Data-driven decision making

Reflections on Resilience Engineering: New Directions for Measuring and Maintaining Safety in Complex Systems by Sidney Dekker, Erik Hollnagel, David Woods, and Richard Cook

There’s something about complexity that pulls me in. Maybe it’s the challenge of untangling moving parts, the unpredictability of it all, or just the satisfaction of seeing patterns emerge where, at first, there seemed to be none. When I started working on AI-powered project management systems, I thought the challenge was about prediction—refining estimates, optimizing […]

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Room Chair Lot

Reflection: SWARA-COPRAS for Strategic Investment Decisions

Reading: “Investment Prioritizing in High-Tech Industries Based on SWARA-COPRAS” by Zolfani & Bahrami (2014)​. This article presents the SWARA-COPRAS model—a combined decision-making framework used to prioritize investments in high-tech fields by weighing different criteria. SWARA helps rank the importance of various factors, while COPRAS evaluates the performance of each option against those priorities. This framework

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A cup of coffee and a camera on a wooden table in the workplace

Reflection on “How Artificial Intelligence can Leverage Project Management Information System (PMIS) and Data-Driven Decision Making in Project Management”

Spring is here, and while I typically feel a bit sleepy in the afternoons, especially during these transitional months, I’ve found myself going back to my double Turkish coffee habit. I had sworn off coffee for a while, but after some long days teaching ITIL 4 Foundation course, I couldn’t resist the pull of caffeine

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