Product Designer
UX Researcher
Oct 2020 - Dec 2020
The For You page algorithm shows related content based on your likes, but it can get too specific, limiting exploration of other TikTok trends and communities. I explored solutions for a more customized experience, proposing an "Explore" feature to personalize the For You page.
While hypothetical, TikTok later implemented similar features, validating my research, design thinking, and solution.
TikTok's algorithm can lead to echo chambers and rabbit holes, against users wishes.
Business Goal
Increase user retention by showing content that aligns with user's preferences while still allowing users to explore new content.
Solution
Design an "Explore" feature that allows for direct user-controlled customization of content on the For You page.
The TikTok algorithm is scary. I liked ONE video about Draco Malfoy, and then my entire For You page feed became #DracoTok.
I was stuck on that "side" of TikTok for a long time and felt frustrated trying to discover other types of content.
This is the journey map I created after interviewing TikTok users.
I conducted interviews to understand if others faced similar issues. I focused on how users find desired content types, explore trends, and their actions for liked/disliked content.
I was able to identify 4 main trends of a user's TikTok experience:
The "Explore" feature is a feed with no algorithm, showing content outside the user's known preferences (since it has no input on preferences).
However, when users "like" a TikTok they find using Explore, it adds that data to the For You algorithm. This allows the For You page to suggest more relevant TikToks based on these newly discovered interests, helping users uncover content they may have never seen on their For You page.
Cons
Keeping consistent with the current visual design, I chose this basic flow for navigating to and from "Explore".
Taking inspiration from saving a post on Instagram, I added this animation to show a TikTok being added into the For You page's algorithm.
Keeping consistent with the current visual design on onboarding, I chose replicated the hand movements and gestures for navigating to "Explore".
The "Explore" feature is a simple and elegant way to give people control over what they choose to show up on their For You page, allowing them to crawl out of TikTok rabbit holes.
These screenshots are from 2023, and I believe they validate a lot of my solutions and insights in late 2020.
Refreshing the FYP shows users can get stuck with feeds they don't enjoy. It's similar to the Explore feed but loses a feed that partially knew your interests. Relearning preferences takes time, so not everyone will want to restart the process.
STEM feed
The STEM feed focuses on STEM content, aligning with the idea of exploring TikToks you might not otherwise see on their For You page alone.
Visual design
The STEM feed design matches the visual design I chose for the "Explore" feature, demonstrating my design intuition and expertise.