Radix Analytics Pvt Ltd

Scoring Return of COD Consignments

Radix Analytics Pvt Ltd > Risk Analytics > Scoring Return of COD Consignments

Issues & Objectives

  • To develop a scoring model to identify consignments likely to be returned, in case of Cash on Delivery (CoD) payments for one of the largest e-tailer distributors.

Benefits

*K-S 36 – 45High separation for application scorecard
**Gini36 – 45Average separation, definitely useful

Project information

Skills

Advanced Statistical Techniques 

Client

E-COM Courier Company 

Domain

Scoring Models

Location

India

COD-Consignments

Challenges

  • Extremely large data – Over 2.5 million records
  • Data inconsistencies
  • Traffic variation at different time of the day

Solution

  • Univariate analysis to identify significant variables
  • Clustered clients based on number of orders from a specific vendor
  • Developed various models and recommended the most suitable one

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