SEC595: Applied Data Science and AI/Machine Learning for Cybersecurity Professionals


Experience SANS training through course previews.
Learn MoreLet us help.
Contact usBecome a member for instant access to our free resources.
Sign UpWe're here to help.
Contact Us
Digital Investigative Analysis (DIA) has entered a decisive era, one defined by volatility, encryption-by-default, overwhelming data volume, and increasing reliance on cloud-based ecosystems. In this environment, the most critical phase of DIA may no longer the lab examination, it is incident response. The earliest actions taken at the moment of discovery often determine whether evidence is preserved, silently altered, or permanently lost.
A single misstep, powering down a system, mishandling a live device, failing to capture volatile artifacts, or triggering encryption safeguards—can render key evidence inaccessible or destroy it outright.
Encryption is already a standard expectation on modern mobile devices, but that reality is rapidly expanding to traditional computers as full-disk encryption becomes increasingly routine and, in many environments, a default configuration. When agencies plan for encryption, they can mitigate risk through preparedness, policy, and technical strategy. When they do not, investigators may lose everything that matters.
At the same time, data volume has exploded to the point that “full forensic analysis” has effectively been a myth for more than two decades, yet many analysts remain reluctant to acknowledge investigative limits. A phased, decision-driven approach to analysis is no longer optional; it is the only scalable path forward.
This presentation examines emerging operational realities: tightening budgets, vendor pressures and overpromising, the risks of tool-driven “button pushing” without validation, and the growing trend of shifting evidence review away from trained forensic experts and to the lowest level available (Yikes). Finally, it addresses the accelerating migration to cloud synchronization and storage, and what incident response must become in order to remain effective in a world where the evidence is constantly moving.


For Ovie Carroll, digital forensics is all about the hunt for evidence in digital places that are hiding critical clues, followed by deep analysis to prove something that the evidence was never intended to prove.
Read more about Ovie Carroll