An image of an iPhone screen on a mint green background, showing the combined sort/filter button and static map preview for this project.
An image of an iPhone screen on a mint green background, showing the combined sort/filter button and static map preview for this project.

Map/Sort/Filter Optimization

Map/Sort/Filter Optimization

Map/Sort/Filter Optimization

Enhanced visibility of important functions for over 95% of T-Mobile users, driving a 1.7% inrease in conversion and a 1.15% lift in margin.

Enhanced visibility of important functions for over 95% of T-Mobile users, driving a 1.7% inrease in conversion and a 1.15% lift in margin.

Enhanced visibility of important functions for over 95% of T-Mobile users, driving a 1.7% inrease in conversion and a 1.15% lift in margin.

Enhanced visibility of important functions for over 95% of T-Mobile users, driving a 1.7% inrease in conversion and a 1.15% lift in margin.

Role

Lead Designer

Lead

Designer

Status

Shipped

Year

2023

Project overview

Project overview

Project overview

I redesigned the way users access sort, map and filtering functions across Rocket Travel sites. Rocket Travel by Agoda is an online travel agency specializing in building customized white label booking platforms for its many enterprise-level partners and their customers. The goal was to make these functions more obvious, thus making it easier for users to access them from anywhere when they were browsing hotel options.

An image showing a black and white characterized illustration of Lia with her hand on her chin, thinking.
An image showing a black and white characterized illustration of Lia with her hand on her chin, thinking.
An image showing a black and white characterized illustration of Lia with her hand on her chin, thinking.

Problem

During user testing, we realized mobile users were overlooking or having difficulty finding the sort/map/filtering functionalities on the search results page; these functions only existed at the top, so they got lost once someone started scrolling. This was especially bad for our white label partners with primarily mobile customers.

Solution

After observing other sites and assessing user feedback, my team and I collaborated to implement a multi-functional sticky widget at the bottom of the screen so the functions were readily accessible when scrolling. I also elected to change the simple Map button at the top of the page for a static image preview that was a lot more conspicuous.

Scrum Team

1 Product Owner, a small group of developers, 1 designer for occasional support, 1 Design mentor

Process

Discovery, User Research, UX Design, Visual Design, Prototyping, A/B Testing, Dev Hand-off

Impact

📈 1.7% increase in conversion
📈 1.15% lift in Total True Margin

Duration

2023

These changes were especially significant for one of our largest partners, T-Mobile, where over 95% of their customers were mobile users. We saw a 1.7% increase in conversion along with a 1.15% lift in Total True Margin per session. 🙌🏽

Discovery

Discovery

Discovery

On the search results page, the map and filter buttons sat under the search bar at the top, but easily got lost once the user started scrolling. Additionally, sorting was embedded into filtering, so it wasn’t the easiest to find. 

Poor visiblity & accessibility 🙈

Sort, map and filtering functions lost on mobile

A screenshot of the previous sort/map/filter mobile experience with annotations.
A screenshot of the previous sort/map/filter mobile experience with annotations.
A screenshot of the previous sort/map/filter mobile experience with annotations.

Discovery & Analysis

I wanted to take a look at how online travel competitors and different brands incorporated sorting, maps and filtering into their mobile experiences to identify common design patterns and see how they solved for easy access of these functions.

Various compiled screenshots of how other competitors solve for sort, map and filtering on mobile devices.
Various compiled screenshots of how other competitors solve for sort, map and filtering on mobile devices.
Various compiled screenshots of how other competitors solve for sort, map and filtering on mobile devices.

User research

User research

User research

Surveys

In order to design a better experience, I also needed to understand how our users prioritized and utilized these functionalities when they searched for hotels. With the help of our Senior Researcher, I sent out a survey to our Rocket Insiders, an exclusive group of our own customers, 96 of who responded. I got some interesting responses from our participants, and these insights helped me identify how much these functionalities are valued, why and how often they're used based on priority.

A screenshot of notes gathered from the survey results.
A screenshot of notes gathered from the survey results.
A screenshot of notes gathered from the survey results.

*Complete survey synthesis linked here

Results & Insights

Here are responses from some of our most loyal customers:

A screenshot of notes gathered from the survey results.
A screenshot of notes gathered from the survey results.
A screenshot of notes gathered from the survey results.
An image showing a black and white illustration of a pen and clipboard.
An image showing a black and white illustration of a pen and clipboard.
An image showing a black and white illustration of a pen and clipboard.
66%
66%
66%

of users relied heavily on sorting than any other function

of users relied heavily on sorting than any other function

of users relied heavily on sorting than any other function

59%
59%
59%

of users always used the maps function compared to those that only did sometimes or not at all

of users always used the maps function compared to those that only did sometimes or not at all

of users always used the maps function compared to those that only did sometimes or not at all

57%
57%
57%

of users always filtered compared to those that only did sometimes or not at all

of users always filtered compared to those that only did sometimes or not at all

of users always filtered compared to those that only did sometimes or not at all

24%
24%
24%

of users utilized a combination of 2-3 of these functions when searching for hotels

of users utilized a combination of 2-3 of these functions when searching for hotels

of users utilized a combination of 2-3 of these functions when searching for hotels

  • What can be improved here?

  • Sort/Filter

    ✏️ make the sort feature more obvious (currently hard to find)

    ✏️ make sort and filter functions easily accessible from anywhere on the page while scrolling

    Map

    ✏️ emphasize the map (it’s easily missed in current UX)

    ✏️ make the map easily accessible from anywhere on the page while scrolling

These findings indicated what our users wanted and I was able to easily get buy-in from my team.

Design treatments

Design treatments

Design treatments

After looking at online OTAs and food delivery experiences, I tried a few different approaches taken from similar patterns I observed. Based on survey responses, I wanted to make sure I was considering what users were most familiar with.

Sort, Map & Filtering

3 different design treatments of how the sort, map and filtering functions could look on mobile above the fold.
3 different design treatments of how the sort, map and filtering functions could look on mobile above the fold.
3 different design treatments of how the sort, map and filtering functions could look on mobile above the fold.

Accessibility on Scroll

3 different design treatments of how the sort, map and filtering functions could be easily accessed on mobile while scrolling.
3 different design treatments of how the sort, map and filtering functions could be easily accessed on mobile while scrolling.
3 different design treatments of how the sort, map and filtering functions could be easily accessed on mobile while scrolling.

Final Designs

After multiple rounds of internal review and combining different ideas together, we opted for this design iteration:

An image of final mobile designs showing a combined sort and filter button, a static map preview, and a sticky widget with all functions on scroll.
An image of final mobile designs showing a combined sort and filter button, a static map preview, and a sticky widget with all functions on scroll.
An image of final mobile designs showing a combined sort and filter button, a static map preview, and a sticky widget with all functions on scroll.

User validation

User validation

User validation

Testing

In the QA phase of these new improvements, we performed a smoke test to make sure there were no critical issues with the fundamental features. Afterwards, we felt confident in conducting an A/B test against the control. The new variant won.

An image of the previous experience used to test against the new variant.
An image of the previous experience used to test against the new variant.
An image of the previous experience used to test against the new variant.

Results

The results of our test were promising…but a bit skewed. This was a purely mobile experience, primarily meant for our T-Mobile customers. Due to unforeseen technicalities, our experiment was set up to record desktop sessions as well. Desktop performed poorly of course, but the numbers we tracked for mobile weren’t the most accurate or significant, even if they were positive.

An image of a black and white illustration of a bar graph with an arrow going upwards.
An image of a black and white illustration of a bar graph with an arrow going upwards.
In image of a chart showing T-Mobile's results for the A/B test between the control and the variant, with the variant lifting conversion by 1.7% and an increase in 1.15% in Total True Margin per session.
In image of a chart showing T-Mobile's results for the A/B test between the control and the variant, with the variant lifting conversion by 1.7% and an increase in 1.15% in Total True Margin per session.
In image of a chart showing T-Mobile's results for the A/B test between the control and the variant, with the variant lifting conversion by 1.7% and an increase in 1.15% in Total True Margin per session.

Final shipped experience

Final shipped experience

Final shipped experience

The intent was to make these functions more obvious and accessible, enabling users to find their desired hotels much faster. We strongly felt that the newer designs provided a much better UX, regardless of the skewed results. Therefore, we proceeded with launching the variant as the default experience on our site and across our white label partners like American Airlines, Flying Blue, Emirates and many others.


Minor tweak: Map CTA was changed from Map View to Show on map, and icon was removed.






Pictured: live on aadvantagehotels.com

Outcomes

Outcomes

Outcomes

The combined sort/filter button, static map preview and sticky widget were successfully implemented on mobile across all partner sites, garnering the most significant conversion and margin from T-Mobile customers.

Key takeaways

Key takeaways

Key takeaways

Solving for this allowed me to dive deeper into user behaviors and preferences around our booking platform while also utilizing design patterns that are both common and familiar. I was very surprised by the different ways users use these functions, particularly sorting, and it made me realize we should opt to make it more prominent.


At one point during exploration, I’d proposed a conversation around a more straightforward sort function that wasn’t combined with filtering. This function could live on the search results page, but this proved to be way out of scope, so we focused more on a solution that was low-lift, high impact, resulting in a combined sort/filter button with fewer support tickets.


However, my PO and I agreed to revisit future iterations where sorting lived separately on the search results page, allowing users to interact with it there rather than in the filters modal.