Text preprocessing for text mining in organizational research: Review and recommendations

L Hickman, S Thapa, L Tay, M Cao… - Organizational …, 2022 - journals.sagepub.com
Recent advances in text mining have provided new methods for capitalizing on the
voluminous natural language text data created by organizations, their employees, and their …

Using the International Cognitive Ability Resource as an open source tool to explore individual differences in cognitive ability

EM Dworak, W Revelle, P Doebler… - Personality and Individual …, 2021 - Elsevier
Although the measurement of intelligence is important, researchers sometimes avoid using
them in their studies due to their history, cost, or burden on the researcher. To encourage the …

Turning words into numbers: Assessing work attitudes using natural language processing.

AB Speer, J Perrotta, AP Tenbrink… - Journal of Applied …, 2023 - psycnet.apa.org
Researchers and practitioners are often interested in assessing employee attitudes and
work perceptions. Although such perceptions are typically measured using Likert surveys or …

Scoring dimension-level job performance from narrative comments: Validity and generalizability when using natural language processing

AB Speer - Organizational Research Methods, 2021 - journals.sagepub.com
Performance appraisal narratives are qualitative descriptions of employee job performance.
This data source has seen increased research attention due to the ability to efficiently derive …

Taking It Easy: Off-the-Shelf Versus Fine-Tuned Supervised Modeling of Performance Appraisal Text

AB Speer, J Perrotta… - Organizational Research …, 2024 - journals.sagepub.com
When assessing text, supervised natural language processing (NLP) models have
traditionally been used to measure targeted constructs in the organizational sciences …

MUST HAVE OR NICE TO HAVE? NECESSARY LEADERSHIP COMPETENCIES TO ENABLE EMPLOYEES'INNOVATIVE BEHAVIOUR

J Liehr, S Hauff - International Journal of Innovation Management, 2022 - World Scientific
Encouraging employees' innovative behaviour (EIB) is one of the most important leadership
tasks and numerous studies have examined the relationships between leadership and EIB …

The performance effects of narrative feedback

JH Lampe, U Schäffer, D Schaupp - Available at SSRN 3825100, 2022 - papers.ssrn.com
This paper investigates the influence of narrative feedback on employee performance.
Specifically, we examine a feedback process in which supervisors write structured feedback …

[PDF][PDF] Validity of Language-Based Algorithms Trained on Supervisor Feedback Language for Predicting Interpersonal Fairness in Performance Feedback

J Ock, JS Pang - Asia Pacific Journal of Information Systems, 2023 - researchgate.net
Previous research has shown that employees tend to react more positively to corrective
feedback from supervisors to the extent they perceive that they were treated with empathy …

Navigating the Labyrinth: An Analysis of Gender Bias in Leadership Development Using Natural Language Processing

MG Schwendeman - 2024 - search.proquest.com
This study employs a multi-trait, multi-method approach to investigate gender bias in
leadership development evaluations in an organizational setting by combining traditional …

Language of Legendary Leaders: Exploratory Sequential Mixed Methods Study on Narrating Highly Successful Organizations

MI Cooper - 2024 - search.proquest.com
This research examines how leadership storytelling impacts organizational performance,
specifically profit and revenue. Utilizing an exploratory sequential mixed-method design, the …