Related Experiment Video
Updated: May 22, 2026

An R-Based Landscape Validation of a Competing Risk Model
Published on: September 16, 2022
Systems-based guiding principles for risk modeling, planning, assessment, management, and communication.
1University of Virginia, Center for Risk Management of Engineering Systems, P.O. Box 400736, Charlottesville, VA 22904, USA. haimes@virginia.edu
This study introduces 10 universal systems-based principles for risk assessment and management in complex systems of systems. Applying these principles ensures holistic, adaptive, and sustainable risk strategies for enhanced safety and performance.
Area of Science:
- Systems Engineering
- Risk Management
- Complex Systems Analysis
Background:
- Risk assessment, management, and communication in systems of systems are complex.
- A systems engineering perspective is crucial for developing guiding principles.
- Existing approaches may lack a comprehensive, universal framework.
Purpose of the Study:
- To propose 10 universal systems-based guiding principles for risk assessment, management, and communication.
- To initiate a discussion for developing a more complete set of principles.
- To demonstrate the application of these principles using the Next Generation (NextGen) system of systems.
Main Methods:
- Grounded in systems engineering principles.
- Introduced 10 guiding principles for risk assessment and management.
- Applied principles to the U.S. Federal Aviation Administration's NextGen system of systems.
Main Results:
- Holism bridges risk analysis and systems engineering.
- Systemic and integrated processes are essential for risk management.
- Multiple models, meta-modeling, and subsystem integration are key.
- Accounting for uncertainties, low-probability/high-consequence risks, and timeframes is critical.
- Risk analysis must be holistic, adaptive, incremental, and sustainable.
Conclusions:
- The 10 proposed principles provide a foundational framework for risk management in systems of systems.
- Application to NextGen demonstrates the relevance and efficacy of the principles.
- Further interdisciplinary input is encouraged to refine and expand these principles.
Related Concept Videos
Types of Biopharmaceutical Studies: Controlled and Non-Controlled Approaches
Non-controlled studies, commonly employed for initial exploration, lack a control group, rendering them susceptible to biases and external influences. In contrast, controlled...
Methods of Documentation VI: Case Management Model
For example, a patient with a chronic illness...
Principles of Disease Surveillance
SBAR II: Application of SBAR
SBAR Report from a Nurse to a Health Care Provider
S: "Hello, Dr. Smith. This is Jane, RN, from the Med Surg unit. I am calling to tell you about Ms. White in Room 210, who is experiencing increased pain and redness at her incision site. Her recent...
Design Example: Analyzing Capacity Contours for Flood Risk Assessment
SBAR I: Understanding the Concept
Standardized methods of communication have been developed to ensure that information is...