Brian Kibet
AI2026

Product Demand Prediction Model

A predictive model that forecasts product demand using historical sales data and external variables.

Visual for Product Demand Prediction Model

The Challenge

Inaccurate demand forecasting led to inventory inefficiencies and stockouts.

The Solution

Developed a predictive model using historical sales data and external variables (holidays, promotions, macroeconomic indicators) to forecast demand more accurately.

The Technology

PythonPandasScikit-LearnMachine Learning

Role: Data Lead

Client: Kapa Oil Refineries Ltd.

The Impact

Helped optimize inventory levels and reduce stockouts by improving demand forecasting accuracy.