Team

TikTok Design, Global Community Product

Role

Product design intern

Collaborators

1 Product Manager

1 Content Designer

1 Front-End Engineer

1 Data Analyst

Timeline

1 week

My Contribution

As for my first project during the internship, I quickly ramp up on the context of Lemon9 and SEO as well as design and collaboration workflow. Within a tight timeline, I delivered high standard design solutions in one week.


In the process, I contributed data-driven insights to the product team, and proposed experiment group set up for the A/B testing. Collaborating closely with PM and DA, I analyzed testing results in depth, and provided roadmap for future optimization.

1 week

agile iteration

+2.3%

DNU conversion

end-to-end

design ownership

ABOUT SEO POSTS

Driving organic user growth at a low cost

SEO post websites provide users with gated experience and guide them to download the APP for more. Users discover Lemon8 contents on search engines, and continue to view more through downloading Lemon8 APP. As Lemon8 is at the critical stage of rapid user growth, SEO can drive sustainable, organic DNU growth at a low cost while also enhancing brand visibility and long-term advertising value.

CHALLENGE

Desipte traffic growth, video posts' new user conversion tends to decline

After Google's algorithm adjustment and Lemons' traffic optimization projects in early July, mobile traffic for video posts continued to rise.


However, Daily New User (DNU) conversion rate for video posts was lower than article pages and continued to decline, requiring urgent optimization.

Compared to photo posts, Videos have lower first-screen efficiency. The video frame takes a larger space, thus it requires active scrolling to learn about captions.


This led to lower exposure of core acquisition modules, which could then led to lower conversion.

Photo Posts

Video Posts

LEARN FROM PAST EXPERIMENTS

TikTok boosted DNU acquisition by downplaying the comments section

TikTok Landing Page

Key Action: Compress video frame height, remove related search results and comment section.

Results: Removing the comments module increased overall DNU conversion by ▇▇▇▇.

➡️

TikTok SEO Page

Key Action: Collapse the comments module to the interaction button; clicking it displays a floating layer.

Results: Global DC DNU + ▇▇▇, DAU revenue + ▇▇▇.

before

after

DATA ANALYSIS

Unmatched visual emphasis and module importance

I offered to analyze conversion rates of each consumption block module, grounding design with data, and found modules with much less contribution (e.g. Logo, author, and engage bar) occupy the top areas and have higher exposure. This dilutes exposure to more important acquisition positions like "related posts".

Meanwhile, comments section in photo posts contribute higher compared to video posts, while media area in video posts contribute a lot more than that in photo posts.

Ranking for DNU contribution:


Photo: related posts > read more >> photo area >> comment >> engage > profile > logo

Video: related posts > video area ≈ read more >> comment > engage > profile > logo

🤔

How to re-allocate visual emphasis to increase exposure of modules with higher DNU contribution, thus bringing DNU growth?

SUCCESS METRICS

Core Metrics

  • Video posts' increase in DNU acquisition by Daily Count

  • Photo posts' increase in DNU acquisition by Daily Count

  • Overall DNU acquisition efficiency

Monitoring Metrics

  • Consumption metrics for the acquired new users

  • User retention by 7 / 30 days

  • Duration users stay on SEO posts

VIDEO POSTS DESIGN SOLUTION

For video posts: Compress engage & author, comments, and captions

As video posts require a more urgent optimization, I focused on the design opportunities for video posts first. Based on the researches, I proposed the following directions to the team:

Although in the initial discussions, PM inclined toward exploring A & B only, I proposed C, which could display "related posts" section without requiring any scrolling of the user and thus increase its exposure most aggressively. Due to limited traffic of SEO, we could not include too many experiment groups, and decided to explore D in future iterations.

I proposed the A/B testing set-up as follows:

… and delivered clear and detailed UI adaption for engineers:

Comments panel for V2

Captions for V3

PHOTO POSTS DESIGN SOLUTION

Compress comments to increase exposure for "related posts"

As the comments section contributed more for article posts compared to video posts, we took more cautious steps in designing the experiment groups:

A/B Testing Insights

In the A/B test, we observed the best results in v2 of photo posts and v3 of video posts, and proceeded with these design options.

We took a deeper look at the performance of V3 for video posts. The greater loss in "read more" module likely attributed to the blank space in video frame. Due to limitations in experiment group number, we kept the video adaption rule unchanged, which compromised the caption reading experience in V3.

The increased user acquisition in media area, which we had not anticipated, suggested that aligning the video area layout more closely with the standard immersive video feed contributed to the observed improvements. Given this, improving the video viewing experience could be a promising direction for further iterations.

FUTURE ITERATION

Based on analysis on the A/B testing results, I proposed future iteration directions for video posts.

TAKEAWAY

Product designer as a strategic partner

In this project, our PM reached out to me with a detailed PRD including rather specific design solutions. Instead of just following the given path and doing the visual work, I complemented the research insights with a data-driven approach from a designer's perspective, which in the end allowed us to arrive at a better plan. This reinforced my belief that product designers' irreplaceable value lies in actively shaping strategy rather than passively executing it.