Shipment Delay Risk Index (SXI)

SCORE + CORRELATE = IMPROVE

Current SXI Score

2.60

Current Shipment Delay

16.95%

Shipment Delay Prediction Accuracy

99.6%

Target SXI Score

2.68

Target Shipment Delay

(20%) 13.56%

Shipment Delay Prediction Precision

99.7%

Potential Business Improvements

Current Shipment Delay = 5101

Improvement
20% or 1020 less
Shipment Delay

Improvement
49.5% or 2525 less
Shipment Delay

Improvement
85.13% or 4342 less
Shipment Delay

Auto-ML SXI
Accuracy (%) 93.15 99.6%
Precision (%) 92 99.7%
AUC 0.95 1
True Positives = 5730 False Positives = 1
False Negatives = 0 True Negatives = 289

Actual vs Prediction

ID SXI Score Actual Target Predicted Target
33265 2.235 Delayed Delayed
4233 2.785 Not Delayed Not Delayed
1339 2.846 Not Delayed Not Delayed
17166 2.711 Not Delayed Not Delayed
10525 2.756 Not Delayed Delayed
19567 2.666 Not Delayed Not Delayed
50533 2.674 Not Delayed Not Delayed
5823 2.861 Not Delayed Delayed
50601 2.233 Delayed Delayed
2822 2.646 Not Delayed Not Delayed
Current Shipment Delay Decision Tree
Target Shipment Delay Decision Tree

Sensitivity Analysis

FEATURES cp_delay_month cp_delay_quarter fc_name_planet_pharr fc_city_Bangalore drop_metro is_delayed
Actual Values 50552.8 119487.25 1.0 0.0 0.0 1 (Delayed)
Adjusted Values 34864 82405 1.34 0.0 0.0 0(Not Delayed)
Change in values (%)   -45   -45   34   53   45 -
The target variable changed from Delayed (Prediction in Actual Data) to Not Delayed (Prediction in Adjusted Data).
Shipment Weight

280.83

Distance

151.10

City
Most Common

Bangalore

Actual TAT

1.10