← All projects

At Accenture · Insurance, Singapore

Loss Ratio Reduction

Sharper risk segmentation at underwriting for a BFSI portfolio.

~$1M net business impact

Risk ModellingDataikuBFSI

The problem

Elevated loss ratios in the Singapore portfolio, driven by inadequate risk segmentation at the underwriting stage.

What I did

Defined model and data quality requirements — features, target, validation criteria — with underwriting and actuarial teams, then owned delivery end to end on Dataiku: pipeline, modelling, validation and deployment into the client's infrastructure.

Impact

Improved risk-scoring accuracy enabled more precise pricing and underwriting, delivering around $1M in net business impact.

Next projectMarketing Analytics & Personalisation
→