice — improving maternal health outcomes and patients' adherence to their care plans. The natural next step is moderated usability testing and a diary study to validate the redesigned flows with women who have used these apps, including those who experienced a loss.

Sources informing the audit

  1. App User — reporting on a pregnancy app sharing sign-up email with third-party advertisers (2024).
  2. Mozilla Foundation, *Privacy Not Included* — review of the What to Expect pregnancy tracker's data practices (2022).
  3. Google Play store reviews — user reports of intrusive ad pop-ups and accidental redirects on a major pregnancy app.
  4. Google Play / app-store reviews — user reports of forced status logging and lack of pregnancy-loss support.