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From Response to Prevention: Seeing the Whole Picture – Part 3
Turning Reports into Actionable Intelligence
When I worked for the State of Vermont, our team did not treat an SSIR submission as simply a complaint to be documented. It initiated a structured, multidisciplinary assessment. Each team member was assigned a specific role so that the available information could be collected quickly, independently verified, and evaluated within the larger context.
Depending on the circumstances and available legal authority, that work could include:
From Response to Prevention: How Modern Organizations Build Anticipatory Security – Part 2
Targeted violence rarely begins when someone produces a weapon. It is often the end of a developing process involving grievance, ideation, planning, preparation, and movement toward a target. The challenge is recognizing meaningful escalation without treating every angry comment, personal crisis, or unpopular belief as a threat.
There is no single profile of a violent actor. Behavioral threat assessment, therefore, focuses on what a person is doing—not on appearance, identity, diagnosis, political views, or personal associations. Relevant indicators may include increasing fixation, repeated boundary violations, threatening communications, target research, weapons acquisition, surveillance, sudden desperation, or statements portraying violence as necessary or inevitable. No single indicator proves intent; the concern comes from context, combinations of behavior, and escalation over time.
Trust but Verify Part 5: When Forensic Automation Meets the Courtroom
The Moment Automation Becomes Evidence
Forensic automation often begins as a practical necessity. Modern investigations involve enormous volumes of data, and no examiner can manually review every byte of that information in a meaningful way without the assistance of sophisticated tools. Automation allows investigators to triage evidence, identify relevant artifacts, generate timelines, reconstruct communications, and produce information in a format that attorneys, investigators, executives, regulators, and courts can understand.
The courtroom, however, changes the nature of the conversation. During an investigation, automation may help the examiner find evidence. In litigation, that same automated output may become the basis for an opinion, a production, a witness examination, a motion, or testimony. At that point, the issue is no longer whether the software was helpful. The issue becomes whether the examiner can explain how the evidence was collected, how the tool interpreted it, what assumptions were involved, what limitations were considered, and why the conclusion is reliable.
