Could privacy tools be hurting your job application?

Many companies are dealing with fake candidates and AI-generated applications by adding fraud checks into hiring. That creates a quieter issue. Some of these checks may be working against people who are just trying to protect their privacy.

These systems look beyond your resume. They check whether your IP location matches where you say you are, whether you show up from the same network over time, and whether your online presence lines up with your application. They also look at details like the kind of phone number you use, when your emails come through, and whether that stays consistent across steps.

A lot of normal behavior can get caught up in this. People use VPNs on public WiFi, iPhone users have Private Relay turned on by default, some rely on Google Voice instead of sharing a personal number, and privacy-focused browsers limit tracking. None of that is unusual. It is basic caution online.

Those same choices can overlap with patterns these systems are meant to catch, like masked locations or nontraditional phone numbers. Most of the time, one signal is not enough to filter someone out. Instead, the system may flag the profile or lower its confidence. In a busy pipeline, that can be enough for a recruiter to move on without realizing why.

The bigger issue is that none of this is visible. Candidates are not told these checks are happening, and vendors do not explain how they weigh different factors. There is no clear way to tell whether using a VPN or a relay service actually changes how an application is handled.

Companies spend time auditing for bias tied to protected groups. I have not seen the same attention given to how privacy choices are treated.

Candidates deserve to know when these systems are running. Today, most have no clear way to tell.

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First published on Substack.