1The apply decision is usually made wrong
Most candidates apply based on one of three signals: job title sounds right, company name is recognizable, or they meet the stated requirements. None of these is a reliable indicator of whether the application is worth the time.
A job title can be the same across roles with very different actual requirements. Company recognition says nothing about whether the role matches your experience level. Meeting stated requirements is necessary but not sufficient — most postings have unstated requirements that are visible in the JD context if you know how to read them.
2The 5-minute job scoring framework
Five Checks Before You Apply
Check 1: Skills Match
- List every technical or domain skill the JD explicitly requires. Compare against your actual depth. Not just presence — depth. A JD requiring "5 years building distributed systems" and your resume showing "worked on a distributed team" is a depth mismatch, not a skills match.
- Shortcut: use the fit score. The Skills Match dimension reads context to assess depth. A Skills Match below 60 is a targeting problem, not a resume tailoring problem.
Check 2: Experience Level
- How many years of direct experience does the JD expect? What scope — individual contributor, team lead, department head? Compare the JD's implicit level to your actual level. This is where seniority mismatches hide.
- Common pattern: a JD says "5–8 years experience" but the bullets describe work that's realistically senior or principal level. The years are a starting point, not the ceiling.
Check 3: Ghost Job Check
- Before investing time: check posting age, whether salary is listed, and JD word count. A posting that's 90+ days old with no salary and a vague 100-word description is likely a ghost — either filled, frozen, or not real.
- Ghost probability in the pipeline runs 8 signals. For a quick manual check: posting age, salary presence, and specificity of the role description cover the highest-weight signals.
Check 4: Logistics
- Location, remote policy, salary range, visa sponsorship if relevant. These are disqualifiers, not differentiators. Don't optimize a cover letter for a role that requires relocation you won't do.
- For visa sponsorship: check the employer's H-1B LCA history before investing time in an application. Companies that have never filed an LCA almost certainly don't sponsor.
Check 5: Job Authenticity
- Is this a real job from a real company? Check the company on LinkedIn (active employees, recent hires?). Verify the posting appears on the company's own careers page. Any application that routes through an unknown third-party site to a company you can't verify should be treated with skepticism.
- The pipeline's authenticity score runs company signals, source verification, and JD quality checks. For manual review: careers page presence and active LinkedIn headcount are the fastest checks.
3The score threshold for action
If all five checks are green: the application is worth a tailored submission. Spend 20–30 minutes on it.
If 1–2 checks are yellow: quick apply is appropriate. Customize the key skills and submit. Don't spend an hour on it.
If any check is red (skills mismatch is severe, role is clearly ghost, logistics are wrong): skip or archive. The energy compounds over a search. Wasting 2 hours on a role that was never going to work is time not spent on roles that would.
4What the automated score does
The fit score runs all five of these checks in under 60 seconds. The Why Not 100 analysis shows the point cost of each gap — so you can see exactly which checks are failing and by how much. The ghost probability flag appears on any posting showing 3+ ghost signals.
For candidates applying to 10–20 roles per week, the time savings compound fast. Each manual scoring takes 5 minutes. Automated scoring across 20 roles takes the same time as manually scoring 2.
Written by
Jesse Johnson
Founder, ShouldApply
Founder of ShouldApply. I write about job search strategy, hiring, and how to spend your time on opportunities that actually fit. Full bio →
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Frequently Asked Questions
Depends what the 60% is. If you meet all the core technical requirements but are missing a few preferred skills, applying is reasonable. If you're missing core requirements — the actual experience level, primary technology, or domain — a 60% match will produce a very low fit score and almost certainly no callback. The gap analysis shows which requirements are non-negotiable vs. preferred.
5 minutes for a manual check. Under 60 seconds with a fit score. The decision should be made before you touch your resume or cover letter — not after you've already started tailoring. If the fit score is below 65, the tailoring work won't move the needle on your callback rate.
For a targeted search: 10–15 per week, all scoring above 65. At that volume you can still tailor each application, follow up properly, and maintain quality. Above 25 applications per week without scoring first, quality drops and callback rates rarely improve proportionally.
For strategic targeting: check their H-1B LCA history (salary medians, filing growth), LinkedIn headcount trend, and recent funding or press. A company that was growing headcount 6 months ago and is now frozen tells you something. So does a company that's consistently above-market on wage filings.
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