Methodology

The point is not to generate career content faster. It is to help you make better job decisions.

JobMirror is built around a simple belief: the useful unit is not an isolated score, but a decision. Should I apply? What should I fix? Which offer is actually better? This page explains the logic behind those answers.

Start with Journey โ†’See example outputs
01 ยท Job fit

We do not just score match. We surface the gap.

Job fit is not useful if it stops at a number. JobMirror compares your resume against the role language, missing skills, keyword coverage, and signal strength โ€” then points at what to fix.

What we evaluate
  • Role-language overlap
  • Missing skill / tool signals
  • Keyword coverage quality
  • Rewrite opportunities
02 ยท Resume review

We optimize for both ATS parsing and human clarity.

A resume can fail because it is hard to parse, vague, under-quantified, or simply not shaped for the role. Resume Review looks at multiple dimensions instead of pretending one number explains everything.

What we evaluate
  • ATS friendliness
  • Bullet specificity
  • Achievement framing
  • Clarity and scannability
03 ยท Offer compare

We treat offer decisions as trade-offs, not spreadsheets.

A higher salary is not always the better offer. JobMirror compares money, remote value, commute cost, growth, scope, and risk together โ€” because real career decisions are multi-variable.

What we evaluate
  • Cash and upside
  • Remote / commute value
  • Growth potential
  • Risk and downside

Why Journey exists

Most job seekers do not have one problem. They have a chain of decisions. Journey exists to connect those steps instead of forcing you to guess which tool to use next.

Why we show examples

A screenshot alone does not create trust. Examples show what the output actually looks like, what kind of recommendation you get, and whether it is useful for your situation.

Why free is usable

If users cannot test a real decision before paying, the product feels like a trap. Free is intentionally useful enough to let the product prove itself first.

Methodology FAQ
Is JobMirror just another resume score tool?
No. The product is designed around decision support: whether to apply, what to fix, which offer to take, and how to move through the workflow with less guesswork.
Does JobMirror replace human judgment?
No. It is designed to make trade-offs clearer, not to make your final career decision for you.
Why show the methodology publicly?
Because trust matters. If a product helps with job decisions, users should understand what it is looking at and why it gives the recommendations it gives.