A comprehensive survey of artificial intelligence techniques for talent analytics

C Qin, L Zhang, Y Cheng, R Zha, D Shen… - arxiv preprint arxiv …, 2023 - arxiv.org
In today's competitive and fast-evolving business environment, it is a critical time for
organizations to rethink how to make talent-related decisions in a quantitative manner …

Personnel selection: A review of ways to maximize validity, diversity, and the applicant experience

CH Van Iddekinge, F Lievens… - Personnel …, 2023 - Wiley Online Library
Personnel Psychology has a long tradition of publishing important research on personnel
selection. In this article, we review some of the key questions and findings from studies …

Automated video interview personality assessments: Reliability, validity, and generalizability investigations.

L Hickman, N Bosch, V Ng, R Saef, L Tay… - Journal of Applied …, 2022 - psycnet.apa.org
Organizations are increasingly adopting automated video interviews (AVIs) to screen job
applicants despite a paucity of research on their reliability, validity, and generalizability. In …

How well can an AI chatbot infer personality? Examining psychometric properties of machine-inferred personality scores.

J Fan, T Sun, J Liu, T Zhao, B Zhang… - Journal of Applied …, 2023 - psycnet.apa.org
The present study explores the plausibility of measuring personality indirectly through an
artificial intelligence (AI) chatbot. This chatbot mines various textual features from users' free …

[HTML][HTML] Beyond traditional interviews: Psychometric analysis of asynchronous video interviews for personality and interview performance evaluation using machine …

A Koutsoumpis, S Ghassemi, JK Oostrom… - Computers in Human …, 2024 - Elsevier
With the advent of new technology, traditional job interviews have been supplemented by
asynchronous video interviews (AVIs). However, research on psychometric properties of …

Bias and fairness in multimodal machine learning: A case study of automated video interviews

BM Booth, L Hickman, SK Subburaj, L Tay… - Proceedings of the …, 2021 - dl.acm.org
We introduce the psychometric concepts of bias and fairness in a multimodal machine
learning context assessing individuals' hireability from prerecorded video interviews. We …

Psychometric properties of automated video interview competency assessments.

J Liff, N Mondragon, C Gardner… - Journal of Applied …, 2024 - psycnet.apa.org
Interviews are one of the most widely used selection methods, but their reliability and validity
can vary substantially. Further, using human evaluators to rate an interview can be …

TensorFlow-based automatic personality recognition used in asynchronous video interviews

HY Suen, KE Hung, CL Lin - IEEE Access, 2019 - ieeexplore.ieee.org
With the development of artificial intelligence (AI), the automatic analysis of video interviews
to recognize individual personality traits has become an active area of research and has …

The Effects of the Training Sample Size, Ground Truth Reliability, and NLP Method on Language-Based Automatic Interview Scores' Psychometric Properties

L Hickman, J Liff, C Rottman… - Organizational …, 2024 - journals.sagepub.com
While machine learning (ML) can validly score psychological constructs from behavior,
several conditions often change across studies, making it difficult to understand why the …

Hirenet: A hierarchical attention model for the automatic analysis of asynchronous video job interviews

L Hemamou, G Felhi, V Vandenbussche… - Proceedings of the …, 2019 - ojs.aaai.org
New technologies drastically change recruitment techniques. Some research projects aim at
designing interactive systems that help candidates practice job interviews. Other studies aim …