For hiring, workforce and learning teams
Turn job-posting evidence into decisions your team can defend.
Benchmark a job description, compare the same role across supported countries, or turn a skills question into an evidence brief. Every result names the cohort, observation window, totals, and limits.
- No candidate ranking
- No CV access
- No national-total claims
A decision product, not another dashboard
Start with the question. End with inspectable evidence.
More charts do not create more certainty. A MisuJob pilot defines one decision, freezes the comparison cohort, and separates what postings show from what the data cannot support.
JD Benchmark
Compare a proposed role title, explicit seniority language, and requested skills with a defined posting cohort.
- Shows observed title and listed-skill frequency with sanitised examples
- Flags requirements that are unusual within the cohort
- Does not score candidates or predict hiring success
Country Compare
Run the same role or skill definition across supported markets and compare only like-for-like observed cohorts.
- Names country, period, defined cohort, and row count
- Separates postings with the exact job title from related mentions
- Never substitutes worldwide data for a missing country
Curriculum Evidence Map
Translate a role cohort into baseline, differentiating, and emerging skill signals for a learning programme.
- Uses recurring posting language, not trend hype
- Keeps employer demand separate from learner outcomes
- Documents low coverage and ambiguous terminology
Recurring Briefs
Track an agreed cohort through dated monthly samples once its reach and definitions are stable enough to compare.
- Change log for definitions and the number of postings we review
- Period-over-period observations with stable totals
- No alert based solely on a change in the number of postings we review
Evidence exports
Receive a bounded CSV or Markdown appendix containing the metrics, definitions, observation dates, coverage limits, and sanitised example records with stable identifiers. There is no self-service API or unrestricted raw-data export in this validation offer.
The evidence model
A finding, its total, and the reason it matters.
These figures demonstrate the report grammar using one published historical MisuJob cohort. They are not live pilot results.
Role distribution
86%Demand was broader than the obvious title.
Within the 39,155-posting Kubernetes cohort, 86% used titles outside explicit DevOps or Kubernetes labels.
Decision use: do not restrict sourcing or curriculum design to one title family.
Seniority classification
Decision use: preserve the unclassified remainder instead of forcing a false binary.
Skill co-mentions
The bundle is more useful than a single keyword.
Decision use: distinguish recurring companions from optional differentiators.
Cloud-provider mentions · through May 2026
Mentions overlap; they are not market share.
Decision use: compare technology language without pretending mutually compatible mentions sum to 100%.
Emerging versus hired-for
0.85%Interesting technology is not automatically hiring demand.
Crossplane appeared in 0.85% of the historical Kubernetes cohort.
Decision use: separate ecosystem excitement from observed requirements.
Discipline language
Related terms can reveal a field taking shape.
- Platform engineering
- 11.1%
- Developer experience
- 5.7%
- Internal developer platform
- 1.5%
Decision use: track precise language separately instead of merging it into one trend score.
Historical cohort boundary
39,155 postings · 81 countries · 7,750 companies · Aug 2025–May 2026
This Kubernetes demonstration is one cohort, not the boundary of the product. The dated library covers 94 topics, including Accounting, Customer Service, Human Resources, Logistics, Marketing, Patient Care, Sales and Talent Acquisition. A client brief receives its own current country, date, total and quality statement; these historical figures are never silently reused as current postings. Published MisuJob research cohort. Multi-country and historical: this is not a current country total, adoption measure, or forecast.
One evidence engine, two clearly separated products
Personal career guidance is not an employer assessment tool.
“Where can my experience lead?”
- Input
- A person’s CV, analysed in their browser
- Output
- Career directions and evidence-based next moves
- Control
- The individual; employers do not receive the CV or result
“What does this defined hiring market show?”
- Input
- A role, job description, topic, country, and decision question
- Output
- Aggregated posting observations and inspectable examples
- Control
- A scoped cohort; no personal CVs or candidate profiles
How a pilot works
Four checkpoints before a number becomes a decision.
- 01
Define
Agree the role or topic, countries, time window, and decision the brief must inform.
- 02
Coverage review
Confirm whether the available cohort is adequate. If it is not, MisuJob says so before quoting delivery.
- 03
Analyse
Freeze definitions, remove duplicate observations, inspect examples, and keep title matches separate from topic mentions.
- 04
Read out
Deliver findings, limitations, evidence appendix, and the questions the cohort still cannot answer.
Validation pricing
Pay for a scoped decision, not an unfinished subscription.
These are starting points for design partners. Coverage, scope, delivery date, and final price are confirmed in writing before work begins.
Inspect the deliverable before you enquire
The gallery contains a complete example of every paid engagement: a Focused Market Brief, a Decision Pilot, and an honest Monitoring Issue 0 baseline with no trend shown until a comparable second edition exists.
Focused brief
€450
one-off · validation starting point
One role or topic, one supported country
- Defined cohort and coverage review
- Observed title and skill language
- Inspectable examples and methodology appendix
Decision pilot
€1,500
one-off · validation starting point
Up to three roles or topics and three supported countries
- JD benchmark and like-for-like country comparison
- Skill bundle or curriculum evidence map
- Decision readout and an export of the postings behind it
Monitoring design partner
€950/mo
after a successful pilot
One agreed cohort with a monthly change brief
- Available only when the number of postings we review is stable
- Versioned definitions and coverage-change log
- Monthly readout and scoped export appendix
No card form. No automatic renewal.
This page does not enable checkout. A pilot starts only after both sides approve a written scope. Monitoring is proposed separately after the one-off result has been reviewed.
Start with a coverage review
Bring one real decision. We will confirm what the data can support.
Choose a package and describe the scope. This form prepares an unsent email on your device; it does not upload the details to MisuJob or store them in your browser.
- No payment is taken here
- Coverage is checked before work begins
- Scope, delivery date and price are confirmed in writing
What MisuJob will not infer
Posting evidence has limits. The brief must show them.
- Not candidate supply. Employer postings do not measure how many qualified people are available.
- Not time to hire. Listing dates alone do not explain recruitment-cycle duration.
- Not salary truth. Salary analysis is excluded unless the selected country cohort has adequate, comparable samples.
- Not technology adoption. An indexed skill or title term is an observed hiring signal, not proof of production usage.
- Not a national total. Every count remains bounded by its explicit country, period and the number of postings we review.
- Not an automated employment decision. No CV screening, candidate score, or hiring recommendation is included.
Bring one real decision
If the data cannot support it, that should be the first finding.
Tell us the role, countries, and decision. We will review coverage before proposing a pilot.