How to Write a Job Description That Attracts Top Talent
Most job descriptions today are not written. They are generated. Someone types "write a job description for a marketing manager" into an AI tool, copies the output, and posts it. The result is technically fine and completely forgettable. When every company uses the same tools with the same prompts, every posting starts to sound identical. The opportunity now is not writing one faster. It is writing one that sounds like a real organisation that knows exactly who it needs.
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Most job postings now sound the same, and candidates have noticed
LinkedIn research found that postings with more than 10 listed requirements receive significantly fewer applications, especially from women and candidates from underrepresented backgrounds, who are less likely to apply unless they meet every criterion. AI has made this worse, not better: it pads descriptions with generic requirements and corporate filler by default. From Karachi to Manila to Buenos Aires, the strongest candidates now skim past the sameness, looking for the one posting that says something real.
Let AI draft it. Never let AI finish it.
AI is genuinely useful for getting past the blank page. The mistake is treating its output as done. AI does not know your team is three people covering the work of six, or that the last person left over one specific frustration you are determined to fix. Post exactly what it gives you, and you have posted a generic role at a generic company. Edit aggressively. The AI writes the scaffold; you supply the truth.
→ If you can tell a job description was written by AI, so can every candidate reading it.
Lead with impact, and cut the laundry list
Open with what this person will actually achieve, not company boilerplate or a list of duties. What problem are they solving? What will be different in six months? Then be ruthless with requirements. AI will happily generate a dozen; studies show anything beyond six to eight does not improve hire quality, it just shrinks your pool. Separate the genuine must-haves from what can be learned in the first 90 days.
The point: The opening and the requirements list are where most candidates are won or lost.
Be honest about salary
Posting a range signals respect, confidence, and maturity as an employer. In Argentina, pay transparency is now legally required in certain contexts; the UK and US are introducing similar rules. AI will leave a "[insert salary range]" placeholder and most people post it without filling it in. Fill it in. It is the single most effective line in the entire posting.
The point: If you will not post the range, ask why. The answer usually reveals something worth fixing.
What a strong job description actually looks like
- Opens with the impact of the role, not company history
- Salary range stated clearly, no placeholders left in
- No more than six to eight genuine requirements
- Distinguishes must-haves from nice-to-haves
- Describes a typical week or the first 90 days
- Plain English, with AI filler and buzzwords removed
- Reviewed for gendered or exclusionary language
- Clear, simple application process
→ If your description does not pass this, rewrite it before it goes live.
AI can introduce bias as easily as it removes it
There is a common assumption that AI makes hiring more objective. The opposite can be true. These models are trained on millions of existing job descriptions, many carrying the same biased and gendered language recruitment has always struggled with. Left unchecked, AI does not clean up those patterns. It repeats them at scale. A human still has to read the output critically and strip out coded language.
→ AI does not remove your responsibility for fairness. It raises it.
The human edit is the whole point
Read your description out loud. If it could belong to any company in any country, it came straight from a generator and needs work. "Dynamic self-starter," "results-oriented professional," "fast-paced environment" are exactly what AI reaches for first, and they say nothing. In a world where anyone can generate a posting in seconds, sounding like a real person wrote it is your competitive advantage, because a real person should.
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