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Recorded WebinarNew

Leveraging AI in Risk Assessment for Smarter Computer Systems Validation

Apply AI responsibly to CSV risk assessment — build defensible, inspection-ready risk models that align with CSA, GAMP 5, and FDA data integrity expectations.

4.8(0 reviews)
1.5 hours
Carolyn Troiano

Instructor

Carolyn Troiano

FDA Compliance & Computer System Validation Consultant

What You'll Learn

Defining risk for GxP systems and the limits of traditional scoring
CSV to CSA transition using AI-supported risk logic
Machine learning signals for failure likelihood and criticality
Building objective, defensible risk assessment models
Integration of AI outputs into SDLC and GAMP 5 (Second Edition) decisions
Explaining AI-supported risk decisions during FDA inspections

About This Event

This course shows how AI can be applied responsibly to risk assessment in computer systems validation, replacing static scoring with evidence-driven decisions. It equips teams to build defensible, inspection-ready risk models that align with CSA expectations while strengthening data integrity, validation focus, and FDA confidence. Risk assessment sits at the center of computer systems validation, yet many organizations still rely on subjective scoring, outdated templates, and assumptions that no longer reflect how modern GxP systems behave. Teams often misapply CSA by speeding validation without strengthening risk logic. This webinar brings practical clarity to using AI as a decision-support tool in validation risk assessment. It sharpens judgment, improves objectivity, and helps teams defend how risk decisions are made, maintained, and explained to regulators. Code: FDB1347

Curriculum

Limits of Traditional Scoring and the CSV-to-CSA Transition
12 min
Machine Learning Signals for Failure Likelihood and Criticality
12 min
Building Objective, Defensible Risk Assessment Models
12 min

Requirements

  • Computer System Validation, QA, Regulatory Affairs, or IT professionals in regulated industries
  • Applicable to digital transformation leaders, GxP application owners, and compliance teams

Meet Your Instructor

Carolyn Troiano

Carolyn Troiano

FDA Compliance & Computer System Validation Consultant

Carolyn Troiano has more than 45 years of experience in computer system validation in the pharmaceutical, medical device, biotechnology, tobacco, and other FDA-regulated industries. She is currently an independent consultant, advising companies on FDA compliance, Computer System Validation (CSV), and large-scale IT system implementation projects. Carolyn participated in the FDA/Industry Partnership to develop 21 CFR Part 11, the FDA's Guidance for Electronic Records and Electronic Signatures. During her career she has provided training on CSV, 21 CFR Part 11, Data Integrity, and many other compliance topics of interest to the life science industries.

45+ Years CSV Experience21 CFR Part 11 Co-DeveloperIndependent FDA Consultant
Quantity
1

Recording – 1 Viewer

$290.00
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Certificate of completion

Event Details

Format

Recorded Webinar

Duration

1.5 hours

Certificate

Included

Access

Lifetime

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