
The good, the bad and the brilliant
Over the years we’ve seen graduate programs evolve from well-intentioned onboarding schemes into sophisticated development pathways that shape the future of work. Yet despite all that progress, too many programs still fail to deliver what both organisations and graduates need most – learning that’s applied and builds real capability in the workplace.
For today’s early-career professionals, learning isn’t a checkbox at the start of a career, it’s a lifelong pursuit. Generation Z expect continuous development, meaningful connection and the chance to apply what they learn in real time. For organisations the challenge is keeping pace with that expectation while managing the practical realities of scale, time and resources.
“Graduates don’t want to be spectators in their own development. They want to see that what they’re learning has a direct link to the work they do and that it makes them more capable, confident and connected.”
Craig Crowther
CEO, Cahoot Learning
At Cahoot Learning we’ve designed, delivered and refined graduate programs across government, enterprise and education. We’ve seen what makes them great, where they often go wrong and what it takes to make them truly brilliant.
What successful graduate programs get right
The best programs share a few defining traits.
A clear purpose beyond induction
Cohort connection as the foundation

Structured, progressive development
Relevance and real-world application
A culture that values learning

No metrics for success
Too much administrative lift
Common pitfalls and missteps
Learning without connection
Content overload, limited application
Lack of clarity or consistency
“The biggest gap we see isn’t enthusiasm, it’s structure. Most graduate programs start strong but fade because they don’t build in connection, accountability and momentum.”
Craig Crowther
CEO, Cahoot Learning
What the best programs do differently
Always-on, not one-off
Graduate-centred

Collaborative cohorts
Cohort-based social learning transforms passive consumption into active collaboration. Graduates build networks that last well beyond the program, strengthening both engagement and retention.
Integrated feedback and analytics
Modular flexibility
Modern programs mix and match content, embedding an organisation’s own material, proven modules or co-designed experiences that reflect its unique culture, values and priorities.
Key takeaways & what to look for
Programs are purposeful, connected and structured
Social learning structures are at the program's core
Build confidence, capability and belonging
Engage graduates socially not just digitally
Deliver measurable outcomes with manageable effort
Bringing it all together
Graduate programs are one of the most powerful ways to shape the next generation of talent but only when designed with clarity, connection and capability in mind.
“We’ve learned that brilliance comes from balance between structure and flexibility, ambition and simplicity, social learning and application. When those elements align, graduates don’t just complete a program they transform how they contribute.”
Craig Crowther
CEO, Cahoot Learning
After years of experience one thing is clear, when graduates are set up to succeed the entire organisation moves forward with them.
If you would like to learn more or explore how Cahoot Learning can support your graduate program please get in contact.