PREDICTION

Steel Waste Prediction

Enter your project parameters to predict steel waste percentage

Project Information

Project ID

Project Phase

Material Parameters

Reinforcement Ratio (kg/m³) Range: 60-180 kg/m³

Number of Unique Required Lengths Range: 5-40

Stock Length Policy

Cutting Optimization Usage

Management & Control

Supervision Index (1-5)

Material Control Level (1-3)

Storage Handling Index (1-5)

BIM Integration Level (0-3)

Offcut Reuse Policy (0-2)

Project Dynamics

Design Revisions per Month

Change Orders per Month

Contract Type

Lead Time (days)

Order Frequency per Month

Total Steel Quantity (kg) Used for cost and CO₂ impact calculations

Prediction Results

Predicted Steel Waste

Interpretation

Enter project parameters and click "Predict Steel Waste" to get started.

Prediction Reliability

confidence

Financial & Environmental Impact

Waste Cost

$0

For 100,000 kg steel (0 kg waste)

CO₂ Emissions

0 kg CO₂

From wasted steel

Potential Savings

$0

With 50% waste reduction

CO₂ Reduction

0 kg CO₂

Potential reduction

Top Waste-Driving Factors

Based on Feature Importance analysis

Note: SHAP values show impact relative to training data baseline. Negative values mean "better than average" (reduces waste compared to baseline), positive values mean "worse than average" (increases waste compared to baseline).

Make a prediction to see feature contributions.