The Pre-Career Crucible: Securing Data/Tech Roles in the AI Era

Getting a first job in data and AI has become harder. AI now handles much of the routine work that used to go to graduates, so a good GPA and a list of tools no longer stand out. Employers want evidence that you can solve a business problem, not just pass a course. The candidates who get hired show that before they apply.

The Pre-Career Crucible has two parts. First, you work through the free Pre-Career Playbook, which takes you through translating your skills into business value, building evidence of what you can do, and planning how you’ll approach the market. Then you book a 45-minute one-on-one session. I review your completed work as a hiring manager would. I’ve hired graduates and early-career people for data teams at SEEK, Go1, Xero and Probe CX, so I know what makes an application stand out and what gets it passed over. You’ll leave with a sharper story and a clear plan for your search.

Who this is for

• University students in their final year, and recent graduates, aiming for a first role in data, analytics, AI or tech.

• Career changers moving into data or AI from another field.

• People who are applying but getting few callbacks, or who aren’t sure how to describe what they can offer.

Who this isn’t for

• People already two or more years into a data or tech role. If you’re stuck below lead or head-of roles, The Plateau Breaker is built for you.

• Anyone looking for technical training. This session is about how you present your value, not about learning Python or machine learning.

• Anyone who won’t complete the Playbook first. The session reviews your finished work, so without it there’s nothing to review.

Download the free Playbook and work through its exercises before booking. The Translation Matrix links your technical skills to the business problems they solve. The Friction Audit has you find and analyse a real problem worth solving. The Capstone pulls it together into a short pitch for how you’ll approach the market. The Playbook is free, but the value comes from doing the exercises properly. Write up your answers in full, because they’re what we’ll work on together.

Once you’ve finished the Playbook, book your session and send me your completed exercises and Capstone pitch at least 48 hours beforehand. In the session, I’ll read your story the way a hiring manager would, and tell you honestly what lands and what doesn’t. We’ll cut what sounds academic, connect your technical skills to the outcomes employers pay for, and tighten your plan for who to approach and how. You’ll leave with a revised pitch and a short list of next steps for your search.