India's largest platform and marketplace for GCCs & AI

Sign in

India's largest platform and marketplace for GCCs & AI

3AI Digital Library

Customer retention

3AI August 18, 2020

Leading Life Insurance Company in China and Hong Kong

Problem Statement

  • losing out on premium due to rider and policies lapsation.
  • Overall lapsation of 16% in China and 13% in Hong Kong

Analytics Led Approach

  • It was observed attrition trends in the data over the years and an approach was formulated to provide a solution to contain further revenue leakage
  • Predictive attrition model was built to predict the propensity of policies to attrite
  •  
  • Given are high level process steps which were followed :
    • Data Load Exploration
    • Model variable Creation
    • Analytical Model Development
    • Business rules
    • possible provider frauds

Business Impact

  • Identified policy to rider relations and their lapsation pattern
  • Customized retention engine to fit survival model outputs
  • Advanced analytical algorithms were used to develop predictive models .
  • Provided list of customers based on the policy at risk of attrition for follow up and retain.

Critical Success Factors

  • Identified attrition and revival opportunity of worth US $ 10 MN and $ 6 MN for China and Hong Kong respectively

    3AI Trending Articles

  • Unleashing Agentic AI: Maximizing ROI with Autonomous Data Solutions

    Featured Article Author: Saurabh Kaushik, IBM In recent years, AI has fundamentally transformed businesses by enhancing customer engagement, streamlining processes, and improving decision-making. Now, a new phase of AI, known as Agentic AI, is emerging, which enables autonomous decision-making and action-taking capabilities. For business leaders and AI enthusiasts, this shift introduces exciting opportunities for innovation […]

  • AI – Insights for Telco industry

    Featured Article: Author: Sandeep Sudarshan, CTO – Telecom, Capgemini UK The Communications sector has seen disruptive changes in the last decade from being a basic telephony and SMS provider to a quad play operator under intense competition from media and hyperscalers and OTT innovators. As the market is gearing itself for 5G high speed low […]

  • Rethink Future of Work with HyperAutomation

    Featured Article: Author: Raghav Nyapati, Digital Transformation Leader- HyperAutomation, Rocket Software In the current situation of “New Normal” where economic & financial uncertainty compounded by pandemic are causing organizations to spend less on costly infrastructure, large staff and extensive real estate thus forcing them to think of “digital first options“, “remote work” and adopt “automation” […]

  • Impact of AI on Data Anonymization

    Featured Article: Author: Mohan Khilariwal, DGM, Data Engineering, Analytics and Data Science, HCL Technologies Data anonymization has become much more critical as we are into the era where data sharing is becoming a necessity in order to serve the customer, new business opportunities, Governments want to take help from the industry to serve its people […]