The Fantasy of No Regrets Thinking “No regrets.” It’s tattooed on forearms, stamped under vacation photos, and whispered like a life hack. But no regrets thinking assumes something profoundly unrealistic: that you had perfect information, flawless judgment, and a crystal ball. You didn’t. Adults make decisions under uncertainty. Children assume outcomes are obvious. That’s the […]
Value Transforming Blog
The Business Cost of Inadequate Testing and Verification Inadequate Testing Priorities: The Hidden Business Risk in Product Development In product development, testing and verification are often praised in principle but underfunded in practice. Organizations regularly declare quality as a core value, yet budget allocations and schedule pressures reveal a different reality. I am grateful to […]
AI in Product Development & Testing: Support and Refutation Artificial intelligence is rapidly reshaping how products are developed and tested — offering speed, insight, and automation, yet also raising questions about reliability, variability, and limits in real-world engineering. This article examines both the support for and refutation of the use of AI product development tools, […]
Quality Improvement in Product Development: The Horse Isn’t Even Near the Water Before we go any further with this blog post, I need to note that this stems from recent consulting work that demonstrated the principle. But that would not have been enough even though these thoughts were rolling through my head. The catalyst was […]
Commercial Vehicle Dictionary for Engineers, Fleet Managers, and Transportation Professionals Clear communication is essential in the commercial transportation industry. Engineers, fleet managers, manufacturers, and regulators rely on precise terminology to design vehicles, maintain fleets, meet regulations, and reduce risk. Yet, commercial vehicle terminology is often inconsistent across organizations and regions. That inconsistency leads to misunderstandings, […]
Why Software-Defined Vehicles Demand Stronger Verification and Validation Software-defined vehicles (SDVs) are reshaping automotive engineering. Vehicle behavior is no longer fixed at production; it evolves through over-the-air (OTA) updates, software feature toggles, and AI-enabled decision logic. This shift dramatically raises the stakes for SDV verification. Personally, I think treating a vehicle like IT equipment may […]
PFMEA Control Gap: Control Plan Tools That Fail During Transition The PFMEA (Process Failure Mode and Effects Analysis) control gap is one of the most common root causes of quality failures in manufacturing. It occurs when the Process Failure Mode and Effects Analysis (PFMEA) indicates that risks are controlled, but actual shop-floor execution indicates otherwise. […]
The Iterative Development Process in Modern Product Development The iterative development process is not a single activity or phase—it is a system of interconnected disciplines working together throughout the product lifecycle. The attached graphic illustrates this system as a set of interlocking gears, each representing a critical capability required to move from concept to successful […]
Deterministic vs Probabilistic: Definitions that Matter in Engineering In engineering, deterministic vs. probabilistic refers to how we model cause-and-effect relationships and uncertainty. The difference between the two requires concepts that are important and should drive how we behave. A deterministic view assumes that the same inputs will always produce the same output; given the system […]
Welcome to the Project Management Failure Olympics Ah, project management failure, the unsung art form of modern enterprise! Anyone can deliver a project successfully—boring. But to craft a truly magnificent fiasco? That takes vision, overconfidence, and a Gantt chart that looks like spaghetti. The goal isn’t to finish the project. No, it’s to appear incredibly busy while chaos spreads […]
0