There is a difference between a CV that reads well and a CV that stands up to questions. The first is easier than ever to produce. The second still requires work: choosing relevant experience, describing it accurately and explaining why it matters for the role.

That is the useful starting point for a 2027 job search. Before changing the font or asking an AI tool to improve the language, ask what an employer could verify. What did you do? How did you do it? What changed, or what responsibility did you carry? A convincing answer can be modest. It needs to be true and relevant.

This also offers a better way through the anxious advice surrounding applicant tracking systems. Software is involved in many recruitment processes, but it does not follow that every application is judged by the same algorithm or that there is a universal formula for beating it.

What the software documentation actually says

Greenhouse, a recruitment software provider, explains that its resume parser extracts information to populate a candidate’s profile. Its support guidance, updated in March 2026, identifies potential problems with complex layouts, graphics, image-only documents and information placed in headers or text boxes. It also explains that when parsing fails, the CV can remain attached to the candidate record.

The distinction is important. A failure to extract information is not, by itself, evidence of an automatic rejection. This is one supplier’s documentation, not a description of every system. It supports a sensible precaution—make the document easy to interpret—without supporting the folklore that an invisible machine rejects all unconventional formatting.

Follow the employer’s file instructions first. Use clear headings, readable text and a layout whose meaning survives without decorative elements. If a portal extracts your work history into fields, inspect those fields before submitting. A well-presented document is useful to a recruiter; a correctly populated application is useful to the process.

Build the evidence before the wording

Create a working inventory separate from the CV itself. List examples of problems solved, work completed, customers helped, systems learned and responsibilities trusted to you. Include relevant paid work, volunteering, study and projects. Then choose the examples that answer the vacancy’s requirements.

For each one, distinguish activity from contribution. “Responsible for stock checks” names a duty. A stronger, hypothetical account would explain that you reconciled discrepancies between deliveries and recorded stock, identified recurring errors and agreed a revised checking routine. If you can substantiate a numerical result, include it with its period and context. If you cannot, describe the result honestly rather than manufacturing a percentage.

Be careful with team achievements. You can be proud of an outcome without claiming sole credit. State what you owned, what colleagues did and how the work connected. That makes it easier to answer follow-up questions and gives the reader a more accurate view of your level of responsibility.

The National Careers Service recommends tailoring a CV to the role. The point is to select relevant evidence and bring it forward. It does not mean renaming a qualification, disguising a gap or suggesting you possess a skill because its name appears in the advert.

Write for the decision the employer has to make

A hiring manager needs to decide whether the available evidence justifies the next stage. Make that task easier. If the vacancy requires coordinating schedules, show an example of coordinating schedules. If it requires resolving complaints, show the judgement involved in a real complaint you handled.

Acas’s shortlisting guidance recommends assessing applicants against the job description and person specification in a consistent way. That is a useful editing lens: could someone find evidence for the important criteria without inferring what your previous title probably involved?

Industry language can help when it is accurate. Use the recognised name of a qualification, method or tool you genuinely know. Spell out an unfamiliar abbreviation where needed. Repeating a phrase several times does not compensate for missing evidence, and copying a job description into a personal statement can make the reader work harder to discover what you have actually done.

Use AI as an editor with boundaries

An AI tool can suggest a clearer structure, identify repetition or help you practise explaining an example. Give it the facts you are comfortable sharing, then check every alteration. A change from “assisted” to “led” is not a stylistic improvement if it changes your contribution.

The Civil Service’s candidate guidance on AI provides a useful employer-specific example. It permits support with clarity, research and preparation while rejecting invented experience, generic copied responses and the use of AI to complete assessments. Other employers may set different rules; read the instructions for the application in front of you.

Keep sensitive information out of prompts. You can explain an example without disclosing a customer’s identity or a previous employer’s confidential figures. The test is whether you could comfortably account for both the information you provided and the final words you submitted.

Prepare to continue the story aloud

A CV is an introduction to evidence, not the end of the assessment. The CIPD’s selection methods guidance includes structured interviews and job-relevant assessment tasks. Prepare for those by asking what each claim on your CV would look like in practice.

Can you explain a decision, describe an alternative you considered and show what you learned? Can you give a bounded account of a result without overselling it? If you cannot explain a phrase naturally, rewrite it until you can.

Use a conversation at a careers fair to test which evidence an employer values. Then refine the application for a suitable role on The UK Careers Fair Jobs Board. Keep a copy of each version so you know what an interviewer has read.

The best preparation for 2027 is a document that makes your experience legible and leaves you ready to discuss it. Polish earns attention. Specific, defensible evidence gives that attention somewhere to go.

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