Employers and the future workforce

The door is wider. The route to it is still invisible

A young person with a professional family hears about roles at home. Everyone else needs the route made visible: which employers recruit into a field, what they look for, and how to reach them without an introduction. AVA does that work upstream of recruitment, so the candidates your contextual and name-blind policies are designed to reach actually arrive.

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The barrier, from where a student stands

Three things a professional family hands over for free

Long before an application form, the same three advantages decide who is in the running. Each one is information or access rather than talent, which is why it can be built rather than inherited.

The route is only visible at home

A young person with a professional family hears which firms recruit into a field, what a spring week is and when applications open, over dinner. Everyone else finds out after the deadline, if at all.

The first sift is a machine

Screening now happens at speed and at scale, through forms, situational judgement tests and video stages. A candidate who has never seen one arrives at the same gate with none of the practice behind them.

Nobody to ask for an introduction

Insight days, referrals and mentors move on contacts. Students with no professional network to call on carry the same potential into a process that quietly rewards proximity.

Where a candidate is lost, stage by stage

Never hears the route existsThe employer, the programme and the deadline are all known at home in one household and unknown in the next.
Meets the first automated sift coldForms, situational judgement tests and video stages, faced without a single rehearsal.
Has the experience, cannot evidence itReal work, caring responsibilities and part-time jobs, never translated into the language a selector reads.
No one to ask for an introductionInsight days, referrals and mentors travel through contacts a first-generation applicant has yet to make.

Every stage above sits before the employer sees an application, which is why widening the door alone leaves the queue outside it unchanged.

Contextual recruitment widens the door. Preparation decides who reaches it ready to walk through.

The position AVA is built on

Employers have done serious work on selection: contextual data, name-blind screening, paid placements. The remaining gap is upstream, in the years when a young person is deciding what to aim at and learning how to be seen.

The landscape in public data

The cost of the gap, in numbers anyone can check

Every figure below is public, cited and linked to the page that deals with it. They run from the GDP the country forgoes when talent stays unused, through youth disengagement, to how unevenly opportunity is spread by place.

1.01m6

16 to 24 year-olds are not in education, employment or training, the first time the total has passed one million since 2013.

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£125bn7

the estimated cost to the UK each year of nearly one million young people not in education, employment or training.

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2x9

disadvantaged young people are twice as likely to be out of education, employment or training as their better-off peers.

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36% vs 6%2

of senior professionals were privately educated, against six per cent of the population.

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Cold spots16

opportunity for young people is sharply unequal by place, concentrated in the North East, North West and former industrial areas.

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£19bn17

in GDP the UK forgoes each year because talent from lower socio-economic backgrounds does not reach the roles it could fill.

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What the data describes

The professions still recruit from a narrow pool

The clearest public picture of the problem is who ends up at the top of a profession. The gap between the schooling of senior professionals and the schooling of the population is the gap an earlier pipeline is built to close.

Privately educated, by profession10

Senior judges

75%

Finance directors

70%

Members of Parliament

32%

The population overall

7%

The share of senior professionals who attended an independent school, against the population as a whole, in the 2009 snapshot taken by the government panel that called fair access to the professions a closed shop.

A pipeline is decided years before the sift, in who ever hears that the role exists.

Why upstream matters

Widening a shortlist works on the candidates who applied. Widening the pool works on the young people who never did, and that is a longer piece of work with a bigger effect at the end of it.

Upstream of recruitment

What runs on the platform today

This is the work that happens before an employer meets a candidate, described by the product rather than the intention. It is live for students now.

The employer map, made visible

The careers layer names the employers that recruit into a field, the programmes they run, which of them recruit contextually and which read applications with the name removed, so a student can see the route without knowing anyone inside it.

Practice for algorithmic recruitment

The Application Navigator teaches young people how modern screening actually works, then routes each guide into a practice tool: interview simulation, CV review and structured evidence of skills.

A network a student can build

The network builder and cultural capital surfaces answer the barrier directly: who to approach, how to open a conversation without an introduction, and how to turn a single contact into a route.

Evidence a selector can read

Reflection, work experience and skills are turned into concrete written evidence, so a strong candidate from a school with little careers provision arrives legible to the people selecting.

An outlook for the work itself

Every career carries an outlook on how AI is reshaping it, with the direction cited to public labour-market research and the National Careers Service profile behind it.

Free at the point of use

Students from widening participation backgrounds use AVA free at the point of use. Institutions, funders and access programmes underwrite that access, so the preparation reaches the young people with least behind them.

The employer map

Forty-nine employers, described in terms a 16 year old reads

A student who has never met a professional needs the landscape written down. The careers layer carries named employers across ten sectors, each with the programmes it runs and how it selects.

What the employer map carries

49 named employers, across ten sectorsLaw, finance, consulting, technology, healthcare, pharmaceuticals, engineering, creative industries, the civil service and consumer goods.Live now
28 carry a Social Mobility Foundation Index rankingThe Employer Index ranking is shown next to the employer, so a student can see who has been externally assessed on social mobility.Live now
48 flagged as recruiting contextuallyThe employers that take school and background context into account are marked, so the students they exist for can find them.Live now
37 flagged as reading applications name-blindWhere an employer removes identifying detail before the first read, that is stated plainly alongside its programmes.Live now

Rankings come from the Social Mobility Foundation Employer Index; programme and selection detail is taken from employer careers pages.

A policy only works once the young person it was written for can find the employer that holds it.

Why the map is on the student side

Employers publish their commitments and their programmes. Translating that into something a 17 year old can act on, in the week they are actually choosing, is the missing step, and it belongs where the student already is.

Where employer partnerships are heading

A cohort, a report, and a pipeline that starts earlier

Employers are the next segment AVA is building towards, alongside the universities, medical schools, access organisations and funders already using the platform. The shape below is what an employer partnership is designed to deliver, and the conversations that will shape it are open now.

A defined cohort, reached early

An employer partnership is built around a named cohort: a place, a set of schools or an access programme, agreed up front. The young people in it are supported from subject choice onwards rather than met for the first time at application.

Candidates who arrive legible

Contextual and name-blind recruitment widen the door. They work best when the candidate walking through it can evidence judgement, motivation and skill in the terms a selector recognises. That preparation is the gap AVA fills.

Reporting a board can interrogate

Baselines and comparators are agreed before a cohort starts. Engagement bands, dosage and progression are reported at cohort level, and application and outcome stages are linked wherever data sharing allows.

An earlier and fairer pipeline

Reaching young people at 16 rather than at graduate application widens the pool before the sift, which is the point at which a pipeline is actually decided.

Evidence

A position with a live platform under it

The argument is worth what the delivery behind it is worth. AVA is a working platform with a footprint across widening participation and selective admissions, and research relationships that let outcomes be checked rather than asserted.

20,000+

students supported

20+

subject pipelines

7-8

medical-school data relationships

A randomised trial in data collection

Run with five medical school research partners, allocated at random against a video course comparator, with the offer rate fixed in advance as the primary outcome.

Engagement reported as engagement

Cohort movements are reported with their comparator and their limits stated, so a board, an evaluator and a funder each read the same picture.

Cited sources, published in full

Every external figure on this site names a public source and links to it, so any claim can be checked at the point it is made.

The arc of the problem

Reports going back to 2009, and a gap that is still open

The case for reaching young people earlier was made long before AVA existed. It runs from a government panel calling fair access to the professions a closed shop, through the contextual reforms, to the most recent youth disengagement figures.

2009

Fair access named a closed shop10

The Milburn panel found medicine and law the most socially exclusive professions, with doctors typically growing up in the best-off families of any profession.

2014

Selecting for Excellence4

UK medical schools commit to contextual admissions, outreach and alternative routes to widen who applies and who is selected.

2019

Elitist Britain11

The country's leading people remain five times more likely to have been privately educated than the population as a whole.

2025

Progress, not parity13

The independent-school share of medicine entrants has fallen, yet just 5 per cent of entrants are working-class and advantaged applicants are still around 1.5 times more likely to get an offer.

2026

One million not in education or work6

Youth disengagement passes one million for the first time since 2013, at an estimated cost of £125 billion a year.

Evidence review

The AVA evaluation design

Evaluation work tests whether structured preparation changes offer rates. Causal language requires comparator definitions, documented limits and formal review.

References

  1. 1Sutton Trust, Access to Advantage.
  2. 2Sutton Trust, Elitist Britain 2025.
  3. 3UCAS, Growing demand for higher education.
  4. 4Medical Schools Council, Selecting for Excellence and contextual admissions.
  5. 5NHS England, NHS Long Term Workforce Plan.
  6. 6Office for National Statistics, Young people not in education, employment or training (NEET), UK.
  7. 7Department for Work and Pensions, Young people and work: interim report.
  8. 8Education Policy Institute, Annual Report 2025: Disadvantage.
  9. 9Impetus, Youth Jobs Gap.
  10. 10Cabinet Office (Panel chaired by Alan Milburn), Unleashing Aspiration: Fair Access to the Professions.
  11. 11Sutton Trust and Social Mobility Commission, Elitist Britain 2019.
  12. 12Medical Schools Council, Fostering Potential: 10 years on from Selecting for Excellence.
  13. 13Sutton Trust, Unequal Treatment: access to medicine for disadvantaged students.
  14. 14NHS England Digital, NHS Vacancy Statistics.
  15. 15British Medical Association, Medical school expansion campaign.
  16. 16Social Mobility Commission, State of the Nation 2024: Local to National.
  17. 17Demos and Co-op, The Opportunity Effect: how social mobility can help drive business and the economy forward.
  18. 18Department for Science, Innovation and Technology, AI Skills Boost: free AI training for 10 million workers by 2030.
  19. 19Department for Education, 450,000 disadvantaged pupils could benefit from AI tutoring tools.

AI skills, built early

The workforce you will hire in 2030 is choosing now

Entry-level work is being reshaped fastest for the young people already closest to AI. Building the habit early, for the students furthest from it, is how that shift widens opportunity rather than concentrating it.

AI met as a governed system

A young person whose first serious AI is labelled, bounded and built for their age learns a different habit from one who meets it as an open chatbot. The habit is judgement, and it transfers straight into the workplace.

Verification as a working skill

The platform teaches students to ask where a claim came from, what it rests on and how to test it. That judgement is what makes AI useful inside a working team, and it is learned by practice rather than from a slide deck.

Choosing with the shift in view

Career pages carry an AI-exposure outlook, so a 17 year old can see how the work they are aiming at is changing while there is still time to choose around it.

Foundations built before the job

The national AI skills programme starts at the point people are already in work. The same foundations laid at 16 reach the young people who would otherwise arrive at that programme furthest behind.

AI literacy in practice

The habit a student picks up is judgement

Four choices, shipped across the platform, decide what a young person learns about AI while they use it. Each one is a working habit an employer inherits.

A governed AI, not an open chatbot

Students practise against a system built for their age and their task, inside guardrails, rather than against a general assistant that was designed for neither.

Every surface declares its stance

Each part of the platform states plainly whether AI is involved and what it is doing there, so a student always knows what they are talking to.

Taught to check the answer

The habit AVA builds is verification: where a claim came from, what it rests on and how to test it. That habit is the difference between using AI well and being used by it.

A route through without it

Every task has a path that works without the AI layer, so a student who prefers to think it through on paper reaches the same place.

Safeguarding and governance

Anyone working with under-18s inherits a duty of care

Students on AVA are 16 to 18. An employer whose name sits on a programme reaching them is entitled to see exactly how the platform handles their input, their data and their safety.

Triple-lock moderation

Every student input passes three layers before any AI response: OpenAI moderation, a second AI safety model and a curated keyword check, with traffic-light escalation.

Age-appropriate by design

Built to the ICO Children’s Code and the Online Safety Act for under-18s, with content filtering and child-centred design throughout.

Monitored and logged

Input prompts and responses are logged for review, and serious concerns escalate to a designated safeguarding lead, so staff can stand behind it.

Protective access windows

Access is suspended overnight using device local time only, with no location or timezone data collected, protecting vulnerable students outside appropriate channels.

The governance an employer partner can review

Triple-lock moderation on every input pathTwo AI moderation layers and a curated keyword check run before any AI response, with traffic-light escalation.In place
Escalation to a designated safeguarding leadSerious concerns suspend the session and reach a named person, with the record kept for review.In place
Built to the standards written for childrenThe ICO Children’s Code, the Online Safety Act and the DfE generative AI product safety expectations.In place
Protective access windowsAccess is suspended overnight using device local time only, with no location or timezone data collected.Live now

The same governance pack goes to universities, funders and safeguarding leads, and it is available before a first conversation.

A programme that reaches teenagers is judged on its worst day, so the safety design comes before the feature.

What a partner reviews first

Moderation, logging, escalation and data protection are documented, reviewable and the first thing any employer partnership is assessed against.

Youth voice, with a paper trail

Four steps that turn a comment into a change

Products for young people are usually designed for them rather than with them. This loop runs continuously, in short cycles, and every stage leaves a record a partner can read at /feedback.

Logged in their own words

Every student comment is recorded verbatim against the screen it happened on, with the evidence attached, then grouped by feature so patterns surface rather than anecdotes.

Traced to a cause

Each finding gets a written root-cause analysis naming the screen and the change it needs, so a student comment becomes an engineering decision with a paper trail.

Closed by a guard

A finding counts as fixed once a named automated check exists that fails if the problem returns. The student who reported it is the reason the test is there.

Published, not filed away

The de-identified record is public: what students said, what changed because of it and what is still open. Read it at /feedback.

Where it applies

One standard, across every subject

Medicine is where AVA started and where the evidence is deepest. The same preparation, governance and evidence discipline now run through every competitive route the platform supports, which is the breadth an employer pipeline needs.

The harder questions

What employer teams ask first

Early careers leads, social mobility leads and safeguarding teams ask the same handful of questions before they put a name to a programme reaching teenagers. Here they are, answered plainly.

The employer stage is the next one AVA is building towards, and the conversations that shape it are open now. What runs today sits upstream of recruitment: the careers layer, the application navigator, the network and cultural capital surfaces, and the reporting that follows a defined cohort. An employer briefing starts from the cohort you want to reach and the stage of your pipeline you want to widen.

Institutional partnership briefing

Bring AVA into your access, admissions or workforce strategy

We will map your cohort, current provision, delivery constraints and evidence goals, then recommend a pilot or partnership shape that can stand up to institutional scrutiny.

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