Leveraging Artificial Intelligence and Big Data to Enhance Safety Analysis: A Guide (2025)

Chapter: 3 How AI, ML, and Big Data Can Improve Safety Evaluations

Previous Chapter: 2 Traditional Safety Evaluations
Suggested Citation: "3 How AI, ML, and Big Data Can Improve Safety Evaluations." National Academies of Sciences, Engineering, and Medicine. 2025. Leveraging Artificial Intelligence and Big Data to Enhance Safety Analysis: A Guide. Washington, DC: The National Academies Press. doi: 10.17226/29098.
Page 10
Suggested Citation: "3 How AI, ML, and Big Data Can Improve Safety Evaluations." National Academies of Sciences, Engineering, and Medicine. 2025. Leveraging Artificial Intelligence and Big Data to Enhance Safety Analysis: A Guide. Washington, DC: The National Academies Press. doi: 10.17226/29098.
Page 11
Suggested Citation: "3 How AI, ML, and Big Data Can Improve Safety Evaluations." National Academies of Sciences, Engineering, and Medicine. 2025. Leveraging Artificial Intelligence and Big Data to Enhance Safety Analysis: A Guide. Washington, DC: The National Academies Press. doi: 10.17226/29098.
Page 12
Suggested Citation: "3 How AI, ML, and Big Data Can Improve Safety Evaluations." National Academies of Sciences, Engineering, and Medicine. 2025. Leveraging Artificial Intelligence and Big Data to Enhance Safety Analysis: A Guide. Washington, DC: The National Academies Press. doi: 10.17226/29098.
Page 13
Suggested Citation: "3 How AI, ML, and Big Data Can Improve Safety Evaluations." National Academies of Sciences, Engineering, and Medicine. 2025. Leveraging Artificial Intelligence and Big Data to Enhance Safety Analysis: A Guide. Washington, DC: The National Academies Press. doi: 10.17226/29098.
Page 14
Suggested Citation: "3 How AI, ML, and Big Data Can Improve Safety Evaluations." National Academies of Sciences, Engineering, and Medicine. 2025. Leveraging Artificial Intelligence and Big Data to Enhance Safety Analysis: A Guide. Washington, DC: The National Academies Press. doi: 10.17226/29098.
Page 15
Suggested Citation: "3 How AI, ML, and Big Data Can Improve Safety Evaluations." National Academies of Sciences, Engineering, and Medicine. 2025. Leveraging Artificial Intelligence and Big Data to Enhance Safety Analysis: A Guide. Washington, DC: The National Academies Press. doi: 10.17226/29098.
Page 16
Suggested Citation: "3 How AI, ML, and Big Data Can Improve Safety Evaluations." National Academies of Sciences, Engineering, and Medicine. 2025. Leveraging Artificial Intelligence and Big Data to Enhance Safety Analysis: A Guide. Washington, DC: The National Academies Press. doi: 10.17226/29098.
Page 17
Suggested Citation: "3 How AI, ML, and Big Data Can Improve Safety Evaluations." National Academies of Sciences, Engineering, and Medicine. 2025. Leveraging Artificial Intelligence and Big Data to Enhance Safety Analysis: A Guide. Washington, DC: The National Academies Press. doi: 10.17226/29098.
Page 18
Suggested Citation: "3 How AI, ML, and Big Data Can Improve Safety Evaluations." National Academies of Sciences, Engineering, and Medicine. 2025. Leveraging Artificial Intelligence and Big Data to Enhance Safety Analysis: A Guide. Washington, DC: The National Academies Press. doi: 10.17226/29098.
Page 19
Next Chapter: 4 Applying AI, ML, and Big Data to Safety Analysis
Subscribe to Email from the National Academies
Keep up with all of the activities, publications, and events by subscribing to free updates by email.