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Recent Posts
- Cyber-Physical Risk in the Age of AI: How Safety Professionals Identify and Manage OT Cyber Risk – Part 3
- Automated Reasoning for Human Error Detection in Industrial Operations
- Cyber-Physical Risk in the Age of AI: How Safety Leaders and Boards Can Protect Operational Technology – A Four Part Series
- Cyber-Physical Risk in the Age of AI: How Safety Leaders and Boards Can Protect Operational Technology
- Building Sustainable Leadership: Why It Matters More Than Ever
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Tag Archives: AI
Cyber-Physical Risk in the Age of AI: How Safety Professionals Identify and Manage OT Cyber Risk – Part 3
Part 3 moves from understanding the risk to executing against it. As cyber threats increasingly intersect with physical operations, organizations need a practical, structured approach to manage these risks at the system level. This section outlines how safety professionals—working with cybersecurity and engineering teams—can apply proven process safety methods to identify vulnerabilities, prioritize risk, protect critical systems, and strengthen operational resilience in the face of cyber-physical threats. Continue reading
Posted in Uncategorized
Tagged AI, cyber risk in manufacturing, cyber-physical risk, cyber-security, cybersecurity, EHS cyber risk integration, industrial control system security, industrial cybersecurity resilience, operational technology cybersecurity, OT cyber risk management, OT risk assessment, process safety and cybersecurity, safety instrumented systems security, security, technology
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Automated Reasoning for Human Error Detection in Industrial Operations
Most incidents aren’t caused by a single mistake—they result from conditions that made failure likely long before it happened.
In this article, I explore how automated reasoning can help EHS and operational leaders detect those conditions earlier, connect weak signals, and make more consistent, defensible decisions in real time. Just as important, I outline where technology stops—and where human leadership, trust, and judgment still determine outcomes.
The future of safety isn’t human or AI—it’s the integration of both to anticipate risk and act before it becomes reality. Continue reading
Cyber-Physical Risk in the Age of AI: How Safety Leaders and Boards Can Protect Operational Technology – A Four Part Series
AI is changing the rules of cyber risk—and in OT environments, the consequences are no longer just digital.
From process instability to SIF potential, cyber threats are now operational threats. The real question isn’t if this risk exists—it’s whether we’re integrating safety, cyber, and operations fast enough to manage it.
Part 2 explores how AI is both accelerating the threat—and becoming a critical part of the defense. Continue reading
Posted in AI, enterprise risk management, Technical Skills
Tagged AI, AI cyber risk industrial systems, AI in industrial cybersecurity, artificialintelligence, business, critical infrastructure cybersecurity, cyber physical risk management, cyber physical security strategy, cyber risk governance board oversight, cybersecurity, enterprise risk management, industrial control systems security, operational technology cybersecurity, operationaltechnology, OT cyber resilience, process safety and cybersecurity integration, risk management, riskmanagement, technology
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Cyber-Physical Risk in the Age of AI: How Safety Leaders and Boards Can Protect Operational Technology
Artificial intelligence is reshaping cyber risk — and for industrial organizations, the stakes are no longer just digital.
Cyber attacks on operational technology (OT) can now disrupt physical processes, threaten worker safety, and create significant economic impact. Managing this evolving risk requires new thinking that connects plant-level realities with boardroom oversight.
I’m excited to share a new four-part thought leadership series I’ve co-authored with Fay Feeney, bringing together perspectives from industrial safety leadership and enterprise governance.
Together we explore how organizations can strengthen operational resilience, cyber-physical risk management, and strategic oversight in the age of AI.
Part 1 is now available — more to follow soon.
#OperationalTechnology #CyberSecurity #AI #IndustrialSafety #RiskManagement #BoardGovernance #Resilience Continue reading
Posted in AI, Artificial Intelligence, Design for Safety
Tagged AI, AI cyber threats to infrastructure, critical infrastructure cyber risk, cyber physical risk management, cyber risk governance board oversight, cyber-security, cybersecurity, industrial control systems security, industrial cybersecurity risk, operational technology cybersecurity, OT security resilience, process safety and cybersecurity, security, serious injury fatality prevention cyber risk, technology
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Seeing Risk Before It Hurts: An Example of How Predictive Analytics Are Redefining Safety
Most safety systems are designed to explain injuries after they happen—not to prevent them while risk is forming. What if EHS leaders could see danger emerging in real time, understand why it’s happening, and intervene before someone gets hurt? This article outlines a bold predictive safety concept that uses AI, computer vision, and causal analytics to challenge traditional thinking about leading indicators and redefine what proactive risk management in manufacturing could look like. Continue reading
Posted in AI, Artificial Intelligence, EHS Management, Injury Prevention, Machine Learning, psychological-safety
Tagged AI, AI in EHS, Artificial Intelligence, computer vision safety, leading indicators safety, manufacturing safety innovation, occupational injury prevention, predictive safety analytics, proactive safety management, real-time risk management, safety analytics and AI, structural equation modeling safety, technology
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A Discussion About the Future of OSH with AI+Humans
AI is rapidly transforming the EHS profession, accelerating how we learn, make decisions, and uncover insights that were previously out of reach. This podcast conversation explores what happens when human expertise and machine intelligence converge to shape the future of safety and work. Continue reading
Human + AI: The Power of Synergistic Collaboration
Are humans being replaced by AI in the workplace? In EHS and sustainability, the answer is no—what’s emerging is far more powerful: synergistic collaboration between people and AI. In my latest article, I explore how human insight, cognitive resilience, and ethical judgment combined with AI’s predictive and analytical power are transforming leadership, decision-making, and workforce development. Discover how leaders can harness shared intelligence to drive safer, smarter, and more sustainable outcomes. Continue reading
Posted in AI, Artificial Intelligence, EHS Management, Uncategorized
Tagged AI, AI and sustainability, AI in workplace safety, Artificial Intelligence, cognitive resilience, EHS leadership, ehs-leadership, emerging safety professionals, Human-AI collaboration, human-AI feedback loop, occupational safety AI, shared intelligence, synergistic collaboration
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Human Fallibility Meets System Design: Strategies for a Safer, Smarter Workplace
Prelude While reviewing past presentations, I came across a human factors course I taught for BLR in a webinar a few years ago. It was an exciting opportunity, as human factors is an area I consider essential for creating safer … Continue reading
Posted in AI, Artificial Intelligence, Design for Safety
Tagged AI, AI in Human Error Reduction, Artificial Intelligence, Aviation Safety Lessons, Error Prevention in Complex Systems, Human Error Reduction, Human Factors Analysis and Classification System (HFACS), Human Factors in Safety, Human Performance Improvement (HPI), human-factors, human-performance-improvement, Industrial Safety in Chemical Manufacturing, Organizational Safety Culture, Workplace Safety Strategies
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AI as a Strategic Partner: Building a Digital Twin to Advance Safety and Sustainability
Introduction The challenges of leading Environmental, Health, and Safety (EHS) efforts across global, high-risk operations have never been more intense. Executive leaders today are asked to navigate volatile regulations, emerging technologies, ESG mandates, cultural transformation, and shifting workforce expectations—all while … Continue reading
Posted in Uncategorized
Tagged #DigitalTwin #EHSLeadership #SafetyLeadership #ExecutiveLeadership #AIinEHS #SustainabilityLeadership #FutureOfWork #StrategicInnovation #ArtificialIntelligence #LeadershipTransformation, AI, Artificial Intelligence, business, Digital Twin, EHS, Executive Leadership, Leadership, technology
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Safe to Fail: How Digital Twins Can Rewire Workplace Trust
Digital twin technology—virtual representations of physical systems or processes—can significantly enhance psychological safety in the workplace by providing environments where employees feel secure to speak up, experiment, and make mistakes without fear of negative consequences. These virtual environments enable organizations … Continue reading
Posted in Uncategorized
Tagged AI, Artificial Intelligence, business, Leadership, psychological-safety, technology
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