Next Roundtable · Thu 14 May · "Managing Candidate Overload"
Our story · Founded 2014

A decade of two-sided data, and a stubborn belief in potential.

We started in 2014 as GetMyFirstJob — one of the UK’s first early-careers platforms for young people leaving school. Twelve years on, that bet has become a multi-product platform, a 64-person team of practitioners, and a body of evidence covering 1.1 million candidates. The brief hasn’t changed: find potential where it’s actually formed, not where it’s easiest to spot.

Why we built this

Early careers hiring still selects on prior advantage. We think it can do better.

Twelve years ago, the founding observation was simple. The polished CV is rarely the strongest signal of future performance. It’s a signal of who has been supported well — the parents who edited the personal statement, the family connection that opened the internship, the school that ran a careers programme worth attending. None of that is the candidate’s fault, and none of it tells you what they’ll actually do at work.

The average graduate vacancy gets 140 CVs. Most of them measure past advantage, not future potential.

The market has only got harder since. Candidates now use AI to write applications. Employers use AI to screen them. Volumes go up, signal quality goes down, and confidence in the decision at the end goes with it. Adding more screening is not the answer. The answer is to capture genuine behavioural evidence before a candidate writes a single word — and to make the eventual hiring decision on what they actually did, not what they (or their language model) claim.

That’s the system we’ve been building, one product at a time. It’s also, incidentally, how you find potential everywhere — first-generation candidates, apprentices, school-leavers, people whose CV doesn’t quite scan but whose work, when you look at it, clearly does.

How we got here

Twelve years, six product launches, one mission.

2014

Founded

Launched as GetMyFirstJob with backing from Nesta, City & Guilds and UnLtd. Social enterprise from day one. The first market we served was young people, not employers.

01st
Year
2017

First 100k candidates

The candidate side scaled. We started seeing the two-sided picture — what young people actually want, vs what employers think they want. The gap was bigger than expected.

100k
Candidates
2019

TalentPortal launches

Our first piece of employer-facing software: a headhunt-model ATS for early careers. Search candidates by declared interest rather than waiting for CVs to arrive. Product-market fit was instant.

1st
Product
2022

Immersive Work Experience

Branded virtual work experience launches with Channel 4 and DHL. Designed to capture behavioural signal at the point engagement is highest — ages 14–18, before applications are written.

14+
Age
2024

Assessment Platform released

The piece that made the journey connected: TalentAssess converts engagement evidence into ranked, validated, defensible shortlists. Independently benchmarked at r = 0.42 against first-year performance.

r=.42
Validity
2026

Today

Six platform products covering the full early careers journey. Used by 110,000 UK employers across seven sectors. Still a social enterprise; still unreasonably interested in fairness.

2.4M
Applications
Where we are now

110,000 employers. 1.1 million young people. One platform.

The numbers are useful because they’re the dataset every product is benchmarked against. Validity scores, adverse-impact thresholds, time-to-shortlist — all of it is calibrated against what 2.4 million real applications actually did.

It’s also a moat. New entrants can buy software; they can’t buy a decade of two-sided behavioural data.

Employers on platform
110k
UK employers have used Talent People products since 2014.
Candidate registrations
1.1M
Young people registered through our platforms to date.
Applications handled
2.4M
Applications processed with two-sided behavioural data.
Sectors served
07
From financial services to utilities, with sector-specific competency models.

Backed, endorsed & partnered with

Nesta City & Guilds UnLtd Social Enterprise UK Institute of Student Employers Crown Commercial Service
What’s next

The next decade is about fairness at scale.

The hard problem now isn’t finding signal — we have plenty of that. It’s making sure the signal is used fairly, explainably and consistently across very different sectors. That’s where most of our research, product and engineering attention is going.

If you’d like to understand the methodology, talk to a practitioner, or see how a piece of it would work for your roles — we’d love to hear from you.

Get in touch Read our research