India's largest platform and marketplace for GCC & AI leaders and professionals

Sign in

India's largest platform and marketplace for GCC & AI leaders and professionals

3AI Digital Library

Minimizing Policy Attrition

3AI August 16, 2020

Leading Life Insurance Company In Japan

Problem Statement

  • A high attrition in the customer base due to competition and miss-selling (45% is overall lapse rate)
  • Expectation was to build an approach to retain policies and to set up an early warning system to identify a potential attrition cases to prevent further revenue leakage

Analytics Led Approach

  • Attrition trends in the data over the years were analyzed and an approach was designed 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

Business Impact

  • Raw data was mined, and a methodology was built for developing a predictive attrition model to provide a probability score to influence the decisions to follow the case by the customer.
  • Model output was segmented to optimize the approach to follow the case and provided insights to treat each policy based on the segmented matrix Re-evaluate;Retain;Grow;Protect– for example, Retain is the quadrant high value and high risky policy, retaining such policies will optimize the effort as well as cost
  • Primary users, retention team were provided with insights for customer retention..

Critical Success Factors

  • 20% of the in-force portfolio has been identified with 69% of the premium to be at risk of attrition (Approx. $ 1.3 BN premium at risk)
  • Formulated a growth strategy to retain existing customers as well as grow their business
  • Integrated attrition prediction with every customer touch point system through a web service

    3AI Trending Articles

  • A hacker broke into a Florida Water Treatment Plant

    A hacker broke into a Florida water treatment plant and ordered it to increase the amount of lye to extremely dangerous levels, officials said. . A hacker broke into a Florida water treatment plant and ordered it to increase the amount of lye in the water to extremely dangerous levels, officials said Monday. The plant […]

  • Future Proofing GCCs

    For a while now, India has been driving back-office functions for some of the large enterprises across the world. However, over the past few years, it has taken giant strides towards becoming the innovation hub of the world, by adding strategic value to multi-billion-dollar businesses from around the world, through Global Capability Centres (GCCs) based […]

  • Is your Enterprise AI Ready: Strategic considerations for the CXOs

    Author: Sameer Dhanrajani, CEO at AIQRATE advisory & consulting | AI advisor, business builder | Author | Speaker |Columnist| President at 3AI | Ex-CSO: Fractal, Global Business Leader: Cognizant, Country Head: Fidelity National Financial At the enterprise level, AI assumes enormous power and potential , it can disrupt, innovate, enhance, and in many cases totally […]

  • How Artificial Intelligence technology is transforming Retail

    Featured Article: Author: Joginder Chhabra, DS Group Retailing Industry worldwide including India is going significant transformation with increased focus on e commerce and hybrid retail business models since last decade. The new age retailers are increasingly strategizing to engage shoppers directly due to which the traditional business models adopted by retailers are under significant pressure. […]