Dynamic Interface Design for Enhanced Personalization by Nimisha DasDynamic Interface Design for Enhanced Personalization by Nimisha Das

Dynamic Interface Design for Enhanced Personalization

Nimisha Das

Nimisha Das

Beyond A/B testing: dynamic interfaces for a more personalized experience

3 min read
·
Dec 16, 2024
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For decades, we have used A/B testing to determine the best way to display information on the screen, place important CTAs, and convey the best messaging.
For two test versions of a screen, say the task completion rate for
Version A is 95%
Version B is 5%
One would go with version A, or try to qualitatively understand the needs of the other 5%, if important and try to incorporate them into the interface. What if the other group was a group of left-handed people? Will one interface always do justice to all, and if needed to trade off, what will a smart designer choose? 😵‍💫
Now, what if AI can predict the usage and dynamically switch interfaces?

Dynamic YouTube Nav Bar for content creators, researchers and my granny.

My granny(binge-watcher): She is just here for content, she wants all types of content and she wants it all day, the trending button makes her binge more fun.
Content creator: Apart from a quick create button, the content dashboard will make more sense than a subscription.
Someone who is here to research a specific topic: Quick access to her saved videos will…
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Posted Jan 3, 2026

Developed dynamic interfaces for personalized user experience.