Why Job Ads Ask for a Unicorn When the Role Is Ordinary

You have seen it before. Entry-level data analyst. Requires five years of experience, fluency in six programming languages, machine learning expertise, and willingness to travel internationally 75% of the time. Salary: barely above minimum¹.

This is not a rare glitch. It is the system working exactly as designed.

Employers are asking for more than jobs require. Degrees have become default filters for roles that never needed them. Job descriptions get copy-pasted, added to, never trimmed. And applicant tracking systems turn those wishlists into hard walls.

The result? You feel unqualified for jobs you could do well. Meanwhile, employers complain they cannot find anyone.

Something is broken. But it is not you.

01What this problem really is

Requirements inflation is what happens when the gap between what a job ad says and what the job actually needs grows wider every year.

Over the past three decades, UK universities have produced graduates faster than the economy has created graduate-level jobs⁴. Nearly one in three graduates now work in roles that do not require their degree⁹. That is not a skills shortage. That is a sorting problem.

Employers respond by raising the bar. Not because tasks got harder. Because they can. When everyone has a degree, a degree stops meaning much. So they add more requirements. More tools. More years of experience. More certifications.

Job descriptions become Frankenstein documents. HR copies text from old listings, adds new technologies, forgets to remove outdated ones¹. Nobody asks whether a single person could actually have all these skills. Nobody checks whether the role genuinely needs them.

One analysis found job ads demanding "advanced skills in over 40 areas" for a single position¹. That is not a job. That is three jobs in a trench coat.

02Why it happens

Three forces collide to produce unicorn job ads.

Credential inflation. Degrees used to open doors. Now they just let you queue outside³. Coffee shops and call centres list bachelor's degrees as requirements. Not because making coffee requires critical theory. Because filtering by degree is cheap and easy³⁴.

Organisational habit. Companies rarely start job descriptions from scratch. They recycle. They add. They never subtract¹¹³. A role that started as "manage our social media" becomes "manage social media, run paid campaigns, build dashboards, know Python, lead a team, and also fix the printer." Nobody remembers why half of it is there.

Internal confusion. Sometimes different departments want different things from the same role. Rather than resolve this, they just list everything¹⁸. The result is a description that contradicts itself. Vague enough to cover anything. Specific enough to scare off everyone.

Then technology amplifies it all. Applicant tracking systems parse your CV against the job description. Some assign matching scores based on keyword overlap¹¹. If the employer sets a threshold, your application might not reach a human because you wrote "data visualisation" instead of "Tableau."

These systems do not decide who gets hired. People configure them⁶. But when those people paste in an inflated wishlist, the system enforces it literally.

03How it affects job seekers

The damage is real.

You self-reject from jobs you could do. Research found that the top reason people do not apply for stretch roles is this: "I didn't think they would hire me since I didn't meet the qualifications, and I didn't want to waste my time"¹². 41% of women and 46% of men said exactly that.

This is not imposter syndrome. It is a misunderstanding of how hiring actually works.

Women are hit harder. Not because they need to meet 100% of requirements (that statistic is a myth). Women apply when they meet about 56% of listed requirements. Men apply at 52%¹⁸. The gap is small. But women are nearly twice as likely to say they held back because they were "following the guidelines about who should apply"¹². When employers mislabel nice-to-haves as must-haves, that compliance costs them.

You take jobs below your level, then pay for it. Each year of education beyond what your job requires is associated with roughly an 8.7% wage penalty compared to someone whose education matches their role⁹. Overeducated workers also report lower job satisfaction, especially when they feel invested in their career¹⁵.

Employers suffer too. 64% of UK organisations trying to fill vacancies report difficulty attracting candidates¹⁶. At the same time, 78% of job seekers say they would drop out of a long or complicated hiring process¹⁴. Inflated requirements narrow the pool, then lengthy assessments drain it further.

Everyone loses.

04What to do instead

1. Treat the job description as a negotiation document, not a contract. HR professionals openly admit they do not expect anyone to meet 100% of listed requirements¹. The description reflects what they would love to have. Not what they will accept.

2. Focus on the core requirements only. Look for duties that appear first, get repeated, or connect to the job title. Ignore bullet points about "occasional" tasks or tools mentioned once¹³. Those are filler.

3. Apply when you meet 50-60% of the requirements. HR experts suggest this threshold explicitly¹. Behavioural data confirms that candidates regularly apply, and get hired, without matching every line¹⁸.

4. Mirror language where it is true, not where it is not. If the ad says "stakeholder management" and you have done that, use those words. But do not claim skills you lack just to game keyword matching. ATS are tools, not lie detectors, but interviewers are people⁶¹¹.

5. Ask clarifying questions early. If you reach a recruiter or hiring manager, probe what the role actually involves. What does success look like in six months? Which listed skills matter most? You may find that half the requirements were inherited from a different role entirely.

6. Decode "essential" versus "desirable." Person specifications should distinguish between the two⁷. If an ad does not, assume anything that sounds like a bonus (specific tools, industry experience, extra languages) is probably desirable.

05Common mistakes to avoid

Assuming ATS will reject you automatically. These systems filter and rank, but they do not autonomously decide your fate. GDPR requires human oversight in decisions with significant effects, including candidate rejection¹¹. Your CV might get deprioritised, but it is not deleted by robots.

Treating every requirement as equal. A job ad asking for "five years of experience, Excel skills, and familiarity with our CRM" is not weighting those equally. Experience and Excel matter. The CRM is trainable.

Giving up after one or two rejections. Rejection in this market is information, not a verdict. It might mean the role was filled internally. Or the description was fiction. Or you got filtered by a keyword you could not have guessed. None of that tells you whether you can do the job.

Over-tailoring your CV to the point of dishonesty. Keyword stuffing might get you past a filter. It will not get you past an interview where you cannot back up your claims.

06A realistic example

A marketing coordinator role lists: degree in marketing, three years of experience, proficiency in HubSpot, Salesforce, Google Analytics, Adobe Creative Suite, video editing, copywriting, event management, budget oversight, and "a passion for storytelling."

You have two years of experience. You have used HubSpot but not Salesforce. You have written copy but never managed events.

Under the old logic, you would not apply. Under the research-backed logic, you should.

You meet the core of the role: marketing experience, CRM knowledge, content skills. Salesforce and event management are likely desirable, not essential. "Passion for storytelling" is not a qualification. It is filler.

Write a CV that shows what you have done. Apply. Let them tell you no.

Most of the time, they will not.

07Key takeaway

Job ads describe an imaginary ideal candidate. They do not describe who actually gets hired.

The gap between what employers ask for and what roles need is structural, not personal. Credential inflation, organisational laziness, and algorithmic filtering have combined to create a market where everyone feels underqualified and employers feel understaffed.

You cannot fix the system. But you can stop letting it filter you out before you even try.

08Frequently Asked Questions

09Sources

• ¹ Welcome to the Jungle — Crazy job descriptions: https://www.welcometothejungle.com/en/articles/crazy-job-descriptions-stories
• ³ YouTube — Credential inflation: https://www.youtube.com/watch?v=K40YIHzAH0s
• ⁴ CIPD — Graduate overqualification report: https://www.cipd.org/uk/knowledge/reports/graduate-overqualification/
• ⁶ HiringThing — Applicant tracking system myths: https://blog.hiringthing.com/applicant-tracking-system-myths
• ⁷ Reed — Purpose of a person specification: https://www.reed.com/articles/the-purpose-of-a-person-specification
• ⁸ NCBI PMC — Job description research: https://pmc.ncbi.nlm.nih.gov/articles/PMC5767326/
• ⁹ ONS — Overeducation and hourly wages in the UK 2006-2017: https://www.ons.gov.uk/economy/nationalaccounts/uksectoraccounts/compendium/economicreview/april2019/overeducationandhourlywagesintheuklabourmarket2006to2017
• ¹¹ RelocateMe — An ATS rejected my resume, is it true: https://relocateme.substack.com/p/an-ats-rejected-my-resume-is-it-true
• ¹² DEWR — Why women don't apply for jobs unless they're 100% qualified: https://www.dewr.gov.au/download/11828/why-women-dont-apply-jobs-unless-theyre-100-qualified/22483/why-women-dont-apply-jobs-unless-theyre-100-qualified/pdf
• ¹³ Wright State HR — Writing an effective job description: https://www.wright.edu/human-resources/writing-an-effective-job-description
• ¹⁴ People Management — Jobseekers dropping lengthy processes: https://www.peoplemanagement.co.uk/article/1795091/three-quarters-jobseekers-drop-lengthy-recruitment-processes-survey-reveals
• ¹⁵ NCBI PMC — Overeducation and job satisfaction: https://pmc.ncbi.nlm.nih.gov/articles/PMC5839331/
• ¹⁶ CIPD — Resource and Talent Planning 2024 report: https://www.cipd.org/globalassets/media/knowledge/knowledge-hub/reports/2024-pdfs/8662-resource-and-talent-planning-2024-report-web.pdf
• ¹⁸ Behavioural Insights Team — Women only apply when 100% qualified, fact or fake news: https://www.bi.team/blogs/women-only-apply-when-100-qualified-fact-or-fake-news/