All success stories
Planning/Forecasting & planning/SC-13
R Shiny Forecasting & Scenario Planning Application
What this system is for
An interactive R application for decomposition, forecasting and business what-if scenarios.
Reference economics
€1.5M planning base → 4% improvement → €60k exposure affected.
Reference arithmetic, not a measured client result.
€1.5M
Reference scenario
4%
Illustrative improvement
€60k
Decision value
The success story in 30 seconds
Business problem
Aggregate accuracy can hide weak planning performance and lead to the wrong stock, capacity or financial action.
What changed
Benchmark against simple statistical baselines.
Business utility
The useful output is not the prediction itself; it is a better decision made with explicit uncertainty.
Decision
Forecasting & planning
System
R Shiny Forecasting & Scenario Planning Application
Validation
WAPE · Scenarios
Core stack
R · Shiny · forecast