Your First Interview in Years: What Has Changed and How to Adjust

If the last interview you sat was for the job you have just left, much of what you remember still holds. The changes arrived gradually, so anyone who spent ten years inside one employer, on a career break or in the armed forces never had to notice them. None are hard to adjust to once you know they are coming.

Questions follow a script, and answers follow a scoring guide

The biggest change is the one you cannot see from the candidate’s chair. Many employers now run structured interviews: every candidate gets the same questions in the same order, and each answer is marked against a written guide describing what a weak, acceptable and strong answer contains. The interviewer is often typing while you speak and may have been told not to rephrase questions or drop hints. A 2022 re-analysis of decades of selection research by Paul Sackett and colleagues, published in the Journal of Applied Psychology, ranked structured interviews as the strongest predictor of job performance among the methods it compared, which goes some way to explaining why they spread.

Most of the questions are behavioural: “Tell me about a time you had to deliver bad news to a customer.” The guide rewards one specific past example, with your own actions and a result. It cannot credit “I’ve always been good with difficult customers”, however true, and it cannot credit a twelve-year reputation the panel has never seen. If the format is new to you, start with how to answer behavioural interview questions.

Experienced candidates face one more layer: the same story is read against the level you are applying for. Fixing a problem yourself meets the bar for a mid-level role, but for a manager role the panel wants to hear how you got it done through other people. Our guide to interview questions for experienced candidates covers how each level is judged.

First rounds often happen on a screen

Live video interviews on Teams, Zoom or Google Meet are now ordinary for first rounds and sometimes for every round, even for jobs done entirely on site. Treat them as a real interview: test the link on the device you will use the day before, raise the camera to eye level, face a window or lamp, and silence anything that might ring or ping.

The bigger surprise is the one-way recorded interview. You get a link, questions appear on screen, and you record answers against a timer with nobody on the other end. A recruiter, and sometimes software, reviews the recording later. It is most common in graduate and high-volume hiring but turns up in experienced hiring too. Rather than repeat it here, read what a recorded video interview actually scores before you start one.

Software sees your application before a person does

Larger employers run hiring through an applicant tracking system (ATS). It stores your application, asks the screening questions the employer chose (right to work, a required licence, notice period, willingness to travel) and lets recruiters search and filter. A “no” to a must-have question can end an application automatically. Beyond that, an ATS is mostly something a recruiter searches, so a CV or resume that uses the advert’s own words for skills you genuinely have gets found more often than one written in your old employer’s vocabulary.

Some employers add AI tools on top, to rank applications, transcribe and score recorded interviews, or book calls. The rules are arriving unevenly:

• Illinois: an employer that uses AI to analyse recorded video interviews must tell you beforehand, explain how it works and what it looks at, and get your consent.
• New York City: automated screening tools need an annual independent bias audit, and candidates who live in the city must be told before one is used on them.
• Ontario: since 1 January 2026, employers with 25 or more staff must say in a public job posting if AI is used to screen, assess or select applicants.
• European Union: the AI Act treats AI used to filter applications or evaluate candidates as high-risk, with the main obligations applying from 2 December 2027.

Wherever you are, it is reasonable to ask the recruiter how applications are reviewed and whether a person reads every one.

Some roles test you before anyone interviews you

For graduate schemes, high-volume roles and some public sector, police, finance and consulting jobs, the first stage after applying may be online: an aptitude test (numerical, verbal or logical reasoning), a situational judgement test about how you would handle work scenarios, a personality questionnaire or a short game-based assessment. Experienced hires meet these less often, but they do meet them. The invitation usually names the test provider, so look up the format and do one timed practice run first; an unfamiliar format trips people up more than the content does. Senior and management roles sometimes add a presentation exercise at the final stage.

Pay is more often on the table from the start

In the US, a growing list of states, including Colorado, California, Washington, New York and Illinois, require most employers to put a pay range in job postings (each state sets its own size threshold), and California also bars employers from asking about your salary history. In Canada, British Columbia has required pay information in public postings since November 2023, and Ontario has required it since January 2026 for employers with 25 or more staff. Ontario employers must also tell you, within 45 days of your last interview, whether they have made a hiring decision.

In the EU, the Pay Transparency Directive requires employers to give the starting pay or range in the advert or before the interview, and forbids them from asking about your pay history. Member states were due to bring it into national law by 7 June 2026. Most missed the deadline and by autumn 2026 only a handful had finished, so whether it applies to you yet depends on the country. Elsewhere, it depends on the employer.

The practical change is that you can often anchor the salary conversation to a published range rather than your last salary. That matters after a long stint at one employer, where years of annual rises or a frozen grade can leave your pay well above or below the market. Check posted ranges for similar roles, settle on your own figure, and answer “what are your salary expectations?” with a range you would genuinely accept.

Remote and hybrid working are now interview topics

Expect questions such as “How do you keep your manager informed when you work from home?” or “Tell me about working with someone you rarely saw in person.” Have one real example ready, from your last role, a course or volunteering. And ask about the attendance pattern yourself at the recruiter stage. Finding out in the final round that the job is four days a week on site when you can manage two wastes everyone’s time, including yours.

What has not changed

Underneath the software and the scoring guides, the decision is the one it has always been. People hire someone they believe can do the job and will be good to work with. Every structured question is a more careful way of asking those two things. Preparation still shows, warmth still counts, and a candidate who asks sharp questions about the work still stands out; our list of questions to ask in an interview will help with the last one.

How to adjust

Build a story bank from recent and older work

Write down eight to ten specific situations: a problem you fixed, a disagreement, a mistake, a change you led or lived through, a time you had to learn something fast. After years in one place, split the job into many stories, by project, by manager, by reorganisation. Use recent examples where you can and older ones where they are clearly stronger, saying when they happened. A nurse returning after five years of caring, a sergeant moving into logistics management and a branch manager laid off after a closure all have the material; it is usually buried under the job title.

Prepare your answer about the gap or the move

Someone will ask why you are looking now, or what you have been doing. Plan 30 to 60 seconds: the reason, at whatever level of detail you choose, anything relevant you did, and why this role. Then stop. Our guides on how to explain a career gap and answering “why did you leave your last job?” cover caring, health, being made redundant or laid off, and leaving after a long stint.

Practise talking to a camera

If your last interview was across a desk, a lens that never nods back feels strange. Record yourself answering three questions on the device you will use, then watch it back. Most people speak for too long and trail off at the end. Say the answer rather than read it: a script on a second screen moves your eyes and flattens your voice. CogniPrep’s experienced practice track is built for this: an interviewer voice reads each question aloud, recording starts when the question ends with no preparation time, and you can add the question interviewers ask about a career break or career change, giving only the broad reason.

Refresh your LinkedIn profile and your CV or resume

Recruiters will look you up, often before they call. Make sure your profile shows your current situation and dates that match your CV or resume. Then remove your old employer’s language: internal grades, project code names and system acronyms mean nothing outside the building.

Expect follow-up questions

Structured interviews still allow probing, and experienced candidates get more of it: “What did you do personally?”, “How did you know it worked?”, “What would you do differently?” A memorised answer breaks on the first follow-up. Know each story well enough to tell it from any angle, including the parts that did not go well, and you will find the new format rewards exactly the experience you have.