There’s a moment in almost every hiring cycle where the numbers stop making sense.
The posting went up. Traffic looks fine. Applications are coming in. And yet the people you actually wanted, the ones who’d change the shape of the team, never show up in the pipeline.
Most job descriptions are written for the company that publishes them, not the person reading them, and the best applicants can smell that in about four seconds.
This article covers why that happens, what it costs, and what the teams pulling in better-than-average candidates are doing that most hiring teams still aren’t.
The Shortcomings of Traditional Job Descriptions
Before getting into fixes, it’s worth being honest about what the standard format actually does to a reader. Two things kill most postings: how they’re read, and who they’re written for.
People scan
Nobody reads a job posting word for word.
Decades of usability research back this up: people skim web pages for meaning and decide fast whether to stay. A posting structured as five paragraphs of company history followed by a nineteen-bullet responsibilities block is built for a reader who doesn’t exist.
So the “why this role matters” line, usually the only line that could actually hook someone, sits buried under buzzwords, and the candidate is gone before they reach it.
The language points inward
The second problem is direction. Most descriptions describe what the company needs right now.
Almost none describe what the candidate becomes if they take the job. Internal jargon, acronyms, process notes that only make sense if you already work there. It reads like a checklist because it usually started as one.
Conrad Wang, Managing Director of EnableU, an Australian provider of aged care and disability support services, has hired across roles where the gap between the posting and the actual work is often widest.
He says, “In care work, the job description is the first honesty test. If a listing hides the hard parts of the role or dresses everything in corporate language, the people we most want to hire read that as a warning. The candidates who stay longest are the ones who saw the real job on paper and applied anyway. Clarity filters better than any screening call we run.”
Wording itself carries weight too. Gender-coded language measurably shapes who applies.
And on transparency, Appcast’s benchmark reports, built on millions of postings, consistently show salary ranges lifting applicant interest and view-to-apply conversion.
None of this means job descriptions are dead. It means the format most teams inherited was never built for how people evaluate work now.
Why Great Candidates Ignore Job Descriptions
High performers don’t spend energy proving they can do the basics. They’re pattern-matching for three things: fit, impact, and a path, and they do it fast. When a posting answers none of the three, moving on costs them nothing.
A few failure modes come up over and over:
- The requirements don’t match how the role actually works. A senior engineer who leads systems design isn’t going to get excited by a checklist that reads junior. An outcomes-driven marketer won’t rally around a tactics dump with no mention of what any of it moves.
- There’s no manager signal. Candidates try to hear the team’s voice in the description. How decisions get made, what the manager values, what a normal week looks like. Silence on all of it gets read as a red flag, because silence usually is one.
- The role could be anything. If the ad could describe three different jobs at five different companies, nobody sticks around to guess which version is true.
Ryan Beattie, Director of Business Development at UK SARMs, a UK-based supplier in the performance research supplement space, sees the same dynamic from a niche-industry angle.
He says, “We operate in a category where trust is everything, and that starts before anyone applies. When we wrote our listings the way everyone else did, we got applicants who could have been applying anywhere.
Once we started spelling out exactly what the work involves and where it leads, the volume dropped, but the quality jumped. Vague postings attract vague candidates.”
Ambiguity actively selects for the people with the fewest options, because they’re the only ones willing to gamble on it.
What Leading Employers Do Differently
The companies pulling more than their share of strong candidates share one habit: they write to a person, not a position. Everything else flows from that. Below are the patterns that show up consistently, roughly in order of how much they move the needle.
They answer “what’s in it for my growth” first
Not perks. Growth. The best postings say why the role exists, what success looks like at six and twelve months, and pair responsibilities with outcomes: own X to achieve Y by Z, so a candidate can visualize the impact before they’ve written a word of a cover letter.
They’re transparent, especially on pay
Love the pay transparency debate or hate it, candidates reward clarity. Buffer took it further than almost anyone with a fully public salary formula, and it works as a self-selection tool as much as a values statement.
They show culture instead of claiming it
“Great culture” as a phrase means nothing. Artifacts mean everything.
HubSpot’s Culture Code gives candidates a feel for values in motion. GitLab publishes its entire handbook and job family pages, spelling out career paths, expectations, and how a fully remote company actually runs day to day.
A candidate who reads that level of detail doesn’t stay curious. They convert or self-select out, and both outcomes save you time.
Gregor Emmian, Deputy Chief Digital Growth Officer at Rise, a fintech platform focused on digital trading and investment tools, frames it as a funnel problem rather than a writing problem.
He says, “We treat a job listing the way we treat any acquisition asset. It has a conversion job to do, and the audience is sophisticated.
Fintech candidates are comparing us against every other growth-stage company in their inbox, so the listing has to show real trajectory, real numbers where we can share them, and a reason this seat matters. Anything generic gets scrolled past, and rightly so.”
They tell a story, not a spec
A day-in-the-life. The manager’s actual style. A recent win, or better, a recent problem the new hire will inherit. It reads like a real job because it is one.
Practical Steps for Employers
You don’t need a rebrand or a six-month project. You need a repeatable loop. Treat every posting like a living document you test and tune, the same way a marketer treats a landing page.
Start with the people already doing the job
Interview three to five top performers in or near the role. What drew them in, what surprised them, what keeps them. Pull their actual phrases into the posting and resist the urge to polish the life out of them.
This works in any category: a production team turning around custom hoodies on tight deadlines will describe their work in language no HR template would ever produce, and that specificity is exactly what makes a listing feel real to the next person who’ll do that work.
Map every responsibility to an outcome
For each key responsibility, add the outcome it supports and the metric it touches. Include a 30/60/90-day snapshot.
Then show the path: two or three real examples of where people in this role went next, lateral and upward, with a link to your leveling guide if one exists.
Turn up transparency and cut hidden barriers
- Publish the salary range and location specifics. If the range depends on level, say so.
- Outline the interview steps and timeline in a sentence or two.
- Separate must-haves from nice-to-haves, and keep the must-haves short.
- Kill internal jargon. Write in second person.
- Scan for gender-coded and exclusionary wording, both flag biased phrasing and readability problems. Set a maximum reading grade and hold the line.
Measure like a marketer
Track applies, qualified applies, and time-to-fill by posting variant. A/B test titles, opening paragraphs, and salary transparency where it’s legal to do so.
Keep a changelog. Most teams never do this last step, which is exactly why the teams that do keep winning the same candidates over and over.
The Bottom Line
Great candidates aren’t ignoring you. They’re ignoring postings that ask for everything and reveal nothing.
The fix compounds fast. One tighter opening paragraph. One outcome attached to every responsibility. One link to a real culture artifact instead of a claim about culture.
The transparency data is already there if you want it, but most of the gains come from a simpler shift: writing the posting for the person you want, not the process you have.
If you’re looking for more practical guidance on improving job descriptions, employer branding, and recruiting strategy, Ongig is a valuable resource.
Their research and hiring best practices can help you create job postings that attract stronger candidates while making your hiring process more transparent and candidate-friendly
