What is actually changing?
Technology, hiring, professional work and regulation.
CAREER RISK LAB · INDEPENDENT CAREER INTELLIGENCE
Better evidence for decisions that shape a young person's future.
Career Risk Lab investigates how technology, labour markets, professional training and changing education routes are reshaping careers — helping parents and schools make important decisions with clearer evidence and less guesswork.
UK 2026/27 evidence base · Decision frameworks designed for use internationally
IndependentNo paid profession rankings.
Evidence-ledPrimary and authoritative sources wherever possible.
TransparentData, CRL analysis and unknowns are separated.
CurrentMajor assessments carry an evidence date.
WHY CAREER RISK LAB EXISTS
Career information is everywhere. Decision-quality analysis is not.
Most careers services help young people discover opportunities, understand themselves, find courses or apply for programmes.
Career Risk Lab starts at a different point: when a family already has a serious option and needs to decide whether it is worth committing to.
What does the commitment involve?
Time, cost, qualification and Training Lock-In.
What if our forecast is wrong?
Portability, alternative pathways and Option Value.
PROFESSION 2035
Ten professions. The same questions applied consistently.
Every CRL Career Guide examines a profession through the same Career Risk Lens, making meaningful differences easier to see without pretending they can be reduced to a single “safe career” score.
01
Computer Science & Software Engineering
If AI can code, what is the degree preparing a student to do?
Read the guide02
AI & Data Science
Study AI directly — or build deeper foundations first?
Read the guide03
Engineering
How much does physical-world responsibility change the AI question?
Read the guide04
Medicine
What is changing underneath a resilient job title?
Read the guide05
Law
If AI can research and draft, what happens to trainee work?
Read the guide06
Architecture
Does a long pathway still make sense as design technology accelerates?
Read the guide07
Accounting
If routine work shrinks, how do new accountants develop expertise?
Read the guide08
Finance
Which parts are augmented — and which are genuinely exposed?
Read the guide09
Cybersecurity
Does a workforce shortage guarantee an easy entry market?
Read the guide10
Dentistry
Is the greater risk technology — or training and workforce economics?
Read the guideTHE CRL FRAMEWORK
A framework, not a ranking.
Career Risk Lab does not publish a single “career safety score”. Careers contain different kinds of risk and opportunity. Collapsing them into one number hides the information families actually need.
01Underlying demand
02Task-level AI exposure
03First-Rung Risk
04AI Complementarity
05Economic substitution pressure
06Regulation and accountability
07Training Lock-In
08Career Portability
09Alternative pathways
10Geographic exposure
11Evidence confidence
First-Rung Risk
What happens when technology changes the work through which beginners traditionally learn?
Training Lock-In
How much must be committed before the student reaches a useful qualification or credible exit point?
AI Complementarity
Does technology substitute for professional value — or increase what a capable professional can achieve?
Option Value
What remains useful if our prediction about the future turns out to be wrong?
What the evidence shows. What CRL concludes. What nobody yet knows.
DATA
Claims supported by traceable published evidence: government statistics, professional regulators, academic research and transparent employer evidence.
CRL ANALYSIS
Career Risk Lab's interpretation of what the available evidence may mean for families making a decision.
UNKNOWN
Important questions where the evidence does not support a confident conclusion.
Uncertainty is not a weakness in the analysis. Hiding it is.
FROM RESEARCH TO DECISION
Turn the research into a family decision.
Reading about a profession is not the same as deciding whether a particular pathway is right for a particular teenager. The Parent Career Decision Canvas brings together the evidence, the teenager and the commitment in one structured conversation.
Fit
Is this something they actually want?
Commitment
What are we committing to?
Decision-critical risks
What could actually change the decision?
Uncertainty
What do we know, assume and genuinely not know?
Robustness
Does the choice still work if the future surprises us?
Next evidence
What will we find out before deciding?
Download the Parent Career Decision Canvas — Free
No score. No recommendation algorithm. A structured way to make a better decision.
THE CAREER RISK LAB PARENT GUIDE
What Should My Child Study?
An evidence-based guide to degrees, apprenticeships and careers in the age of AI.
The flagship Career Risk Lab guide brings together the Career Risk Lens, ten profession analyses, university-versus-apprenticeship decisions, Option Value and the Parent Career Decision Canvas.
Amazon editions coming soon
UK 2026/27 evidence base · Framework designed for international use.
Books & ReportsFOR SCHOOLS
Better career conversations with parents — without another platform.
Career Risk Lab is designed to complement the careers systems schools already use, not replace them. Our role is different: independent research and decision tools that help parents understand changing professions, compare pathways and ask better questions.
- Parent career guides
- Parent Career Decision Canvas
- Profession briefings
- Parent presentation packs
- Changing World of Work briefings
- Annual evidence updates
Educational photography
Reserved for licensed photography of a real parent-engagement or careers conversation.
Research & Briefings
Three questions shaping current CRL analysis. Full briefings will be published only when the underlying evidence review is complete.
RESEARCH QUESTION
Why AI exposure is not the same as job loss
See how CRL approaches this questionRESEARCH QUESTION
The First-Rung Problem: what happens when junior work changes?
See how CRL approaches this questionRESEARCH QUESTION
University or degree apprenticeship? Compare the offer, not the category.
See how CRL approaches this questionEDITORIAL STANDARD
Our analysis cannot be bought.
Career Risk Lab exists to help families and schools evaluate consequential choices. Universities, employers, professional bodies and technology companies cannot pay to alter, suppress or improve a CRL assessment.
Where evidence is strong, we say so. Where our conclusion is analysis rather than fact, we label it. Where the evidence does not support an answer, we say UNKNOWN.
Read our editorial standards