1 October 2026

Create Objective Selection Decisions with the Right Data

A strong CV, a convincing interview and a positive gut feeling can seem like sufficient reasons to move forward with a candidate. But this is often where a risk arises that makes recruitment less reliable: different candidates may have been assessed against different criteria. Creating objective selection decisions is therefore not about removing human judgement. It is about giving that judgement a more comparable and quality-assured basis.

For HR managers, recruiters and line managers, this is a business-critical issue. A poor hire costs time, productivity and engagement, and can also affect trust within the team. At the same time, the selection process needs to be perceived as fair, professional and relevant to the role in question. A structured process creates better conditions for achieving both.

Why Subjective Assessments Arise

Subjectivity is rarely the result of a lack of ambition. On the contrary, most hiring managers want to make well-founded decisions. The problem is that we quickly form overall impressions of people, and these impressions can be influenced by factors that do not necessarily say anything about future job performance.

Similarities in background, a confident communication style, a shared point of reference or a particularly strong first impression can have a significant impact. A candidate who is skilled at presenting themselves may appear more suitable than someone who actually has better potential to succeed in the role. Interviews can provide valuable information, but without structure they can easily become more of a conversation than a consistent assessment.

This does not mean that recruitment should be reduced to numbers. The role, the organisation and the circumstances of the immediate manager will always play a part. However, the criteria that carry the most weight need to be defined in advance and assessed consistently.

Create Objective Selection Decisions Based on the Role’s Actual Requirements

Objectivity does not begin with the test or the interview. It begins with a clear role profile. If the organisation does not have a shared understanding of what the role actually requires, each assessor will interpret suitability in their own way.

A useful role profile distinguishes between what is essential from day one and what can be developed over time. For a supervisor at a production facility, for example, the ability to create structure, follow up on work and make decisions under pressure may be critical. In a sales role, relationship-building, drive and persistence may be more important. An HR strategist will often need to combine analytical thinking, integrity and the ability to collaborate with a wide range of stakeholders.

The role profile needs to cover more than education and previous job titles. It should also describe work-related behaviours, motivation, collaboration, problem-solving and the cognitive demands of the role. Once these factors have been prioritised, candidates can be assessed against the same criteria.

It is important not to create an idealised profile that no candidate can match. Instead, prioritise a limited number of critical success factors. Too many criteria make the process difficult to use, while too few may mean that important risks are overlooked.

Translate Requirements into Factors That Can Be Assessed

Descriptions such as “good leadership ability” or “the right personality” are too broad to provide clear guidance. Instead, make the requirements specific. What does the person need to be able to do in their day-to-day work? What does success look like in practice, and which behaviours could create problems?

A manager who is expected to lead through change may need to communicate clearly in uncertain situations, maintain direction when priorities change and manage resistance without damaging relationships. These areas can be explored through both structured interviews and relevant psychometric assessments.

Combine Methods Instead of Looking for a Single Answer

A well-designed selection process rarely relies on a single method. A CV and previous experience show what the candidate has done. References can provide examples from previous work situations. A structured interview provides information about the candidate’s experience, reasoning and specific behaviours. Psychometric tests can provide additional insight into working style, strengths and potential areas for development. Logic tests may be relevant when the role places high demands on problem-solving and information processing.

The value lies in the combination. When several relevant sources point in the same direction, they provide a stronger basis for the decision. When the information differs, the recruiter has a clear basis for further investigation. A candidate may, for example, have highly relevant experience but a working style that does not correspond with the role’s requirements for attention to detail and consistent follow-up. The next step should then be to explore how the person has handled such demands in the past, rather than automatically rejecting the candidate.

A quality-assured test should be used to support decision-making, never as an automatic pass-or-fail mechanism. The results need to be interpreted in relation to the role profile, other assessment information and the specific working environment. This requires both knowledge of the assessment method and an understanding of the organisation.

Make Interviews Comparable Without Making Them Rigid

Structured interviews are one of the most practical ways to reduce arbitrary judgement. This means giving all candidates the same core questions, linked to the most important criteria for the role, and assessing their answers against levels defined in advance.

There is still room for follow-up questions. The difference is that these questions should help the interviewer understand the candidate’s specific actions rather than steer the conversation towards the answer the interviewer hopes to hear. Ask the candidate to describe the situation, the task, their actions and the outcome. Ask what they personally did, what they found difficult and what they would do differently next time.

Having several assessors can reduce the risk of one person’s preferences having too much influence, but only if they make individual notes and assessments before discussing the candidate together. Otherwise, there is a risk that the most senior or persuasive person will influence how the rest of the group interprets the candidate.

Ensure Quality in the Use of Tests

Not all tools described as personality tests offer the same level of quality. In selection, organisations need to examine whether the tool is relevant to the workplace, whether it has documented reliability and validity, and whether it has undergone independent quality review. DNV certification according to criteria aligned with EFPA’s test review model is one concrete example of external quality assurance.

How the tool is used is equally important. Test results should be communicated respectfully and professionally. Candidates need to understand the purpose of the assessment, how their information will be handled and what role the results will play in the process. The organisation also needs clear procedures for consent, data protection and access rights.

With JobMatch Talent, organisations can, for example, compare a candidate’s work-related characteristics with a role-specific comparison profile and gain a more nuanced basis for interviews, selection and development. This requires users to have the appropriate training and the ability to interpret results accurately. Certification is therefore not merely a formality, but part of ensuring quality in decision-making.

Follow Up on Decisions and Learn from the Outcomes

Objective selection decisions improve when the process itself is also evaluated. Follow up with new employees after six and twelve months. Did they achieve the expected results? How well is the collaboration working? Which requirements in the profile proved most important, and which were less significant than expected?

This creates feedback between recruitment and the organisation. If the organisation repeatedly finds that successful employees share certain working styles or abilities, the role profile can be refined. If a factor does not appear to be related to job performance, it should not continue to influence selection simply because it has always been used.

At the same time, follow-up needs to be nuanced. Performance is influenced not only by the individual’s capabilities, but also by onboarding, leadership, clear objectives, workload and the conditions within the team. A selection decision can be well-founded even if a recruitment does not produce the desired outcome in a poor working environment.

When the role profile, interview, tests and follow-up work together, recruitment becomes less dependent on who happens to be sitting in the room. This gives candidates a fairer process and gives the organisation better conditions for finding the right person for the role, with decisions that can be explained, developed and supported over time.