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GCRI · Future of Work and Skills

Education to work transition

The move from education into stable, decent work shapes a young person’s earnings and wellbeing for years. Many young people face long searches, informal or temporary jobs, or neither work nor study. This page sets out how school-to-work transitions unfold and stall, how they are measured, and what evidence serves the education and labour authorities, employers and youth organisations involved.

02The question

Education to work transition: how the risk develops.

Access and professional inclusion. The dossier below sets out how the risk develops, what is measured, where the data come from, how it is modelled and who decides.

Mechanism

Skills mismatch slows entry

When education does not match employers’ needs, graduates struggle to find suitable work and employers report shortages at the same time.

Mechanism

Early setbacks scar

Unemployment early in a career lowers later earnings and employment, an effect known as scarring.

Mechanism

Work-based learning helps

Apprenticeships and internships linked to qualifications ease the transition by combining learning with real work.

Mechanism

Barriers differ by group

Young women, rural youth, young people with disabilities and those from poor households face longer transitions.

03Monitor

Skills and exposure console.

The screen a team would use to follow this subject: its measures, states and decisions. Names are examples and values are illustrative.

Skills and exposure console

Education to work transition · Labour market A · Year 3

Gap in data rolesGCRI · Future of Work and Skills

Occupations by exposure

Clerical support59,3590.8SubstituteData operations
Machine operators45,6090.6MixedRobot maintenance
Care workers20,9650.2ComplementUpskill
Analysts11,5410.3ComplementUpskill

Vacancies by skill

050100vacancies per 100 jobseekersDataCareTradesGreenAdmin

Reskilling pathway

  1. Assessskills profile
  2. Matchtarget role
  3. Train13 weeks
  4. Placeemployer
  5. Follow up6 months
Skills and exposure console: the screen’s structure, terms and states for Education to work transition.Example names and illustrative values; a design, not a record or a live system.
04Across the domains

Transitions into work depend on each domain’s demand for skills.

05Methods and evidence

How education to work transition is modelled, measured and tested.

The model, its assumptions, its data and its uncertainty, in the form a scientist or engineer would check. Structures follow published methods. The values drawn are illustrative, not findings.

System model

The couplings between the systems in education to work transition: signs of influence, a reinforcing and a balancing loop, and cross-links where stress jumps.

++−++WorkSocietyArtificial intelligenceCommunitiesEconomyR reinforcingB balancing
Causal loop diagram from the page’s systems; signs show the direction of influence. Illustrative structure for a system dynamics or network model, not estimated couplings.
FAIR guiding principles · GO FAIR and FORCE11W3C PROV · World Wide Web ConsortiumGuidance on consistent treatment of uncertainties · IPCCCEOS Analysis Ready Data · Committee on Earth Observation Satellites
06Indicators

What is measured, and how well.

Each indicator carries its unit, its cadence, the kind of source behind it and the evidence label a value would carry. No values are shown: a programme supplies them under its own authority.

IndicatorUnitCadenceSource typeLabel
Youth not in employment, education or trainingpercent of youthannualLabour force surveysPublished statistics
Youth unemployment ratepercentquarterlyLabour force surveysPublished statistics
Time to first stable jobmonthsper surveySchool-to-work transition surveysREPORTED
Apprenticeship participationcountannualApprenticeship registersPublished statistics
Graduates in jobs matching their fieldpercentper surveyGraduate tracer studiesREPORTED
Informal employment among youthpercentannualLabour force surveysPublished statistics
07Sources

Where the evidence comes from.

Named public datasets and institutional records, each with its licence class. Sources by agreement are used only under their terms and never republished.

SourceWhat it givesLicence class
ILO school-to-work transition surveysTransitions of young people into workPublic, ILO terms
ILOSTAT youth labour market indicatorsNEET, unemployment and informalityOpen, CC BY 4.0
OECD Education at a GlanceEducation and labour market outcomesPublic, OECD terms
Graduate tracer studies from universities and ministriesEmployment of graduatesLicence per publisher
Cedefop work-based learning resourcesApprenticeship systems in EuropePublic, EU terms
08Decisions

Who decides, and what the evidence serves.

Future of Work and Skills prepares evidence. The decisions below are taken by the authorities named, under their own rules, and never by the platform.

Who decidesThe questionEvidence this page serves
Education and labour ministriesHow to strengthen transitions and work-based learningTransition profiles; evaluations
Employers and sector bodiesHow to offer apprenticeships and entry jobsMismatch and programme evidence
Youth organisationsWhich barriers to addressGroup-specific evidence

Outputs this topic produces

  • Youth transition profiles by group
  • Evaluations of apprenticeship and youth employment programmes
  • Skills mismatch analyses
  • Evidence notes for youth employment strategies
09Core questions

What researchers ask about first transitions.

  • How long does it take young people to find stable work after leaving education, and how does that vary?
  • Which education and training routes, such as apprenticeships, lead to good first jobs?
  • What barriers do disadvantaged groups face in entering professions?
  • How do early spells of unemployment affect later careers?
10Mechanisms

Why first steps matter.

Entering the labour market during a recession or after a long gap can reduce earnings for years, a scarring effect. Employers use qualifications and networks to screen applicants, which favours those with well-connected families. Unpaid internships and informal recruitment can exclude people who cannot afford to work for free or lack contacts.

Systems that combine learning with work, such as apprenticeships and work-integrated learning, tend to ease transitions because they build skills employers value and connections to real jobs. But quality varies, and the occupations offered can reproduce gender and social divides.

11Methods and data

Evidence on transitions.

  1. 01

    Graduate and school-leaver tracking

    Following cohorts into work, using econometrics. Response rates fall over time.

  2. 02

    Evaluation of apprenticeships and programmes

    Comparing outcomes across routes. Selection effects are hard to remove.

  3. 03

    Audit studies

    Testing for discrimination in hiring with matched applications, using social and behavioural science. Studies capture one stage of hiring.

  4. 04

    Skills mismatch measures

    Comparing qualifications and skills with job requirements, using economics and development economics. Different measures give different answers.

12Methods

How it is studied, and what the methods cannot say.

  1. Social and behavioural scienceJob quality surveys · Social dialogue studies · Learner experience researchApplied here
  2. EconometricsDisplacement effects with linked data · Training programme evaluation · Workforce projectionsApplied here
  3. Economics and development economicsTask-based analysis of technology · Labour market institutions · Just transition economicsApplied here
13Where this page’s references

Where this page’s references lead.

The bodies and documents this page is read against. Status and editions change; each link goes to the issuing body.

14Questions

Questions and answers.

What is a NEET?
A young person not in employment, education or training, a measure of youth disengagement from work and learning.
What is scarring?
The lasting negative effect of early unemployment on a person’s later earnings, employment and wellbeing, documented in many countries.
Do apprenticeships help young people find work?
Evidence from many countries suggests that well-designed apprenticeships improve employment, though results depend on training quality and on genuine employer involvement.
What is labour market scarring?
Lasting reductions in earnings and employment for people who experience unemployment early in their careers or enter work during a downturn.
Do apprenticeships work?
Well-designed apprenticeships linked to employer demand generally show good outcomes, but quality and access vary widely between countries and occupations.
Does the platform run internship or graduate schemes?
No. It is a research platform. Supervised learning placements in the Consortium are described by Agency under written terms.
What helps disadvantaged young people most?
Evidence points to combinations of guidance, work-based learning, paid placements and active outreach, rather than any single measure.
How is professional inclusion measured?
Through the representation of different groups in professions, entry rates and progression, compared with the qualified population. Data gaps are common.
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