The Employability Reset: What Does “Workforce Ready” Mean in the Age of AI?

Students want to be successful. And, in pursuit of success, they are signing up for what they’ve been asked: a degree. Technical capability. Maybe some credentials. Often, work experience.

Yet, when they leave higher education, they aren’t necessarily “ready.”

But what does “ready” actually mean?

According to Cengage Group’s 2025 Graduate Employability Report, 48% of recent graduates reported feeling unprepared to even apply for entry-level jobs in their field, while 89% of educators believed their students were workforce-ready.

That is a massive disconnect.

And now we are adding AI into the equation.

There is tremendous pressure to prepare students for an AI-driven workplace. The response is understandable: build AI literacy, introduce new technical capabilities, add credentials, teach students how to use the tools.

All of that matters.

But what if AI is changing not only the skills students need, but the entire transition from education to employment?

For years, the equation was roughly:

Education + technical knowledge + credentials = workforce ready.

Now, we risk simply adding AI skills to the same equation and carrying on, even as the pathway from education into work is being fundamentally altered.

Our work suggests the issue is much bigger. Among our technical program applicants, 80.2% rated themselves highly in technical expertise and 83.8% reported knowing multiple coding languages. Yet 76.4% were looking for leadership experience and 71.3% wanted career-path opportunities, while only 43.4% selected technical credentials.

These are not young people rejecting technical learning. They are technically capable students telling us that technical capability is only part of what they believe they need to move forward.

We saw another side of this through our work with International Experience Canada, where we brought employers and young people into the same conversations about the future workforce.

Underlying many employers’ concerns was some version of: Why aren’t candidates ready?

Young people were asking very different questions.

Why doesn’t anyone call me?

What am I supposed to say?

Why did a company come to my university, only to tell me to apply online?

And that is where the conversation becomes interesting. Everyone sees a readiness problem. But they are not necessarily seeing the same problem.

Employers increasingly want people who can communicate, adapt, exercise judgement, solve problems, work with others and continue learning as technology changes. Yet recruitment can still be built around previous experience, credentials and increasingly automated processes.

Universities are being asked to prepare students for an unpredictable labour market while simultaneously responding to AI, new technologies, changing student expectations and pressure around graduate outcomes.

And students are doing much of what we have told them to do:  Earn the degree, gain the technical skills, add credentials and get experience. Yet many are still unsure how those pieces connect to an actual career.

Meanwhile, AI is changing all three sides at once.

It is changing how students learn and access information.

It is changing how employers recruit, screen and assess candidates.

And it is changing jobs themselves, including many of the entry-level tasks through which previous generations learned how workplaces operated.

So the question for higher education cannot only be: What new skills should we teach?

The next employability challenge isn’t teaching students one more skill. It’s redesigning the transition from education into work.

That transition includes technical knowledge, of course. But it also includes confidence, agency, judgement, relationships, professional exposure, reflection, community and access to opportunities.

It includes helping students understand the value of experiences they may not consider “career experience” at all. Someone who has worked in hospitality, volunteered, led a student society or travelled independently may already have developed adaptability, communication, problem-solving and resilience. The question is whether those capabilities are being developed further, recognised and connected to future opportunities.

Our Canada workshops offered one glimpse of what happens when young people have opportunities to engage directly with professionals, test assumptions and practice navigating the unwritten parts of professional life. Immediately afterward, 92.1% of respondents reported greater confidence about their future, while their reflections repeatedly returned to trying, persistence, taking opportunities, showing up and continuing through uncertainty.

But this cannot simply become another employability workshop at the end of a degree.

If the transition itself is changing, career readiness needs to become part of the student journey rather than something students suddenly encounter when graduation is approaching.

That is something we are now exploring through our work with The Hague University of Applied Sciences in the Netherlands. Through CareerReadyConnect, we are exploring what it looks like when a structured career-readiness layer sits alongside the academic experience, complementing the career-focused work of faculty while making the transition toward professional life a more deliberate part of the student journey.

The aim is not to turn universities into vocational training providers. Nor can employers simply hand responsibility for workforce readiness back to education.

Employers have a role in this reset too. If organisations want adaptability, judgement and potential, their hiring practices need to recognise those qualities. If they want graduates with experience, they need to help create places where that experience can be gained. And if AI is removing some of the traditional entry-level work through which young people once learned, employers will need to become more intentional about where early-career development happens.

Students have a role as well. Careers are becoming less linear. Technologies will continue to change. Agency, curiosity and the willingness to keep learning will matter enormously.

Which brings us back to the original question:  Are students workforce ready?

I think we need to stop asking that question in isolation. Ready for what? According to whom? And who is responsible for helping them get there? If the transition from education to employment has fundamentally changed, then designing that transition can no longer sit at the margins of higher education.

Join Marti’s Learning Café ‘The Employability Reset: Why Universities and Employers Are Redefining Workforce Readiness in the AI Economy‘ at OEB 2026.

Written for OEB 2026 by Marti Grimminck.