Commercial Bank transforms credit risk management with AI-Powered credit modelling

14% drop in loss rate

5% increase in approvals

Country

Cambodia

Company Size

1,000 – 5,000 Employees

Products

Personal Loans; Auto Loans; Mortgage Loan; SME Loans; Overdraft Loans

Type

Bank, Retail Lending, SME Lending

The Challenge

The Commercial Bank’s lending growth was stagnating across products. Their credit scorecard was built using a simple rules-based approach and they were finding it difficult derive incremental profitability from lending.

They were hampered by only having a limited number of historical data variables available to develop statistical models for more accurate risk profiling.

The Results

Increase in GINI

+96 pts

Processing time per application

-92%

Increase in approval rates

+4%

Reduction in loss rates

-14%

Generating Incremental Profitability
High accuracy credit modelling has enabled our customer to significantly reduce loss rates, resulting in incremental profitability. Additionally, they have been able to safely trial expansions into new segments with an increase in the approval rate; something that they plan to scale in Phase 2.
Plug & Play Architecture
Despite a rule-based approach to credit scoring, our customer was dependent on IT resources to deploy the scorecard. With creditX’s plug & play approach, our customer was easily able to connect their data and LOS with creditX, removing any need for IT support and enabling one-click deployements of new credit scorecards.

The Solution

Feature engineering to create sufficient variables for statistical scorecard development
Ensemble ML algorithms for higher predictive accuracy
Seamless integration with customer’s Datawarehouse, LOS & LMS systems
Bias reduction algorithms incorporated into model development process

Results after 3 months

<1 week

to develop and deploy new credit models

8%

Increase in Approvals which reversed rejection rates

“A game-changer”

finbots.ai’s solution, creditX, is a game changer in credit modelling that supports our Bank’s digital transformation journey.

– Ti Eng Hui, CEO, Baiduri Bank

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Let us show you how fnbots creditX can help your lending business with a no-obligation call and demo

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