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Intelligence tests in recruitment: when to use them, when not to

An intelligence test, also known as a cognitive ability test or IQ test, is one of the strongest predictors of job performance available to a recruiter. At the same time, it is a tool that is easily misused. It can discourage good candidates, unintentionally disadvantage certain groups, or lead to a misread score. These eight insights, based on scientific research, show how to use an intelligence test smartly and fairly in hiring and selection.

DoDon't
✓ Treat the score as 'enough cognitive ability for the role,' not a competition✗ Don't automatically pick the highest scorer
✓ Determine per role how much cognitive ability is really needed✗ Don't use a long, off-putting test for scarce candidates
✓ Always combine the test with an interview or work sample✗ Don't rely on an unproctored take-home test for high-stakes decisions
✓ Let candidates practice beforehand so everyone starts equal✗ Don't confuse language proficiency with cognitive ability
✓ Consider a work sample for scarce senior roles✗ Don't compare everyone with the same yardstick
✓ Watch whether the test unintentionally disadvantages groups✗ Don't assume one test tells the whole story

Is a higher score always better?

No. People who score higher on an intelligence test perform somewhat better on average, but somewhat better on average is not the same as always the best choice. In practice, selecting purely on the highest score rarely pays off.

The more important question is whether a candidate has enough cognitive ability for the specific role. A data analyst must constantly solve new, complex problems, so cognitive ability matters heavily there. A role that is largely bound by procedures requires less. Someone far above the level of the role may also become bored and leave sooner.

Source: Schmidt & Hunter, 1998; Sackett et al., 2022

Does an intelligence test discourage candidates?

For many roles, the value of a good measurement outweighs a bit of resistance. But for scarce and senior profiles, that is different. Those candidates are often approached directly, they have options, and a test that feels impersonal can be a reason for them to drop out.

A good work sample or case study often measures the same thing as an intelligence test, but feels more relevant because it visibly relates to the actual job. Choose the test format based on the role, light and relevant where you need to attract candidates, extensive where you need certainty.

Source: Hausknecht et al., 2004

Do intelligence tests disadvantage certain groups of candidates?

This is one of the most important considerations when using intelligence tests. On these tests, some groups score lower on average, not because they are less capable of doing the work, but due to differences in education, language, and background, among other factors. Selecting purely on score can therefore unintentionally exclude people who would do the job perfectly well.

That is not only unfair, it is also a compliance risk. In the Netherlands and the EU, rules such as the GDPR and the EU AI Act require that selection be explainable and non-discriminatory. Never use the test as the only filter, combine it with interviews and work samples. Where possible, choose test formats with little language, work with a threshold per role instead of a strict ranking, and monitor whether certain groups drop out more often.

Source: Ployhart & Holtz, 2008; Roth et al., 2001

What does AI mean for the reliability of an unproctored test?

In the past, a test someone took at home was usually fine. That has changed. AI tools can now answer many classic test questions fluently, so with an unproctored test you can no longer be sure whether you are measuring the candidate's cognitive ability or that of a chatbot.

Proctoring has therefore become more important for decisions that really matter. Note the downside though, heavy proctoring feels uncomfortable and touches on privacy. Use it only where the stakes are high enough. Effective measures include a test where everyone gets different questions, strict timing, and for high-stakes decisions, a proctored or verified administration.

Is a language question the same as an intelligence question?

No, and this is a common mistake. Many tests include language questions, reasoning with words, concepts, and texts. For roles where language is central, such as legal, sales, or advisory work, that makes sense.

But language questions sometimes confuse language proficiency with intelligence. Someone who does not have the language as their native tongue may score lower due to the language, not due to less cognitive ability. Language-heavy questions in particular increase the chance of unintentionally disadvantaging groups. The rule of thumb is to ask yourself whether language is truly necessary for the role. If not, choose a test that relies more on figures and numbers.

Source: Ployhart & Holtz, 2008

Should you let candidates practice for an intelligence test?

Yes, and that is actually fair. Someone who has never taken such a test loses points due to unfamiliarity with the question format, time pressure, and pace. That has nothing to do with cognitive ability. Someone who has taken tests before has an unfair advantage as a result.

Research shows that practicing raises the score slightly, especially the first time, and that this effect flattens out quickly after that. That is exactly why the advice is to let all candidates practice beforehand. Then everyone starts from the same line and you compare apples to apples.

Source: Hausknecht et al., 2007

Does age play a role in intelligence tests?

Yes, but with nuance. Cognitive ability roughly consists of two types. Quickly cracking new, abstract problems is at its strongest at a younger age and gradually declines afterward. Knowledge and experience, on the other hand, stays strong for a long time or even keeps growing.

A test that relies mainly on fast, abstract puzzles turns out somewhat less favorably for older candidates on average, while they can be strong in experience and judgment. Compare with an appropriate group instead of measuring everyone with the same yardstick, and do not automatically read a lower score on a speed test as less suitable.

Source: Horn & Cattell, 1967; Salthouse, 2009

What is the advantage of an adaptive intelligence test?

An adaptive test adjusts itself to the candidate while it is being taken. Correct answers make the following questions harder, less correct answers make them easier. This way the test quickly finds the candidate's true level.

This type of test is shorter but equally reliable, less burdensome for the candidate, and harder to cheat because almost everyone gets different questions. That last point is also a direct answer to the AI issue from the previous point.

How do you combine an intelligence test with other selection methods?

An intelligence test is valuable but not a magic wand. Use it as one signal alongside others, such as personality assessments, work sample cases, and an AI chat intake. Selection Lab combines these building blocks in one Selection Flow, so you can set the right balance per role between measurement power, candidate experience, and fairness.

Frequently asked questions about intelligence tests in recruitment

What is an intelligence test in recruitment?

An intelligence test, also known as a cognitive ability test or IQ test, measures cognitive skills such as numerical, verbal, and abstract reasoning. It is one of the strongest predictors of job performance and is used to assess whether a candidate has enough cognitive ability for a specific role.

Is the highest score always the best candidate?

No. A higher score predicts somewhat better performance on average, but that does not mean the highest score is always the best choice. The more important question is whether a candidate has enough cognitive ability for the specific role. Someone far above the level may become bored and leave sooner.

Are intelligence tests fair to all candidates?

Intelligence tests show average score differences between groups that are not caused by differences in ability to do the work, but by factors such as education, language, and background. Never use the test as the only filter, combine it with interviews and work samples, and choose test formats with little language where possible.

Can AI affect an intelligence test?

Yes. Modern AI models can fluently answer many classic test questions, meaning an unproctored take-home test no longer reliably measures the candidate's cognitive ability. Proctoring, adaptive test formats, and verified checks for high-stakes decisions reduce this risk.

Should candidates be able to practice for an intelligence test?

Yes. Practicing raises the score slightly, especially the first time, and this effect flattens quickly. Letting all candidates practice beforehand means everyone starts from the same position, making the comparison fairer.

What is an adaptive intelligence test?

An adaptive test adjusts the difficulty of questions based on previous answers. This makes the test shorter, more pleasant for the candidate, and harder to cheat because almost everyone gets different questions.

Should I always combine an intelligence test with an interview?

Yes. An intelligence test is one signal alongside others. Combine the test with interviews, work samples, or assessments to get a more complete and fairer picture of a candidate's suitability.

Sources

  • Schmidt, F. L., & Hunter, J. E. (1998). The validity and utility of selection methods in personnel psychology. Psychological Bulletin, 124(2), 262 to 274.
  • Sackett, P. R., Zhang, C., Berry, C. M., & Lievens, F. (2022). Revisiting meta-analytic estimates of validity in personnel selection. Journal of Applied Psychology, 107(11), 2040 to 2068.
  • Hausknecht, J. P., Day, D. V., & Thomas, S. C. (2004). Applicant reactions to selection procedures. Personnel Psychology, 57(3), 639 to 683.
  • Ployhart, R. E., & Holtz, B. C. (2008). The diversity validity dilemma. Personnel Psychology, 61(1), 153 to 172.
  • Roth, P. L., Bevier, C. A., Bobko, P., Switzer, F. S., & Tyler, P. (2001). Ethnic group differences in cognitive ability. Personnel Psychology, 54(2), 297 to 330.
  • Hausknecht, J. P., Halpert, J. A., Di Paolo, N. T., & Moriarty Gerrard, M. O. (2007). Retesting in selection. Journal of Applied Psychology, 92(2), 373 to 385.
  • Horn, J. L., & Cattell, R. B. (1967). Age differences in fluid and crystallized intelligence. Acta Psychologica, 26, 107 to 129.
  • Salthouse, T. A. (2009). When does age-related cognitive decline begin? Neurobiology of Aging, 30(4), 507 to 514.

FAQ

Can game-based assessments promote diversity in the hiring process?

Yes, game-based assessments can support diversity by focusing on skills and behaviors rather than traditional criteria like résumés, which may contain unconscious biases. This gives candidates from diverse backgrounds a fairer chance to demonstrate their potential.

What is a game-based assessment?

A game-based assessment is a method that uses game mechanics to evaluate a candidate’s skills, competencies, and personality traits. While playing these games, candidates are assessed on aspects like problem-solving, cognitive ability, and behavior under pressure in an interactive way.

What are the advantages of game-based assessments?

Game-based assessments offer a more engaging and interactive experience for candidates, which can lead to a more positive perception of the hiring process—especially among certain groups. For employers, they provide deeper insights into both cognitive and behavioral traits, which traditional tests may miss. They also reduce the chance of socially desirable answers, as candidates tend to respond more authentically in a game environment.

How reliable are game-based assessments compared to traditional tests?

When well-designed, game-based assessments can be just as reliable—or even more reliable—than traditional tests. They assess a wide range of behaviors and cognitive abilities in a dynamic setting. However, the quality of these assessments varies greatly, so careful evaluation is essential.

How does a game-based assessment work?

Candidates participate in interactive games designed to measure specific skills and behaviors. Evaluation goes beyond just the final score—it also considers how the candidate makes decisions, handles challenges, and responds to different scenarios. These insights reveal underlying thought processes and behavioral patterns.

Are game-based assessments scientifically validated?

The main drawback is that many game-based assessments are relatively new and have not yet been extensively researched by independent academics. Providers often cite their own research, which is rarely externally validated. Without independent studies, the reliability of these assessments remains uncertain—something to keep in mind when selecting one.

How can game based assessments contribute to a better candidate experience

This can vary significantly by audience. The playful, interactive nature of game-based assessments can lower stress levels for some candidates compared to traditional tests. However, research shows that certain groups, especially those over 35, may find them more stressful. Men also tend to rate the experience more positively than women.

Can you practice game-based assessment?

You can familiarize yourself with the style of games used, but it’s difficult to "practice" for them in a traditional sense. These assessments are designed to measure natural reactions and authentic behavior, so repeated practice typically has less effect on performance than with traditional tests.

Will game-based assessments replace traditional tests in the future?

It’s likely that game-based assessments will become more common in hiring processes, but they probably won’t fully replace traditional tests. Both approaches have value and can complement each other depending on the role and the company’s needs.

How are the results of a game-based assessment analyzed?

Results are analyzed based on predefined criteria such as problem-solving ability, reaction time, and behavior under pressure. Advanced algorithms collect and interpret this data to provide a reliable, objective evaluation of a candidate’s strengths.

What kind of skills do game-based assessments measure?

They assess a wide range of abilities, including problem-solving, adaptability, decision-making under pressure, teamwork, and emotional intelligence. Depending on the design, they may also evaluate cognitive skills like memory, attention, and pattern recognition.

How long does a game-based assessment take?

Typically, these assessments last between 15 and 60 minutes, depending on the game’s complexity and the number of skills being tested. They’re usually shorter and more engaging than traditional assessments, making for a smoother candidate experience.

Are game-based assessments suitable for all roles?

They are especially effective for roles that require flexibility, creativity, problem-solving, and strong interpersonal skills. For highly technical or specialized roles, additional assessments may be needed to measure specific knowledge.

What’s the difference between a game-based and a gamified assessment?

A gamified assessment adds game-like elements (such as points or rewards) to a traditional test to increase engagement. A game-based assessment, on the other hand, is a standalone game designed specifically to evaluate certain competencies. The game itself is the primary evaluation tool, not just an enhancement.

FAQ

How can I improve my company’s retention rate?

The retention rate can be improved by investing in employee development and satisfaction. This includes offering training, career opportunities, and recognition for their contributions. A culture of open communication and attention to work-life balance can also contribute to higher retention. Additionally, offering competitive compensation and involving employees in decision-making can strengthen loyalty.

What are the benefits of growth opportunities for employee retention?

Growth opportunities can promote employee retention by giving staff a sense of direction and motivation. When they have the chance to learn and develop professionally within the company, they feel valued, which increases their loyalty. This can prevent them from leaving to seek better opportunities elsewhere. kunnen het behoud van personeel bevorderen door medewerkers een gevoel van richting en motivatie te geven. Wanneer zij de kans krijgen om te leren en zich professioneel te ontwikkelen binnen het bedrijf, voelen zij zich gewaardeerd, wat hun loyaliteit vergroot. Dit kan voorkomen dat ze vertrekken om elders betere kansen te zoeken.

What are the key factors that influence employee retention?

Key factors that influence employee retention include salary and benefits, opportunities for professional development, work-life balance, company culture, and the relationship with supervisors. Employees tend to stay longer when they feel valued, challenged, and supported in their work environment.

Why is employee retention so important for organizations?

Employee retention is important because it helps reduce recruitment and training costs for new employees, and it contributes to retaining knowledge and experience within the organization. High retention also ensures continuity within teams, leading to a more stable company culture, higher customer satisfaction, and improved business outcomes.

Which recruitment strategies help improve retention?

Recruitment strategies that can improve retention include identifying candidates who align with the company culture, using assessments to evaluate soft skills, and providing transparency about role expectations during the hiring process. Employees who feel connected to the organization and have clarity about their role are more likely to stay longer.

How can a good onboarding process contribute to higher retention?

An effective onboarding process can contribute to higher retention by helping new employees quickly adapt to their role, the company culture, and expectations. By providing support and clear information from the start, their engagement is increased, and the likelihood of them leaving early due to feelings of being overwhelmed or lacking guidance is reduced.

What is the role of company culture in retaining employees?

Company culture plays a crucial role in employee retention. When employees feel heard, valued, and connected to the values and norms of the company, they are more likely to stay. A positive culture that fosters collaboration, respect, and personal growth can significantly enhance employee motivation and satisfaction.

How can leadership and management style influence retention?

Leadership and management style have a significant impact on retention. Leaders who inspire, support, and coach their team can increase employee engagement and satisfaction. Offering autonomy and trust can lead to higher loyalty, while inefficient or negative management styles can contribute to dissatisfaction and increased employee turnover.

What is the importance of recognition and rewards for employee retention?

Recognition and rewards play an important role in employee retention by showing staff that their work is valued. This can increase their motivation and loyalty. In addition to financial rewards, compliments, promotions, and other forms of recognition can also contribute to satisfaction and retaining employees.

What role does work-life balance play in improving retention?

A balanced work-life balance plays an important role in increasing retention. By reducing stress and improving job satisfaction, employees are more likely to stay with the company. Initiatives such as flexible working hours, remote work options, and respect for personal time can contribute to this balance.

What does increasing retention mean within a company?

Increasing retention within a company means implementing strategies to keep employees with the organization for longer. This can be achieved by improving job satisfaction, offering growth opportunities, and fostering a positive and supportive company culture.

How do I measure the success of my retention strategy?

The success of a retention strategy can be measured by tracking retention rates and turnover rates, and by gaining insights from exit interviews. Additionally, employee satisfaction surveys and feedback from performance evaluations can provide valuable information about the effectiveness of the strategies applied.

What are the costs of a low retention rate?

A low retention rate can bring significant costs, such as increased expenses for recruiting and training new employees. Furthermore, the loss of experienced staff can lead to lower productivity, reduced knowledge transfer, and a negative impact on company culture.

How can I increase employee engagement?

To increase employee engagement, involve them in decision-making processes, regularly ask for their feedback, and recognize their contributions. Offering development opportunities and maintaining transparent communication can also contribute to greater engagement.

How can technology help improve employee retention?

Technology can be a tool for improving employee retention by facilitating communication, feedback, and development. By using online platforms for training, recognition, and evaluation, companies can create a more engaged and satisfied workforce.

FAQ

How long does it take to complete the tool?

Less than 10 minutes. You’ll answer 30 guided questions and get a summary of what to look for in your next assessment platform.

Can this checklist help me compare assessment providers?

Yes. By clarifying what matters most to your team, it makes comparing providers' features, pricing, and strengths much easier and more strategic.

How can I use this checklist if I’m not doing a formal RFI?

It’s equally valuable for internal evaluations, exploring new tools, or improving your current hiring process even if you’re not issuing an RFI or RFQ.

What should I look for in a modern assessment tool?

Prioritize platforms with user-friendly design, mobile compatibility, strong analytics, ATS integrations, and inclusive features like neurodiversity support.

What types of assessments should I consider in 2025?

Leading tools combine cognitive testing, situational judgment tests (SJTs), behavior assessments, and predictive AI to evaluate candidates more holistically.

Who should use an assessment checklist?

HR professionals, hiring managers, and procurement teams evaluating pre-selection solutions, especially those comparing AI-powered or compliance-driven assessment platforms.

How does this checklist help with RFIs and RFQs for assessments?

The checklist helps you define your exact requirements so you can confidently draft or respond to Requests for Information (RFI) or Requests for Quotation (RFQ) for assessment tools.

What is an assessment tool in hiring?

An assessment tool evaluates candidates’ skills, behaviors, and fit during the recruitment process. It helps improve hiring decisions and streamline pre-selection.

Game-based assessment packs

← Our Blog

Intelligence tests in recruitment: when to use them, when not to

Eight practical insights for using intelligence tests fairly and effectively in hiring.
Lotte Welten
CEO and co-founder at Selection Lab
Illustration representing intelligence testing in recruitment
Read time: Approx
4 minutes

An intelligence test, also known as a cognitive ability test or IQ test, is one of the strongest predictors of job performance available to a recruiter. At the same time, it is a tool that is easily misused. It can discourage good candidates, unintentionally disadvantage certain groups, or lead to a misread score. These eight insights, based on scientific research, show how to use an intelligence test smartly and fairly in hiring and selection.

DoDon't
✓ Treat the score as 'enough cognitive ability for the role,' not a competition✗ Don't automatically pick the highest scorer
✓ Determine per role how much cognitive ability is really needed✗ Don't use a long, off-putting test for scarce candidates
✓ Always combine the test with an interview or work sample✗ Don't rely on an unproctored take-home test for high-stakes decisions
✓ Let candidates practice beforehand so everyone starts equal✗ Don't confuse language proficiency with cognitive ability
✓ Consider a work sample for scarce senior roles✗ Don't compare everyone with the same yardstick
✓ Watch whether the test unintentionally disadvantages groups✗ Don't assume one test tells the whole story

Is a higher score always better?

No. People who score higher on an intelligence test perform somewhat better on average, but somewhat better on average is not the same as always the best choice. In practice, selecting purely on the highest score rarely pays off.

The more important question is whether a candidate has enough cognitive ability for the specific role. A data analyst must constantly solve new, complex problems, so cognitive ability matters heavily there. A role that is largely bound by procedures requires less. Someone far above the level of the role may also become bored and leave sooner.

Source: Schmidt & Hunter, 1998; Sackett et al., 2022

Does an intelligence test discourage candidates?

For many roles, the value of a good measurement outweighs a bit of resistance. But for scarce and senior profiles, that is different. Those candidates are often approached directly, they have options, and a test that feels impersonal can be a reason for them to drop out.

A good work sample or case study often measures the same thing as an intelligence test, but feels more relevant because it visibly relates to the actual job. Choose the test format based on the role, light and relevant where you need to attract candidates, extensive where you need certainty.

Source: Hausknecht et al., 2004

Do intelligence tests disadvantage certain groups of candidates?

This is one of the most important considerations when using intelligence tests. On these tests, some groups score lower on average, not because they are less capable of doing the work, but due to differences in education, language, and background, among other factors. Selecting purely on score can therefore unintentionally exclude people who would do the job perfectly well.

That is not only unfair, it is also a compliance risk. In the Netherlands and the EU, rules such as the GDPR and the EU AI Act require that selection be explainable and non-discriminatory. Never use the test as the only filter, combine it with interviews and work samples. Where possible, choose test formats with little language, work with a threshold per role instead of a strict ranking, and monitor whether certain groups drop out more often.

Source: Ployhart & Holtz, 2008; Roth et al., 2001

What does AI mean for the reliability of an unproctored test?

In the past, a test someone took at home was usually fine. That has changed. AI tools can now answer many classic test questions fluently, so with an unproctored test you can no longer be sure whether you are measuring the candidate's cognitive ability or that of a chatbot.

Proctoring has therefore become more important for decisions that really matter. Note the downside though, heavy proctoring feels uncomfortable and touches on privacy. Use it only where the stakes are high enough. Effective measures include a test where everyone gets different questions, strict timing, and for high-stakes decisions, a proctored or verified administration.

Is a language question the same as an intelligence question?

No, and this is a common mistake. Many tests include language questions, reasoning with words, concepts, and texts. For roles where language is central, such as legal, sales, or advisory work, that makes sense.

But language questions sometimes confuse language proficiency with intelligence. Someone who does not have the language as their native tongue may score lower due to the language, not due to less cognitive ability. Language-heavy questions in particular increase the chance of unintentionally disadvantaging groups. The rule of thumb is to ask yourself whether language is truly necessary for the role. If not, choose a test that relies more on figures and numbers.

Source: Ployhart & Holtz, 2008

Should you let candidates practice for an intelligence test?

Yes, and that is actually fair. Someone who has never taken such a test loses points due to unfamiliarity with the question format, time pressure, and pace. That has nothing to do with cognitive ability. Someone who has taken tests before has an unfair advantage as a result.

Research shows that practicing raises the score slightly, especially the first time, and that this effect flattens out quickly after that. That is exactly why the advice is to let all candidates practice beforehand. Then everyone starts from the same line and you compare apples to apples.

Source: Hausknecht et al., 2007

Does age play a role in intelligence tests?

Yes, but with nuance. Cognitive ability roughly consists of two types. Quickly cracking new, abstract problems is at its strongest at a younger age and gradually declines afterward. Knowledge and experience, on the other hand, stays strong for a long time or even keeps growing.

A test that relies mainly on fast, abstract puzzles turns out somewhat less favorably for older candidates on average, while they can be strong in experience and judgment. Compare with an appropriate group instead of measuring everyone with the same yardstick, and do not automatically read a lower score on a speed test as less suitable.

Source: Horn & Cattell, 1967; Salthouse, 2009

What is the advantage of an adaptive intelligence test?

An adaptive test adjusts itself to the candidate while it is being taken. Correct answers make the following questions harder, less correct answers make them easier. This way the test quickly finds the candidate's true level.

This type of test is shorter but equally reliable, less burdensome for the candidate, and harder to cheat because almost everyone gets different questions. That last point is also a direct answer to the AI issue from the previous point.

How do you combine an intelligence test with other selection methods?

An intelligence test is valuable but not a magic wand. Use it as one signal alongside others, such as personality assessments, work sample cases, and an AI chat intake. Selection Lab combines these building blocks in one Selection Flow, so you can set the right balance per role between measurement power, candidate experience, and fairness.

Frequently asked questions about intelligence tests in recruitment

What is an intelligence test in recruitment?

An intelligence test, also known as a cognitive ability test or IQ test, measures cognitive skills such as numerical, verbal, and abstract reasoning. It is one of the strongest predictors of job performance and is used to assess whether a candidate has enough cognitive ability for a specific role.

Is the highest score always the best candidate?

No. A higher score predicts somewhat better performance on average, but that does not mean the highest score is always the best choice. The more important question is whether a candidate has enough cognitive ability for the specific role. Someone far above the level may become bored and leave sooner.

Are intelligence tests fair to all candidates?

Intelligence tests show average score differences between groups that are not caused by differences in ability to do the work, but by factors such as education, language, and background. Never use the test as the only filter, combine it with interviews and work samples, and choose test formats with little language where possible.

Can AI affect an intelligence test?

Yes. Modern AI models can fluently answer many classic test questions, meaning an unproctored take-home test no longer reliably measures the candidate's cognitive ability. Proctoring, adaptive test formats, and verified checks for high-stakes decisions reduce this risk.

Should candidates be able to practice for an intelligence test?

Yes. Practicing raises the score slightly, especially the first time, and this effect flattens quickly. Letting all candidates practice beforehand means everyone starts from the same position, making the comparison fairer.

What is an adaptive intelligence test?

An adaptive test adjusts the difficulty of questions based on previous answers. This makes the test shorter, more pleasant for the candidate, and harder to cheat because almost everyone gets different questions.

Should I always combine an intelligence test with an interview?

Yes. An intelligence test is one signal alongside others. Combine the test with interviews, work samples, or assessments to get a more complete and fairer picture of a candidate's suitability.

Sources

  • Schmidt, F. L., & Hunter, J. E. (1998). The validity and utility of selection methods in personnel psychology. Psychological Bulletin, 124(2), 262 to 274.
  • Sackett, P. R., Zhang, C., Berry, C. M., & Lievens, F. (2022). Revisiting meta-analytic estimates of validity in personnel selection. Journal of Applied Psychology, 107(11), 2040 to 2068.
  • Hausknecht, J. P., Day, D. V., & Thomas, S. C. (2004). Applicant reactions to selection procedures. Personnel Psychology, 57(3), 639 to 683.
  • Ployhart, R. E., & Holtz, B. C. (2008). The diversity validity dilemma. Personnel Psychology, 61(1), 153 to 172.
  • Roth, P. L., Bevier, C. A., Bobko, P., Switzer, F. S., & Tyler, P. (2001). Ethnic group differences in cognitive ability. Personnel Psychology, 54(2), 297 to 330.
  • Hausknecht, J. P., Halpert, J. A., Di Paolo, N. T., & Moriarty Gerrard, M. O. (2007). Retesting in selection. Journal of Applied Psychology, 92(2), 373 to 385.
  • Horn, J. L., & Cattell, R. B. (1967). Age differences in fluid and crystallized intelligence. Acta Psychologica, 26, 107 to 129.
  • Salthouse, T. A. (2009). When does age-related cognitive decline begin? Neurobiology of Aging, 30(4), 507 to 514.