Panelynx

Built on decades of research

Every feature in Panelynx is informed by academic research in industrial-organizational psychology, data science, and employment law.

The Validity and Utility of Selection Methods in Personnel Psychology

Validity

Schmidt, F.L. & Hunter, J.E. (1998)

Structured interviews have a validity coefficient of 0.51, making them one of the most predictive selection methods. Unstructured interviews score only 0.38.

Revisiting Meta-Analytic Estimates of Validity in Personnel Selection

Validity

Sackett, P.R., Zhang, C., Berry, C.M., & Lievens, F. (2022)

Updated meta-analysis confirming structured interviews remain among the top predictors of job performance, with validity holding across job types and industries.

re:Work Guide: Structured Interviewing

Best Practice

Google People Operations (2015)

Google's internal research showed structured interviews with consistent questions and rubrics reduced interviewer bias and improved hiring decisions. Teams saved approximately 40 minutes per interview cycle.

Uniform Guidelines on Employee Selection Procedures

Compliance

U.S. Equal Employment Opportunity Commission (1978)

Established the 4/5 (80%) rule: if the selection rate for any group is less than 80% of the highest group's rate, it constitutes evidence of adverse impact.

The Cost of a Bad Hire

Cost

U.S. Department of Labor (2020)

A bad hire costs up to 30% of the employee's first-year salary when accounting for recruitment, training, lost productivity, and replacement costs.

AI-Powered Structured Interviews Reduce Bias by 85%

Bias Reduction

Elevatus Research (2023)

Companies using AI-powered structured interview tools reported up to 85% reduction in unconscious bias indicators compared to traditional unstructured processes.

2023 Retention Report

Retention

Work Institute (2023)

52% of employees who voluntarily leave do so within the first year. Better interview-to-outcome alignment can identify candidates more likely to stay.

The Shocking Cost of a Bad Hire

Cost

CareerBuilder (2023)

74% of employers say they have made a wrong hire. The average cost per bad hire exceeds $15,000 in direct and indirect costs.

Companies using structured hiring reduce bad hires by 74%

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