Hi, I'm Ghany.
I turn data into decisions.
I use optimization, AI models, and analytics to help companies solve complex operational problems — from demand forecasting to supply chain design.
For business stakeholders
See complex operational problems translated into structured decision support.
For recruiters & collaborators
Understand my background, project experience, and areas of contribution.
For learners
Explore plain-language explanations of decision problems and how they're modelled.
Approach
From data to better decisions.
Four analytics layers — each building on the last.
Descriptive
What happened?
Summarize historical data to understand performance, patterns, trends, and operational behaviour.
Diagnostic
Why did it happen?
Analyze relationships, causes, bottlenecks, and business drivers behind observed results.
Predictive
What is likely to happen?
Forecast future demand, risks, or outcomes using statistical models and machine learning.
Prescriptive
What should we do?
Use optimization, simulation, and decision models to compare alternatives and recommend actions.
Collaboration
Where decision science helps.
Industries and problem types where better planning, allocation, and decision-making create real business value.