Fast-paced, low-paid

What fifty-five million listings said

JobLeads analyzed 55,094,395 active US job listings from the first quarter of 2026, checked each one against curated lists of clichés and vague promises, then matched that language against the pay attached to the ad. Salary data covered roughly 52.4 million of them.

The pattern held all the way down. Listings with none of the flagged language carried a median salary of $69,860. Listings that tripped one cliché category fell to $61,638. Two categories, $60,000. Three, $57,600.

That is a spread of $12,260 a year, about 18 percent, between the plainest listings and the ones working hardest to sound thrilling.

The most common phrase in American hiring

“Fast-paced” appears in more than 2.2 million listings, roughly 4 percent of everything posted that quarter, and it accounts for about 70 percent of every cliché-flagged ad in the study. “Proactive” trails at 0.82 percent. “Self-motivated” at 0.58 percent.

Below those sit the words that try hardest. “Champion” turned up in 50,188 ads. “Rockstar” in 1,589. “Guru” in 1,528. “Ninja” in 623.

The habit is not spread evenly. Sales postings used this language most, at 12 percent, followed by marketing and media and by management and operations, both at 8 percent. Health care used it least, at 3.8 percent.

The ads that draw the most pay the least

Here the study complicates itself, and the complication is the part worth sitting with. Buzzword-heavy ads did not repel candidates. They drew slightly more, a 4.13 percent engagement rate against 3.94 percent for the clean ones.

So the listings that pay less attract marginally more people. Enthusiasm reads as energy. Energy reads as opportunity. The signal points the wrong way, and it points that way for everyone reading without 55 million ads of context behind them.

None of this means the words cause the pay. A company does not underpay because it wrote “fast-paced.” But the language and the offer travel together often enough to be worth noticing, and a person reading one posting has no way to see the pattern it sits inside.

What the words are really doing

Job posting language is not decoration. A posting is the first thing a company says to a stranger, and it sets the terms of the conversation before either side has spoken.

When an ad reaches for “rockstar” instead of a number, it is asking to be met with enthusiasm while saying as little as possible about what it offers in return. That is a choice about who carries the uncertainty, and it usually lands on the candidate.

This is why CoBlack does not leave people to decode postings one at a time. Auto Search sources from validated employer career pages and ATS feeds. Auto Match reads a role against a person's Career Capability Map and says plainly why it fits. The work of reading between the lines should not belong to the job seeker.

A job posting is worth reading for what it says. It is worth reading more carefully for what it is working not to.