You walk out of an interview convinced you've found the perfect candidate. Good posture, direct eye contact, smooth answers. Six months later, it doesn't work out. The problem isn't the candidate, it's the method. An evaluation based on overall impression is only 19% reliable, while a structured evaluation climbs to 42%. The difference isn't the recruiter's instinct, it's the structure of the process.
Article updated on July 10, 2026.
Key takeaways
- "Gut feeling" evaluation has limited reliability, even among experienced recruiters.
- A structured evaluation grid (scorecard) nearly doubles your ability to predict a candidate's success.
- Combining several methods (structured interview, tests, role-play) remains the best approach.
- Post-interview double entry (paper notes, retyped in the evening) is a hidden cost that wastes time and precision.
A candidate's qualification process begins before the interview
Recruitment can take time and may require you to put some tasks aside while you search for the perfect candidate.
Before embarking on a recruitment process, ensure you have a well-defined strategy to minimize wasted time and unnecessary interviews. Such a strategy should be decided upon and implemented well in advance.
It is based on a real assessment of the recruitment need , the creation of a clear and detailed job description and the development of a precise recruitment process that will allow you to filter your potential candidates and keep only the best at each stage.
Assessing the need allows you to justify recruitment within a specific department and for precise tasks. This enables you to evaluate the potential losses if you don't recruit someone for a given position. You can then identify the tasks to delegate and the expertise you are seeking .
From this exploration and validation phase will emerge drafts of a job description seniority level . You must not stop there.
To best screen your candidates before interviews, write a clear and detailed job description the responsibilities and desired profile . This will prevent you from wasting time on profiles and talents that don't match your requirements.
In this job description, include:
- the usefulness of the position
- their status (ETAM, manager...)
- his position in the organizational chart
- working conditions
- the company presentation
- missions and responsibilities
- the team presentation
- the technical skills and interpersonal abilities sought
- the counterparts
In this regard, feel free to compare your job description with those of similar companies.
Finally, regarding the recruitment process itself, you will need to define your guidelines : how you will recruit (headhunting firm, open/spontaneous applications, publication in the "careers" section of your website, etc.) and what characteristics you will test at each stage of the process.
Qualify your candidates even before the first interview
To optimize your recruitment efforts, the initial steps are crucial. Having a and sufficient candidates is the cornerstone of an effective recruitment process. Effective sourcing
To achieve this, simple and quick strategies can be implemented. Keep in mind that candidate sourcing can take up to 50% of your time. To make this time as productive as possible, you can rely on three proven practices:
- Source your candidates effectively using Boolean search . This allows you to select only the profiles that truly match your recruitment needs. Marvin lets you populate your candidate pool with a single click.
- Perform an initial candidate matching process using an Applicant Tracking System (ATS) like Marvin Recruiter. Leveraging your candidate database saves a tremendous amount of time. A clean and high-quality database will only increase the return on investment. Marvin allows you to find qualified candidates in just a few clicks thanks to its advanced search capabilities.
- Develop pre-interview recruitment tests . Whether they are personality tests, psychometric tests, or skills assessments, they allow you to evaluate the precise skills and expertise levels of your candidates. These assessments automatically filter potential candidates to determine who you wish to recruit. According to a study by Apec, 31% of recruiters across all sectors use this type of simulation.
At this point, here are three questions you can ask yourself:
- What are my minimum requirements for a recruit to be considered potentially acceptable?
- What skills and qualities would elevate an acceptable recruit to the level of an excellent employee?
- What are the signs or “red flags” that would indicate a candidate is not a good fit for the position or the company, and how can they be identified before an interview?
Evaluate your qualified candidates step by step
Once a limited number of candidates have been selected, the next step is to assess second-order professional skills human aptitudes .
To optimize all your interviews and achieve a good balance between time management and information gathering, use an interview guide . An interview guide is a framework that lists all the professional skills and information sought for a specific position.
At a glance, you can tell whether a profile is a good fit for a given position. The interview grid serves as the guiding thread for analyzing your candidates throughout your interactions.
The interview grid allows you to better structure your exchanges in order to be more efficient, to target important points, and to communicate more easily with your colleagues.
Before going into detail, make sure you have properly constructed your interview grid. To do this, coordinate with your colleagues on the expectations and needs related to the position , the rating system , and the interview format, depending on the role.
An interview grid is not fixed; it must be adapted to each type of position.
Personality interviews
At this stage, it's crucial to ensure the potential candidate aligns with the company culture and values . Use these interviews to get to know them better and explore their interpersonal skills.
These " soft skills " are just as important, as they contribute to the success of missions and the effective dissemination of information within the team, according to a study by Zety. Platforms exist for this purpose, such as Central Test, Innermetrix, Performanse, and PAPI.
You can also ask your candidate about the following points:
- Describe a time when he/she demonstrated cooperation and conflict management skills
- How does he/she behave in the face of radical change? (change of office, change of manager, change of tools...)
- What is his greatest strength?
This involves assessing their ability to communicate , manage their emotions , make decisions , and adapt .
The so-called “technical” interviews
Technical interviews, on the other hand, serve to ensure the candidate's actual qualifications for the position. They involve testing the technical skills required for the defined tasks.
At this stage, prefer a candidate who knows their strengths and weaknesses and is not afraid to be honest by admitting they do not master a skill, rather than a smooth talker who will only talk about their qualities.
Depending on the position, you may carry out application exercises (technical tests), case studies or even simulations of real-life situations in order to test the skills of a candidate.
At this stage, here are three questions you can ask yourself:
- Does the candidate have any skills gaps? If so, is it due to interview stress or a lack of knowledge? Could this gap be filled through training ?
- Has the candidate been able to demonstrate the skills and professional experience mentioned on their CV?
- Is he capable of quickly and independently analyzing the problem and providing a clear and concise answer?
At this stage, analytical, technical and project management skills
Team interviews
Finally, one of the last major categories of interviews is the on-site meeting with the teams . At this stage, you should already be reassured about the technical skills and interpersonal abilities of your potential recruits.
Be careful here. While it's certainly important to recruit someone whose values align with those of current employees, you shouldn't homogenize or homogenize your team. Encourage a diversity of opinions , backgrounds , and interests within your team.
You can check these points by asking yourself questions like:
- What added value will he or she bring to his or her team?
- How does he collaborate with his colleagues?
- What would his former superior say about his way of working and collaborating?
candidate's ability to integrate their compatibility with the rest of the team.
Make sure your candidate is motivated
Throughout your recruitment process, it is important to keep in mind the evaluation of your candidate's motivation.
A word of caution: this signal should never be your only decision criterion. Good posture or direct eye contact can be trained and say nothing about actual on-the-job performance. Treat it as one clue among others, to cross-reference with your interview grid and skills tests, never as proof on its own.
In this respect, non-verbal communication is one signal among others. It encompasses behaviors, gestures, and postures during your interactions. It can be quite easy to spot a lack of motivation or, conversely, unwavering motivation, but this reading stays subjective and specific to each recruiter.
To do this, you can ask yourself the following questions:
- Does the person look you in the eyes when they speak to you?
- Does your candidate have an active attitude (upright posture, leaning forward, taking notes...)?
- What motivates you to apply for our job offer? (Why change positions, what motivates you daily, your main objective...)
This signal helps complete your evaluation, provided you never let it override the objective criteria in your interview grid. Motivation is one factor among others in the overall success of your team and your company.
The real hidden cost: post-interview double entry
Taking notes by hand during an interview means splitting your attention between listening and writing. Retyping them into the ATS that evening means losing time, and often part of the detail. A Sackett et al. study relayed by The Conversation confirms what many recruiters already suspect: subjective judgment based on an interview impression correlates only at 0.19 with a candidate's actual on-the-job performance, versus 0.42 for a structured, documented evaluation. Less approximate memory, more reliable written record: that's what makes the difference.
How Desk and Note remove the subjectivity
Desk centralizes scoring and the pipeline: every candidate is evaluated against the same predefined criteria, visible to the whole team, not just in the head of the recruiter who ran the interview.
Note eliminates double entry: the interview summary is generated automatically and attached to the candidate record, while you stay focused on the conversation instead of your note-taking. No more retyping in the evening, no more detail lost between the interview and the record.
Together, they turn evaluation from an individual, memory-based exercise into a structured process shared across the whole team.
In brief
A good hire isn't decided by the impression of the first 90 seconds of an interview. It's decided by your ability to compare candidates against the same criteria, with a reliable record of every conversation.
See how Desk and Note structure your evaluations
Going further
- Scoring in recruitment: how to evaluate your candidates
- Mastering scorecards for effective recruitment
FAQ
Does gut feeling in an interview have any value at all?
It has limited value used alone. A signal like perceived motivation can complement an evaluation, but should never be the sole decision criterion: its ability to predict a candidate's actual success remains weak compared to a structured method.
What is an evaluation grid (scorecard)?
It's a tool that lists the criteria expected for a role (technical skills, soft skills, culture fit) and lets you score every candidate on the same basis, to objectively compare several profiles.
Should you always combine several evaluation methods?
Yes. No single method is perfect. Combining a structured interview, skills tests and role-play gives a more complete picture than any single method on its own.
How do you limit information loss between the interview and the final decision?
By documenting the interview reliably, ideally as it happens rather than from memory afterward. A tool that automatically transcribes and summarizes the conversation reduces this risk.
Does structured evaluation take more time than a classic interview?
Preparing the grid takes a bit of time upfront, once per role. But it saves time afterward, by speeding up candidate comparison and reducing back-and-forth caused by a poorly substantiated decision.
