The label experiment: we removed seniority from every CV

The idea that started over coffee

It started with a simple question I could not stop thinking about: what if the labels on a CV are doing more harm than good? I have been in IT staffing long enough to see how the word "senior" on a resume changes everything. Clients read it and immediately form expectations. They see "junior" and the CV goes to the bottom of the pile. The actual skills, the projects, the problem-solving ability? Those become secondary to a single word.

So we decided to run an experiment. For three months, every CV that left InitLabs had its seniority labels stripped. No junior. No medior. No senior. No lead. Just the person, their skills, and their track record.

How we structured the experiment

We selected 40 active candidates across different technology stacks. Half went through our normal process with labels intact. The other half had all seniority indicators removed from their profiles. We kept everything else identical: skill descriptions, project histories, technology lists, even the formatting.

We tracked three things: how many candidates got invited to interviews, how long interviews lasted, and what hiring managers said about candidate quality. We also asked hiring managers to rate candidates before and after revealing their actual experience levels.

The rules were strict. Nobody at InitLabs could hint at experience levels during intake calls. If a client asked "how senior is this person?" we redirected them to the skills overview and project history. It was uncomfortable at first. We were breaking one of the most fundamental assumptions in our industry.

The results surprised everyone, including us

Interview rates for the label-free group went up by 23%. That alone was striking. But the real surprise was in the quality scores. Hiring managers rated the label-free candidates as more "relevant" on average, even though the candidates themselves were no different. The label was literally changing how people read the same information.

Here is what else we found:

• Bias dropped measurably. Candidates with 3-5 years of experience, who would normally be labeled "medior" and filtered out of senior searches, got interviews they never would have gotten.
• Interview conversations changed. Without a label to anchor on, hiring managers asked better questions. They focused on "tell me about a complex problem you solved" instead of "so you have 8 years of experience?"
• Time-to-hire shortened. The average time from CV submission to offer dropped by 11 days. Fewer assumptions meant fewer mismatches, which meant fewer rounds of "send me someone more senior."
• Two candidates were hired who would have been filtered out. Both had non-traditional backgrounds. Both are still thriving in their roles.

What the hiring managers told us

After the experiment, we sat down with every hiring manager involved and shared what we had done. Most were surprised. A few were annoyed that we had "withheld information." But when we showed them the data, the reaction was almost universal: "I had no idea I was filtering that aggressively."

One CTO told me: "I always thought I hired based on skills. Now I realize I was using the label as a shortcut to avoid actually reading the CV." That is not a character flaw. That is human nature. Labels exist because they save cognitive effort. But in hiring, that shortcut has real costs.

What we changed permanently

The experiment ended, but the approach stayed. At InitLabs, we no longer lead with seniority labels. Our candidate profiles focus on what someone can actually do: their technical skills, their project complexity, their communication style, their growth trajectory. If a client specifically asks for experience context, we provide it, but it is never the headline.

This is not about hiding information. It is about presenting it in the right order. Skills first, context second. Proof over paper. The label experiment proved what we suspected all along: the labels are not helping anyone make better decisions. They are just making faster, worse ones.

If you are a hiring manager reading this, I challenge you to try it. Take the next five CVs you receive and cover up the title and years of experience. Read the skills and project descriptions first. See if your shortlist changes. I bet it will.