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Wk 14. Ethics of Model Design and Use

Lecture Date: November 20, 2023 - Monday
Lecturer: Dr. Hamdi Kavak

Computational models are commonly used in assisting decision-making processes and affect people’s lives in different ways. Computational modelers must understand ethical principles and apply those in their work. This lecture will cover the ethics of model creation and use supported with real-world examples involving model reproducibility, data sharing practices, privacy, and code of ethics. By the end of this lecture, the goal is to understand code of ethics principles in different modeling specialties and learn about best practices to develop models more ethically.

Slides:

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Assigned Reading (choose one for your SWA 10):

  • Fleischmann, K. R., & Wallace, W. A. (2006). Ethical implications of values embedded in computational models: An exploratory study. Proceedings of the American Society for Information Science and Technology, 43(1), 1-16.
  • Boden, L. A., & McKendrick, I. J. (2017). Model-Based Policymaking: A Framework to Promote Ethical “Good Practice” in Mathematical Modeling for Public Health Policymaking. Frontiers in public health, 5, 68.

Recommended Reading:

  • ASA - Ethical Guidelines for Statistical Practice
  • ACM - Code of Ethics and Professional Conduct
  • Bak, M. A. (2020). Computing Fairness: Ethics of Modeling and Simulation in Public Health. SIMULATION, 0037549720932656.
  • Data Science Association - Code of Conduct
  • SCS - Simulationist Code of Ethics
  • ASME - Code of Ethics of Engineers

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Copyright © Hamdi Kavak. CSI 709/CSS 739 - Verification and Validation of Models.