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Industrial and Organizational Psychology

Research Collection Lee Kong Chian School Of Business

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Automatic Scoring Of Speeded Interpersonal Assessment Center Exercises Via Machine Learning: Initial Psychometric Evidence And Practical Guidelines, Louis Hickman, Christoph N. Herde, Filip Lievens, Louis Tay Jan 2023

Automatic Scoring Of Speeded Interpersonal Assessment Center Exercises Via Machine Learning: Initial Psychometric Evidence And Practical Guidelines, Louis Hickman, Christoph N. Herde, Filip Lievens, Louis Tay

Research Collection Lee Kong Chian School Of Business

Assessment center (AC) exercises such as role-plays have established themselves as valuable approaches for obtaining insights into interpersonal behavior, but they are often considered the “Rolls Royce” of personnel assessment due to their high costs. The observation and rating process comprises a substantial part of these costs. In an exploratory case study, we capitalize on recent advances in natural language processing (NLP) by developing NLP-based machine learning (ML) models to investigate the possibility of automatically scoring AC exercises. First, we compared the convergent-related validity and contamination with word count of ML scores based on models that used different NLP methods …


Guidelines And Ethical Considerations For Assessment Center Operations, Deborah E. Rupp, Brian J Hoffman, David Bischof, William Byham, Lynn Collins, Alyssa Gibbons, Shinichi Hirose, Martin Kleinmann, Jeffrey D. Kudisch, Martin Lanik, Duncan J. R. Jackson, Myungjoon Kim, Filip Lievens, Deon Meiring, Klaus G. Melchers, Vina G. Pendit, Dan J. Putka, Nigel Povah, Doug Reynolds, Sandra Schlebusch May 2015

Guidelines And Ethical Considerations For Assessment Center Operations, Deborah E. Rupp, Brian J Hoffman, David Bischof, William Byham, Lynn Collins, Alyssa Gibbons, Shinichi Hirose, Martin Kleinmann, Jeffrey D. Kudisch, Martin Lanik, Duncan J. R. Jackson, Myungjoon Kim, Filip Lievens, Deon Meiring, Klaus G. Melchers, Vina G. Pendit, Dan J. Putka, Nigel Povah, Doug Reynolds, Sandra Schlebusch

Research Collection Lee Kong Chian School Of Business

This document’s intended purpose is to provide professional guidelines and ethical considerations for users of the assessment center method. These guidelines are designed to cover both existing and future applications. The title assessment center is restricted to those methods that follow these guidelines.