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Inventory Optimization and Scenario Simulation

<p><strong>Inventory Optimization and Scenario Simulation</strong></p><p>This workflow analyzes inventory performance and simulates the impact of different business scenarios on stock levels, risk exposure, and profitability. It combines demand forecasting, stock calculations, and scenario-based parameter adjustments (price, cost, and lead time) to evaluate how changes affect inventory dynamics over time.</p><p>The process includes generating baseline forecasts, applying scenario shocks, and comparing results to highlight key impacts such as profit variation, stock duration, and inventory imbalance. This enables data-driven decision-making by providing clear insights into how extreme conditions influence operational performance and financial outcomes.</p>
Inventory Preparation

Forecasting Baseline
Visualization

Inventory Optimization and Scenario Simulation


This workflow analyzes inventory performance and simulates the impact of different business scenarios on stock levels, risk exposure, and profitability. It combines demand forecasting, stock calculations, and scenario-based parameter adjustments (price, cost, and lead time) to evaluate how changes affect inventory dynamics over time.

The process includes generating baseline forecasts, applying scenario shocks, and comparing results to highlight key impacts such as profit variation, stock duration, and inventory imbalance. This enables data-driven decision-making by providing clear insights into how extreme conditions influence operational performance and financial outcomes.

Data Reading

Sorter
Random Forest Predictor (Regression)
Remove rowswith 0 quantities
Row Filter
Keep only 2026
Row Filter
Compute avg lead time,cost, selling price per prod
GroupBy
Read previouslytrained Model
Model Reader
Calculates the total stock quantity and inventory value for each product
GroupBy
Load InventoryData
CSV Reader
Calculates Stock_value
Expression
Joins the current inventory status with the forecasted demand for each product
Combine
Data Processing
Round up values,rename and filter out columns
Post process forecasts
Open viewto explore inventoryvalues
Inventory optimization views
Column Renamer
Lag quantitydemand columns
Lags

Nodes

Extensions

Links