Skills, Portfolio and Changing Direction

Applications are the visible part of a job search and usually the smaller problem. If the responses are not coming, the answer is more often a gap in evidence than a gap in wording.

Finding the real gap

Do this with data rather than intuition. Collect eight to ten postings for the role you actually want — not the role you have — and analyse them together.

Here are 10 job postings for roles I want, and my CV.

1. List the requirements that appear in most of the postings,
   ordered by how often they appear
2. Mark each as: I clearly have it / partially / not at all,
   based only on evidence in my CV
3. For the "not at all" items, say which could be demonstrated
   with a small project in under two weeks, and which need
   real job experience
4. Point out anything I have that these postings value and my
   CV currently buries

Do not encourage me. Be blunt about the gaps.

[postings]
[CV]

The fourth question is often the most valuable one. Career changers routinely bury the thing that makes them interesting on page two.

A portfolio piece that stands up

1. Solve a real problem, ideally one you or someone you know actually had. Tutorial clones are recognised instantly
2. Finish it. Deployed, published, usable — unfinished work reads as inability to finish
3. Write up the decisions: what you chose, what you rejected, what broke, what you would change
4. Be explicit about what AI helped with. Reviewers increasingly ask, and honesty here reads as maturity
5. Keep it small enough that you can explain every part of it under questioning

Learning with AI without the illusion of progress

A model will explain anything at any level and answer follow-ups without judging you, which makes it the best self-teaching tool most people have ever had. It also makes it very easy to feel you have learned something you have not.

The test is production, not recognition. Reading an explanation that makes sense is not the same as being able to produce the thing with the explanation closed.

• Ask for explanation and then build without it open. If you cannot, you have not learned it yet
• Ask it to quiz you rather than to summarise — retrieval is what forms memory
• Have it critique your work rather than produce work you then admire
• Learn in the direction of a specific artefact, not through a syllabus with no output

Positioning a career change

The instinct is to hide the previous career. That is a mistake — it is usually your differentiator, and it is not hideable anyway.

The frame that works: your previous field gave you a specific advantage in the new one, and here is the evidence you have done the new work. A teacher moving into product understands users and explanation better than most; a nurse moving into operations understands triage under pressure. Name the transferable thing concretely, then prove the new skill with an artefact.

The part AI cannot do

Most roles are filled through people — a referral, a former colleague, someone who saw your work. No amount of prompt quality substitutes for a person who will say your name in a room you are not in.

Use these tools to free up the hours you were spending on rewriting applications, and spend those hours talking to people in the field you want. That trade is the highest-return move in this entire course.