Is mobile really where job applications happen? Our data says: maybe not (yet)

There’s a common assumption that job applications are “mobile-first” now.
Before moving into building a mobile app, we wanted to test that assumption with data rather than rely on intuition..

First, we looked at real usage.
In our GA4 data, mobile accounts for ~22% of active users.
But desktop dominates engagement and core actions, longer sessions, more events, and more consistent usage over time.

Then we looked at market-level intent.
Using Google Ads Keyword Planner forecasts with action-oriented, non-branded queries (e.g. “apply for jobs online”, “job application form”), we checked how clicks are distributed by device.
Desktop again made up the majority of predicted clicks, with mobile playing a secondary role.

Taken together, this suggests something interesting:

Mobile seems great for discovery and quick checks.
But when it comes to actually applying, filling forms, reviewing details, completing steps, behavior still clusters around a desktop, work-context flow.

We’re not concluding “don’t build mobile.”
We’re questioning when deep mobile investment actually moves activation, versus when a focused, low-friction desktop experience matters more.

What signal convinced you that mobile was worth building deeply, not just sticking with web?