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Does Physical Context Predict How Deep Users Go in a Mobile App?

The deeper users go into an app, the more likely they are to be physically still. Our analysis suggests that attention, engagement and conversion aren't just driven by intent - they're influenced by real-world context too.
Cecilie Auersperg
June 16, 2026

Introduction

There's a pattern in how users move through mobile apps that most product analytics miss entirely. Not because it's hidden - because the dimension it lives in isn't being measured.

It goes like this: the further a user gets into your app, the more likely they are to be physically still. 

The finding

We looked at how context shifts as users move from entry actions to deeper engagement. The entry action - search, browse, open - happens across all contexts roughly equally. Users on the subway search. Users walking search. Users in bed search. Search is universal.

What happens next is not.

Users in rest contexts - bed, couch, table - are 46% more likely to reach a detail view after searching than users who are walking or in transit. By the time someone reaches that deeper page, the share of users in a rest context has climbed from 22.9% to 35.9% - a 13 percentage point jump.

The implication: depth is not just a function of intent. It's a function of physical state.

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Why this makes sense

A user mid-commute has fragmented attention. They're navigating, monitoring their surroundings, half-watching for their stop. They can open your app. They can start a search. But the cognitive overhead of going deeper - reading carefully, comparing options, making a decision - competes with everything else their body is doing.

A user on the couch has cleared that overhead. The physical stillness isn't incidental. It's what makes depth possible.

This means two things that most product teams aren't accounting for.

First, your conversion funnel has a hidden variable. The drop-off between search and detail view isn't only about your UX or your content quality. Some portion of it is users in contexts where going deeper was never physically likely. They weren't lost. They were mid-commute.

Second, the users who reach your deepest, highest-intent screens are disproportionately in rest contexts when they get there. Which means those screens are appearing to users who have attention, time, and reduced physical distraction. That's the moment to invest in. A rich detail page, a well-timed offer, a conversion prompt - these land differently when the person reading them is sitting still.

What this changes

The industry default is to treat all sessions as roughly equivalent and optimize the product experience uniformly. Same detail page for the user on the subway and the user on the couch. Same conversion prompt regardless of physical state.

The data suggests these are not the same moment and shouldn't be treated as one.

Context predicts not just whether a user engages - but how deep they'll go. That's a different kind of signal than anything currently living in your funnel analytics. And it's been sitting in the device sensors, unread, the whole time.

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