Category Archives: Uncategorized

AI Won’t Need to Become Evil to Become Dangerous: What the AI Doomsday Debate Means for EHS

Recent headlines have raised an extraordinary question: Could artificial intelligence actually kill us all? The language naturally attracts attention, but it can also distract from the more useful issue for environmental, health and safety professionals. The important question is not … Continue reading

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If Everything Still Comes to You, You Haven’t Scaled Leadership

Building an Operating System for EHS Leadership at Scale One of the most important leadership lessons of my career came during a period of extraordinary growth. At ATI Worksite Solutions, our operation grew from approximately 15 people to roughly 300. … Continue reading

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Harnessing the Process Digital Twin: Building Live Operating Models for Foresight, Control, and Safer Work

Most organizations are still managing safety and operational risk by looking in the rearview mirror. A Process Digital Twin gives leaders a way to see risk forming early enough to act.

In our new article, “Harnessing the Process Digital Twin: Building Live Operating Models for Foresight, Control, and Safer Work,” Emmanuel Winful, CSP, MPH, MS and I explore how digital twins can move from concept to practical operational control.

Emmanuel was a great collaborator on this work and brought strong technical depth to the discussion.

The article covers where to start, what data matters, how to avoid false confidence, and why validation, MOC, cybersecurity, and governance cannot be afterthoughts.

The future of safety will not be built on better dashboards alone. Continue reading

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Decision-Ready Information: The Modern Standard for Leadership in Complex Organizations

Organizations are drowning in information and starving for judgment.

My latest article on LeadingEHS.com explores the concept of decision-ready information and compares it to the classic management discipline of completed staff work.

The core idea is simple: leaders do not need more dashboards, alerts, reports, or raw data. They need information that has been interpreted, contextualized, risk-ranked, and shaped into clear options and recommendations.

This discipline matters across EHS, sustainability, operations, cybersecurity, process safety, and enterprise governance. Whether we are dealing with AIoT signals, process safety data, ESG disclosures, or operational risk indicators, the challenge is the same:

-What is happening
-Why does it matter
-What could happen next
-What should we do?

Decision-ready information converts complexity into accountable leadership action. Continue reading

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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

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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

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Building Sustainable Leadership: Why It Matters More Than Ever

What if leadership itself were treated as a renewable resource rather than a consumable one? First introduced at the ASSP Management Systems Symposium, the sustainable leadership framework was designed to help organizations perform today without eroding the people, trust, and systems they depend on tomorrow. In an era shaped by AI, complexity, and constant disruption, its seven tenets offer a practical blueprint for building leadership that endures. Continue reading

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You’ve Been Given the Assignment: Why Modern EHS Leadership Requires a New Operating Model

If your EHS system struggles when conditions change, that’s not a people problem—it’s a system design issue. This article outlines how leading organizations are modernizing EHS for real work and real risk. Continue reading

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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

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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

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