Open Access. Powered by Scholars. Published by Universities.®

Business Law, Public Responsibility, and Ethics Commons

Open Access. Powered by Scholars. Published by Universities.®

PDF

The Journal of Values-Based Leadership

Journal

Machine learning

Articles 1 - 1 of 1

Full-Text Articles in Business Law, Public Responsibility, and Ethics

Codes Of Ethics: Extending Classification Techniques With Natural Language Processing, Zachary Glass, E. Susanna Cahn Dec 2021

Codes Of Ethics: Extending Classification Techniques With Natural Language Processing, Zachary Glass, E. Susanna Cahn

The Journal of Values-Based Leadership

Language is an indicator of how stakeholders view an ethics code’s intent, and key to distinguishing code properties, such as promoting ethical-valued decision-making or code-based compliance. This article quantifies ethics codes’ language using Natural Language Processing (NLP), then uses machine learning to classify ethics codes. NLP overcomes some inherent difficulties of “measuring” verbal documents. Ethics codes selected from lists of “best” companies were compared with codes from a sample of Fortune 500 companies. Results show that some of these ethics codes are different enough from the norm to be distinguished by an algorithm; indicating as well that lists of “best” …