Career and Job Search Prompts

The process on the other side is getting more structured. Prepare structurally.

There is a useful asymmetry in job hunting that almost nobody exploits: the hiring side has decades of published research telling it what works, and a lot of it is now being adopted.

The headline finding is from Sackett, Zhang, Berry and Lievens, writing in the Journal of Applied Psychology in 2022. Correcting a systematic overcorrection that had inflated decades of earlier estimates, they re-ranked the predictors of job performance and put structured interviews at r = .42, above cognitive ability tests at .31 — making the structured interview the strongest single predictor available. Earlier work by Schmidt and Hunter had put structured interviews at .51 against .38 for unstructured. Both agree on the operative point: structure roughly doubles an interview's predictive power.

So the interviews you walk into are increasingly the same questions in the same order for every candidate, scored against a rubric written before you applied. That sounds impersonal. It is actually the best news a well-prepared candidate gets, because a structured process rewards preparation over rapport. The questions are predictable, the evidence they want is specific, and charm has less room to operate — in either direction.

Prepare for the process that exists rather than the conversation you are imagining.

One rule runs through this entire pack

Every prompt here uses only your real experience. None of them will invent a title, a date, a tool, a responsibility, or a metric. Where a number would strengthen a claim and you have not supplied one, they emit a placeholder for you to fill in rather than producing a plausible figure.

This is not just an ethical position, though it is that. A fabricated resume is a document you then have to defend in a structured interview designed to probe specifics, against a reference check, and potentially against a background check. The failure mode is severe and delayed.

The application

Tailor Your Resume to a Job Description reorders and reframes what you have actually done against what this specific role is asking for. Most people send one resume everywhere, which optimises for nothing.

Turn a Job Duty Into an Achievement Bullet is the highest-value small prompt in the pack. Responsible for the customer onboarding process describes a job. Redesigned onboarding, cutting time-to-first-value from 14 days to [add a number] describes a person who did something. The difference is what a structured screen is looking for.

Check Your Resume Against a Job Posting's Keywords handles the automated screen — honestly, by finding real experience you described in different words, not by stuffing terms.

Write a Cover Letter for a Specific Job is built around the thing a cover letter can do that a resume cannot: connect your specific history to this specific problem, and explain anything the resume raises.

Write or Improve Your LinkedIn Headline and About Section covers the profile recruiters search, which for many roles matters more than any application you submit.

Getting a human involved

Message a Recruiter or Hiring Manager About a Role is short, specific, and makes clear why you and why this role. The business communication pack covers the wider craft of asking someone for something.

Preparing for a structured process

Generate Likely Interview Questions for a Role works from the job description and the competencies it implies. In a structured process this is unusually effective, because the questions genuinely are derived from a scorecard someone built from that same description.

Build a STAR Answer to a Behavioral Question is the core preparation prompt, because structured interviews are overwhelmingly behavioural — what did you actually do, not what would you do. The structure matters: most unprepared answers spend all their time on situation and task and never get to the specific actions the interviewer is scoring.

Prepare six to eight strong examples rather than one per question. The same project, told with different emphasis, answers questions about conflict, about ownership, about failure, and about influence.

Answer Tell Me About Yourself handles the opener that sets the frame for everything after it, and is the single most reliably wasted two minutes in interviewing.

Prepare Smart Questions to Ask Your Interviewer treats this as genuine diligence rather than a performance. You are evaluating a job you may spend years in, and the questions that reveal the most are usually about how decisions get made and what happened to the last person in the role.

Write a Post-Interview Thank-You or Follow-Up adds something — a better answer to a question you fumbled, a resource relevant to what you discussed — rather than only expressing gratitude.

Difficult ground, and the offer

Explain a Career Change or Employment Gap produces a brief, unapologetic, factual account. The over-explained gap is the one that reads as a problem; a straightforward sentence almost always closes the subject.

Negotiate a Job Offer covers the whole compensation picture rather than base salary alone, and carries an additional constraint: it will not invent market rates for you. Bring real data — you can find it — because a negotiation anchored on a number the model produced is a negotiation you may not be able to support.

Once you are in the job

Write a Self-Assessment for a Performance Review is the same evidence discipline applied internally, and most people badly under-document their own year.

Two prompts here are written from the manager's side and are worth reading anyway, because knowing what a good case looks like tells you what evidence to be generating: Build a Growth Plan for Someone Ready for More and Make the Case for Someone's Promotion, both from the management pack. The hiring pack shows you the process from the employer's chair — including the scorecards and rubrics you are being scored against.

Where this stops

These prompts work from what you tell them and will not fabricate experience, credentials, or market data. They are not legal or immigration advice: employment terms, non-competes, equity grants, visa implications and severance are consequential documents, and anything you are asked to sign at offer stage is worth a professional's eye. Nothing here can tell you whether an offer is fair for your market — that requires real comparables you gather yourself.

Sources

• Paul R. Sackett, Charlene Zhang, Christopher M. Berry and Filip Lievens, Revisiting Meta-Analytic Estimates of Validity in Personnel Selection, Journal of Applied Psychology, 2022 — structured interviews r = .42, cognitive ability r = .31
• Frank L. Schmidt and John E. Hunter, The Validity and Utility of Selection Methods in Personnel Psychology, Psychological Bulletin, 1998 — structured .51 against unstructured .38