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A Covenant with Transparency: Opening the Black Box of Models


By KBL781 - Posted on 07 February 2011

TitleA Covenant with Transparency: Opening the Black Box of Models
Publication TypeJournal Article
Year of Publication2005
AuthorsFleischmann, Kenneth R., and Wallace William A.
JournalCommunications of the ACM
Volume48
Issue5
Pagination93-97
Type of ArticleArticle
Publication Languageeng
ISSN Number00010782
Accession Number16915883
KeywordsCOMPUTER science , COVENANTS , DECISION , ethics , models , professional , PROFESSIONALIZATION , TRANSPARENCY
Abstract

The article focuses on ethical aspect of transparency in the use of models for decision making. A hypothetical scenario has been presented in order to depict the importance of building transparency into decision support models. The ACM Code of Ethics and Professional Conduct is a strong starting point in professionalization of modeling. It argues for the education of non-modelers, without consideration of the role the design of the model plays in users' understanding of the model. It notes the need for non-modelers to understand how models work. Transparency can serve as a way to communicate to non-users how the model works. With a transparent model, even non-experts can understand the inner workings of the model. Transparency is important on both the micro and macro levels because it can build trust in both particular models and the profession of modeling. By making the representations and values of the model transparent, the modeler enables users to verify the model lives up to the covenants with reality and values.

Notes

Fleischmann, Kenneth R. 1; Email Address: fleischmann@ci.fsu.edu; Wallace, William A. 2; Email Address: wallaw@rpi.edu; Affiliations: 1: Assistant Professor, College of Information, Florida State University, Tallahassee, FL.; 2: Professor, Department of Decision Sciences and Engineering Systems, Rensselaer Polytechnic Institute, Troy, NY.; Issue Info: May2005, Vol. 48 Issue 5, p93; Thesaurus Term: DECISION support systems; Thesaurus Term: PROFESSIONALIZATION; Thesaurus Term: PROFESSIONAL ethics; Subject Term: MODELS & modelmaking; Subject Term: ETHICS; Subject Term: COVENANTS; Number of Pages: 5p; Illustrations: 1 Chart; Document Type: Article

DOI10.1145/1060710.1060715
Short TitleA Covenant with Transparency: OPENING THE BLACK BOX OF MODELS
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