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Insights, strategies, and stories from my work in product, growth, and technology.

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Series-Connected Subsystems

Series-Connected Subsystems

Complex electromechanical products rarely rely on a single mechanism; they knit together motors, sensors, power electronics, and software into an interdependent whole. When these blocks are wired in s... ...more

DOE

September 05, 20252 min read

Duty Cycle Engineering

Duty Cycle Engineering

A clearly defined duty cycle—the time-weighted map of every load, rest period and environmental exposure a product sees—anchors both design and testing. When engineers know how long a motor will dwell... ...more

DOE

September 05, 20253 min read

Preventive maintenance: Replacement vs. Detection

Preventive maintenance: Replacement vs. Detection

Two mindsets dominate preventive maintenance. Time-based replacement swaps parts after a fixed number of hours, cycles, or calendar days; its simplicity and regulatory compliance keep it the workhorse... ...more

Friction ,DOE &Data

September 05, 20252 min read

Data-Driven Detection of Accelerated Wear in Critical System Components.

Data-Driven Detection of Accelerated Wear in Critical System Components.

Data-Driven Detection of Accelerated Wear in Critical System Components. ...more

Data

January 24, 20252 min read

DOE: Variability First, Mean Second

DOE: Variability First, Mean Second

Career transitions can be exciting yet challenging times, whether you’re switching industries, pursuing a promotion, or starting your own business. The process often comes with uncertainty, self-doubt... ...more

DOE

January 24, 20253 min read

Friction Testing: PV Approach

Friction Testing: PV Approach

Self-discovery is a journey that allows you to understand your true self—your strengths, values, passions, and purpose. It’s the foundation for personal growth, confidence, and fulfillment. Life coach... ...more

Friction

January 24, 20252 min read

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