Research finds that recruiters are not consistent when reviewing resumes 

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A person with curly hair and glasses is shaking hands with another individual, while two other people stand and smile in the background, embodying the energy of today’s competitive job market.

In a recent study conducted by Kickresume, recruiters have been found to exhibit significant inconsistency when reviewing resumes.

The research, which involved six recruiters tasked with evaluating 12,000 pairs of job adverts and candidate resumes, uncovered noteworthy findings about the subjective nature of recruitment processes.

What set this study apart was the undisclosed repetition of certain resumes. Recruiters, unaware that they were reviewing the same resumes twice, demonstrated a level of subjectivity that cast doubt on the consistency of their assessments.

Even when presented with identical resumes on separate occasions, recruiters reached disparate conclusions regarding candidates’ suitability for job positions.

Similar consistency to AI

The study further highlighted that recruiters performed similarly to Artificial Intelligence (AI) algorithms in terms of consistency. AI, already demonstrating a comparable level of consistency to human recruiters, raises the prospect of leveraging automation in the recruitment process.

Commenting on the findings, Peter Duris, CEO and Co-founder of Kickresume, expressed fascination with the observed variances. Duris emphasised the potential of AI as a time-saving tool in resume screening, suggesting its utility in assisting recruiters in candidate selection.

For job seekers, these findings offer a nuanced perspective. Understanding that recruiter decisions may not always align on resume evaluations can provide reassurance. Duris advises job seekers not to be disheartened by rejections, suggesting resume refinement and perseverance as strategies for success.

A notable inconsistency reviewing resumes

The study employed Cohen’s Kappa metric to gauge agreement levels among recruiters. With an average score of 0.49, indicating moderate agreement, recruiters exhibited notable inconsistency in their assessments. When presented with identical resumes, recruiters only identified candidates as suitable 40 percent of the time, while consistently recognising unsuitable candidates at a rate of 91 percent.

In contrast, an AI job matching tool demonstrated a Cohen’s Kappa score of 0.45, suggesting a comparable level of agreement to the pool of human recruiters. Notably, this AI surpassed conventional Applicant Tracking System (ATS) software by employing advanced algorithms beyond keyword filtering.

In response, Kickresume advises job seekers to diversify their applications across multiple roles, thereby increasing their chances of exposure to different recruiters. While recruiters may not always concur on optimal candidates, consensus is often reached regarding unsuitable applicants. Hence, aligning resumes closely with job descriptions is paramount, emphasising relevant experience, skills, and qualifications.

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