Hi, I'm Ghany.
I turn data into decisions.
I use AI, optimization, and other mathematical models to help companies solve complex operational problems — from demand forecasting to supply chain design.
For business stakeholders
Explore how forecasting, optimization, and mathematical models can support businesses.
For recruiters & collaborators
See how my background, experience, and technical focus connect to practical work.
For learners
Learn how decision problems are framed, modelled, and explained through examples.
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 other mathematical models to compare alternatives and recommend actions.
Collaboration
Where decision science helps.
Industries where complex decisions around planning, capacity, resources, and demand can benefit from data and mathematical models.