AI Recommended Jobs Matched to Your CV

Eden analyses your CV, skills, experience, target role and preferred location to help surface relevant job opportunities. Each recommendation can show why the role may fit your profile, where your skills align and where potential gaps remain.

AI job matching compares the experience and skills recorded in your CV with live vacancy requirements, then ranks roles by how closely they appear to align. Eden, Education Direct's AI Career Advisor, returns a match score, a short explanation of the fit and any requirements that are not clearly evidenced in your CV.

How AI job matching works

Eden reads the structured profile parsed from your uploaded CV, combines it with the preferences you set, then compares that profile against live vacancies and ranks them. Nothing is inferred from your browsing: matching runs on the CV you uploaded and the filters you choose, and it refreshes when either changes.

The comparison happens in two stages. First, live vacancies are retrieved for the countries you selected, filtered by your salary range and how recently the role was advertised. Second, the shortlisted vacancies are compared with your parsed CV profile so the roles that appear most closely aligned are returned first.

  • Experience recorded in your CV — job titles, employers, responsibilities and dates.
  • Skills and tools evidenced in your CV, including transferable ones.
  • Seniority indicated by your career history.
  • Your target role, where you have set one.
  • Preferred countries — a user preference you control, not something inferred.
  • Salary range and advert recency — filters you set before matching runs.
  • The requirements written in the job advertisement itself.

Good to know: Matching runs on the CV currently held on your profile. If your CV is out of date, the recommendations will be too.

Jobs matched to your CV

Your CV is parsed into a structured profile before matching begins, so the comparison uses evidence rather than a job title alone. That parsed profile is what allows a vacancy to be assessed against the work you have actually described, instead of matching on keywords in isolation.

AI cannot determine whether you are suitable for a role — only an employer can. What it can do is narrow a very large market down to the adverts most worth your attention, and tell you why each one surfaced.

  • Relevant experience — roles and responsibilities close to the vacancy.
  • Transferable skills that carry across sectors, such as stakeholder management or budgeting.
  • Technologies and tools named in your CV.
  • Responsibilities that map to the duties in the advert.
  • Sector experience, where a vacancy clearly favours it.
  • Seniority indicators such as scope, team size or years in post.

Skills matching and potential skills gaps

For each recommendation, Eden separates what your CV already demonstrates from what the advert asks for but cannot be found in your CV. The second group is described as a potential gap rather than a deficiency, because a CV rarely lists every skill a candidate holds.

A potential gap is often a documentation problem rather than a capability problem. If you have used a tool but never mentioned it, the analysis cannot see it. Reviewing gaps is therefore a useful prompt to update your CV before you apply, as well as an indication of what to learn next.

  • Strengths — skills the vacancy requests that your CV clearly demonstrates.
  • Potential gaps — requirements not evident in your CV, which may need strengthening or simply adding.

Example: A vacancy asks for Azure, data-platform delivery and Terraform. Your CV evidences Azure and data-platform delivery, so those appear as strengths; Terraform is requested but not evident in your CV, so it appears as a potential gap.

What the job-match score means

Each recommendation carries a percentage match score. It indicates how closely the requirements in the advert align with the experience and skills evidenced in your CV and your stated target role. It is an indication of relevance — not a probability of being interviewed, shortlisted or hired.

  • It reflects alignment between your parsed CV profile and the vacancy text.
  • It does not model employer preference, competition or hiring volume.
  • It cannot see anything absent from your CV.
  • Employers make their own hiring decisions using their own criteria.

Good to know: Treat the score as a way to order your reading, not as a verdict. A well-written application to a 70% match frequently beats a rushed one to a 90% match.

Every recommendation is explainable. Alongside the score, Eden shows a short written reason for the match and, where relevant, the requirements it could not evidence from your CV, so you can judge the recommendation yourself instead of trusting a number.

The explanation is generated for your own profile and vacancy pair, and appears in the personalised job matching workspace once you are signed in. It typically references the specific experience, skills or seniority that caused the role to surface, and names anything requested by the employer that your CV does not appear to cover.

Applying and managing recommended jobs

From each recommendation you can open the original advert on the employer or job-board site to apply, or mark a role as not interested so it stops appearing in your list. Applications you decide to pursue can be recorded separately in the Job Application Tracker.

  • Apply / view job — opens the original advert so you can read the full description and apply at source.
  • Not interested — hides the role from your future recommendation lists.
  • Job Application Tracker — a separate tool for recording and following up the applications you send.

Good to know: Marking a role as not interested affects your recommendation list only. It is not sent to the employer.

How to get better recommendations

Recommendations are recalculated from your current CV and current preferences, so the fastest way to improve them is to improve those inputs. There is no hidden behavioural profile: what you upload and what you select is what the matching uses.

  • Upload an up-to-date CV that names the tools and technologies you actually use.
  • Set or change your target role so matching has a clear destination.
  • Adjust your preferred countries and salary range.
  • Widen the advert recency window if too few roles are returned.
  • Mark roles as not interested to remove noise from your list.

Limitations of AI job matching

AI job matching is guidance, not a recruitment decision. It works from two imperfect documents — your CV and a job advert — and both routinely omit important information. Read every recommendation critically before you spend time on an application.

  • Job advertisements are often incomplete, vague or out of date.
  • A CV rarely contains every skill or achievement a candidate holds.
  • Match scores do not guarantee shortlisting, interviews or offers.
  • Salary and location data comes from the advert and may be approximate.
  • Always read the original job description before applying.

Frequently asked questions

Do I need to upload a CV to get AI recommended jobs?

Yes. Matching compares vacancies against the profile parsed from your CV, so a CV must be uploaded and parsed before recommendations can be generated.

What does the match percentage actually measure?

It measures how closely the requirements in the advert align with the experience and skills evidenced in your CV and your target role. It is a relevance indication, not a likelihood of being hired.

Why is a skill I have shown as a potential gap?

Because it is not evident in your CV. The analysis can only see what you have written. Adding the skill, with the context in which you used it, usually resolves it.

Which countries are covered?

Live vacancies are retrieved across 18 countries, including the UK. You choose which countries to include before matching runs.

Does Education Direct apply for jobs on my behalf?

No. You apply directly with the employer or job board through the original advert. Eden helps you decide where to apply and how to prepare.

Is my CV shared with employers?

No. Your CV and your recommendations are private to your account and are used to generate your own guidance.

Related AI Career Advisor tools