A recent college graduate I was working with called to let me know she had landed a job. She also told me about the interview process. It started with a recruiter screen. Then came a group interview with potential peers. Then a take-home assignment where she was given a set of questions and facts and asked to build a presentation. All of that happened before ever meeting the hiring manager. Finally, the hiring manager interview itself.
Her only prior work experience in the field were summer internships. This was an entry-level role.
When I talked to HR professionals about this, I learned they think that starting salaries for new hires have risen significantly across many industries, and with that investment comes a new expectation. Employers are no longer willing to wait to see who someone will become. They need to see it before they make the hire.
Where Interviewing Started: The Behavioral Model
For decades, behavioral interviewing was the gold standard of hiring. Developed in the 1970s,DDI introduced the STAR Method in 1974. The approach rests on the premise that past behavior is the best predictor of future performance. Interviewers ask candidates to describe specific tasks they have already navigated. They ask: “Tell me about a time when…” The candidate responds with a structured story in the STAR format, Situation, Task, Action, Result, and the interviewer infers what the person will do in similar circumstances on the job.
Behavioral interviewing is a real improvement over unstructured interviews, which were riddled with bias and gut-feel decisions. It forced consistency. People asked the same questions, asked of every candidate, evaluated against a defined rubric.
Behavioral interviewing was built for candidates who had a history to draw from and patterns of behavior across multiple roles. For an entry-level candidate who may have only class projects, part-time jobs, and internships to reference, it was always an imperfect fit.
But it wasn’t really that important a mismatch, because entry level roles were mostly filled with rote, simple tasks. The logic was, entry level jobs allowed companies to get the low level tasks handled and they provided a training ground to teach young folks how to think and problem solve.
The New Interview: Show Me How You Think
The multi-stage process my young client experienced reflects a structural shift in what employers are trying to assess.
The rote, routine work that once filled entry-level employee’s days such as summarizing documents, pulling data, drafting first versions of standard materials, is increasingly handled by AI. According to research published in the Stanford Social Innovation Review, AI has cannibalized the repetitious, low-risk work tasks that used to teach newcomers how to operate in complex organizations. The World Economic Forum’s Future of Jobs Report 2025 found that 40% of employers expect to reduce their workforce in areas where AI can automate tasks.
What remains, and what employers are willing to pay for, is judgment. The ability to take ambiguous information and make a reasoned decision. The ability to communicate with clarity to people you have never met. The ability to see a problem and build a plan.
The elaborate, multi-stage interview is designed to observe whether you can do that. Each round tests something different. The recruiter screen tests basic fit and communication. The peer group interview tests how you show up with a group of strangers. The presentation assignment tests how you organize information and analyze. The hiring manager conversation tests whether you understand the role and can grow into it.
Behavioral interviewing is basically talking about yourself. That is an audition.
The Gap Employers Are Trying to Close
The stakes around this shift are measurable. NACE’s Job Outlook 2025 survey found that nearly 90% of employers are seeking evidence of problem-solving ability in new graduates, with strong communication and teamwork skills close behind. Sadly, NACE’s data also reveals a significant disconnect: employers rate new graduates’ proficiency in critical thinking and communication roughly 25 percentage points lower than the students themselves do.
In other words, students think they are ready. Employers are not so sure. The elaborate interview is, in part, an attempt to resolve that uncertainty before the offer letter is signed.
An SAP SuccessFactors survey of CHROs reinforced this: as repetitive tasks get absorbed by AI tools, organizations are hiring fewer entry-level workers, and those who do get hired are expected to take on more complex work earlier.
What This Means If You Are Entering the Market Now
The old bargain of entry-level employment that traded routine work for initial training and let judgment develop over time is no longer the deal on the table. Employers are not waiting to train employees on how to think. They are interviewing to see if you already can.
That is a significant shift from how most of us were educated. School rewards correct answers to known questions. The new interview rewards structured thinking about unfamiliar problems. The presentation assignment that student received did not have a right answer. It had a process: Can you take information, identify what matters, organize your reasoning, and communicate it to people who will evaluate your judgment?
If you are a student or recent graduate preparing to enter this market, here is what the research and the hiring data suggest:
Practice making your reasoning visible. When you answer a question in an interview or anywhere else,name the problem, explain your approach, and then give your conclusion. Interviewers are not just listening to your answer. They are watching how you think.
Learn to be comfortable with incomplete information. “I don’t know, but here’s how I would figure it out” is a more sophisticated and welcome answer than a confident wrong guess. It demonstrates intellectual honesty and a structured mind, both of which employers need in a world where AI can generate plausible-sounding content on demand.
Build your story bank beyond formal internships. Class projects, group work, volunteer roles, and part-time jobs all count. What employers are looking for is evidence of judgment in action.
Develop AI literacy, not just AI comfort. According to the World Economic Forum, the most valuable early-career candidates will understand not just how to use AI, but when to question its output and how to improve it. That is a judgment skill, not a technical one.
The new definition of entry-level employee is not someone who had a good resume and is ready to learn to solve problems in the first year. It is someone who is ready and able to think through problems to solution as soon as they start.
If you are about to start interviewing, the most important skill is not to show that you know every answer. It is to demonstrate that you can think clearly when I don’t.
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References
DDI. (n.d.). STAR Method for behavioral interviewing. Development Dimensions International. https://www.ddi.com/solutions/behavioral-interviewing/star-method
Manno, B. V. (2025, October 30). A new AI career ladder. Stanford Social Innovation Review. https://ssir.org/articles/entry/ai-entry-level-jobs
MIT Career Advising & Professional Development. (2023, August 30). Using the STAR method for your next behavioral interview. Massachusetts Institute of Technology. https://capd.mit.edu/resources/the-star-method-for-behavioral-interviews/
National Association of Colleges and Employers. (2025, April 23). Employers expect hiring to level off for the college class of 2025. NACE. https://www.naceweb.org/about-us/press/employers-expect-hiring-to-level-off-for-the-college-class-of-2025
National Association of Colleges and Employers. (2025, January 13). The gap in perceptions of new grads’ competency proficiency and resources to shrink it. NACE. https://www.naceweb.org/career-readiness/competencies/the-gap-in-perceptions-of-new-grads-competency-proficiency-and-resources-to-shrink-it
National Association of Colleges and Employers. (2024, December 9). What are employers looking for when reviewing college students’ resumes? NACE. https://www.naceweb.org/talent-acquisition/candidate-selection/what-are-employers-looking-for-when-reviewing-college-students-resumes
Rezi. (2026, January 15). The crisis of entry-level labor in the age of AI (2024–2026). Rezi.ai. https://www.rezi.ai/posts/entry-level-jobs-and-ai-2026-report
SAP SuccessFactors. (2026, April 8). AI is causing entry-level roles to evolve, not vanish—and CHROs say the stakes are rising. SAP News Center. https://news.sap.com/2026/04/ai-causing-entry-level-roles-to-evolve-not-vanish/
Soper, T. (2025, September 7). AI is not just ending entry-level jobs. It’s the end of the career ladder as we know it. CNBC. https://www.cnbc.com/2025/09/07/ai-entry-level-jobs-hiring-careers.html
World Economic Forum. (2025, April 30). Is AI closing the door on entry-level job opportunities? WEF. https://www.weforum.org/stories/2025/04/ai-jobs-international-workers-day/
World Economic Forum. (2026, March). How AI is changing the nature of entry-level work. WEF. https://www.weforum.org/stories/2026/03/how-ai-is-changing-the-nature-of-entry-level-work/
