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      <image:title>Articles - Systems Differential Diagnosis Framework - The Systems Differential Diagnosis Framework (SDDF)</image:title>
      <image:caption>Step 1: Define the Problem (Symptoms Stage) Collect all available evidence: logs, monitoring alerts, user reports. Frame a clear problem statement: “What is failing? Where? Since when? Under what conditions?” Step 2: List Possible Causes (Hypothesis Generation) Brainstorm broadly. For business systems, this may include master data, pricing, customer/route rules, or inventory. Step 3: Prioritize Causes (Triage) Rank based on likelihood and business impact. Like in medicine, triage ensures focus on what is most urgent or damaging. Step 4: Isolate &amp; Test (Differential Step) Check each cause systematically, ruling it in or out. Compare against a working scenario (healthy system). Step 5: Narrow Down (Exclusion) Eliminate disproven causes from the list. Continue refining until one hypothesis consistently matches the evidence. Step 6: Confirm Root Cause Validate that addressing this cause resolves the issue repeatedly. Step 7: Resolution &amp; Documentation Implement the permanent fix through change control. Update the KEDB with the problem, root cause, and resolution to aid future responses.</image:caption>
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      <image:title>Articles - Systems Differential Diagnosis Framework</image:title>
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      <image:title>Articles - Leading Change in the Digital Age - We live in an era deeply shaped by digitalization, where technology has redefined how people communicate, how companies operate, and how markets evolve. In this context, keeping up with new technologies is not optional but a strategic necessity. Digital transformation, understood as a comprehensive reconfiguration of how an organization creates value through the intelligent use of technology, has become a key factor for competitiveness.</image:title>
      <image:caption>This process goes far beyond acquiring technological tools: it requires rethinking culture, processes, leadership, and team capabilities. This is where change management plays a critical role, ensuring that people adapt, understand, and actively participate in transformation.</image:caption>
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