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AI Job Matching

Job matching that understands your profile — not just your keywords

Traditional job search matches words. Civium's AI matches your actual experience, seniority level, thematic area, and career trajectory to every vacancy across 400+ international organisations.

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What makes AI matching different

Keyword searchReturns every role that contains 'programme officer'. You read 60 results manually to find 3 relevant ones.
Generic AI toolsAI trained on all job markets. Recommends programme manager roles at tech companies alongside UN positions.
Civium AITrained on the international sector. Matches your specific background — years of experience, thematic expertise, language skills — to roles where you'd genuinely be competitive.

How Civium's matching works

1

Profile extraction

Upload your CV. Our AI reads your roles, responsibilities, education, languages, and sector experience. No manual tagging.

2

Vacancy indexing

We monitor the career pages of 400+ organisations daily. Each vacancy is analysed for required qualifications, seniority level, thematic area, and duty station.

3

Compatibility scoring

Every vacancy is scored against your profile on multiple dimensions — not just title keywords. A Policy Officer role at FAO requiring agri-economics experience scores differently than an identical title at UNICEF requiring child protection experience.

4

Ranked delivery

Your dashboard shows matches ranked by score. Your daily digest contains your top matches with an explanation of why each is relevant.

How does Civium score a vacancy against my profile?

Civium scores each vacancy on six signals that recruiters also screen on: seniority and grade, sector and thematic area, languages, education and qualifications, skills backed by evidence in your CV, and your preferences. It does not match on title alone, because a title such as Programme Officer covers very different jobs across the UN system, NGOs and development banks.

Seniority and grade

Civium estimates your level from your years of experience and the roles on your CV, then reads each vacancy's grade — P-3, NO-B, G-6, NPSA-9 or a plain "Senior" in the title — and places both on one common scale. Roles well below or above your level are demoted, so a P-4 candidate is not flooded with internships or director posts.

Sector and thematic area

Every vacancy is classified into a sector such as health, humanitarian response, climate and environment or monitoring and evaluation, and your profile gets a primary sector from your work history. A role outside your sector only ranks highly when your skills genuinely overlap with its requirements.

Languages

Required and desirable languages are extracted from the vacancy and compared with the languages on your profile. Missing a mandatory language lowers a match; having a desirable one, such as French for a post in Dakar, can lift it.

Education and qualifications

The degree level a vacancy asks for is compared with yours, so roles requiring an advanced degree are weighted accordingly for candidates with a first degree.

Skills and evidence

Specific required skills — budget management, GIS, grant writing, case management — are checked against concrete evidence in your CV rather than generic words like "communication" that appear in almost every posting.

Your preferences

You can narrow results by organisation, organisation type, duty station and posting date, and see the match score for every role on your dashboard.

If you are unsure how grades translate between organisations, our guide to UN grade levels explains the P, NO, G and D categories in detail.

Why every match comes with a reason

A score on its own is hard to trust. Each recommended role therefore shows a short reason that points to something concrete: a mandatory requirement you meet ("Meets: 5+ years of project management experience"), a specific skill you share with the role, or the strongest part of your fit. Reasons are built from the structured analysis of the vacancy and your profile, not free-form text, so they stay specific and checkable against the vacancy notice before you apply.

A worked example

Take an illustrative candidate: an MSc in Public Health, eight years of international experience in health systems, fluent English and French, targeting P-3 and P-4 roles. On a typical day Civium reviews several thousand active postings. Filtering on sector alone leaves roughly a hundred health roles; adding grade alignment cuts that to a few dozen; requiring the language profile to fit leaves around twenty; and the roles where every signal lines up — the ones in the candidate's daily brief — are usually fewer than ten. That is the difference between reading a hundred vacancy notices and reading the handful that are genuinely worth an application.

Where does Civium get its vacancy data?

Civium explores the public career portals of UN agencies, funds and programmes, international financial institutions, international NGOs and think tanks every day. Each vacancy is analysed for grade, sector, languages, required skills, duty station and closing date, where the organisation publishes them. Closed roles leave your list once their deadline passes. You always apply on the organisation's own site.

Summary figures on advertised vacancies, such as role types and organisation types, are in our job market trends.

How to get better matches

Matches are only as good as the profile behind them. A few minutes of setup makes a noticeable difference:

  • Upload your most recent CV, with dates, job titles and responsibilities for every role — gaps or undated roles make it harder to estimate your level.
  • List every language you work in together with your level, including second UN languages you only use professionally.
  • Set the grades and sectors you are targeting, especially if you are changing sector or stepping up a level, so stretch roles are not filtered out.
  • Choose the organisation types and duty stations you would genuinely accept, and revisit them when your situation changes.

New vacancies appear every day, and closed ones leave your list once their deadline passes, so your ranked list changes as the market moves — which is why the daily brief focuses on what is new and still open.

Does Civium apply for me or send my CV to employers?

No. Civium does not apply on your behalf or send your CV to employers, so you decide where and when to apply. It does not decide your eligibility either: nationality, contract and age rules are set by each organisation. Civium is not affiliated with, or endorsed by, any of the organisations whose vacancies it analyses.

Nationality, contract and age rules (for example for JPO or YPP programmes) are set by each organisation, so always read the vacancy notice.

How your data is handled is set out in our Privacy Policy, and the most common questions are answered in the FAQ.

Built for the international sector — not the general job market

Generic AI job matching platforms are trained on millions of general job market postings. They don't understand that a “Programme Officer P4” at WFP requires different qualifications than a “Programme Manager” at a private consultancy, or that UNICEF and UNFPA post similar-sounding roles with completely different technical requirements.

Civium is built specifically for the international sector. Our matching understands P-grade equivalencies, thematic clusters (humanitarian, governance, climate, health), the difference between fixed-term and consultancy contracts, and which organisations typically hire from which backgrounds.

Sources and further reading

Related Civium guides:

Last reviewed 4 October 2026 by the Civium editorial team. Requirements and programmes change — always check the vacancy notice and the organisation's own careers site before applying.

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