India's largest platform and marketplace for GCCs & AI

Sign in

India's largest platform and marketplace for GCCs & AI
Become a Thought Leader
Become a 3AI Member

Sign in

3AI Digital Library

< Go Back

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

  • Transforming Customer Experience through Unified Business Functions

    Author: Souvik Das, AVP – Platforms & Offerings, Genpact Digital and Pramit Dasgupta,VP – Platforms & Offerings, Genpact Digital The recent pandemic has changed customer expectations and interactions in many ways. Forever. As organizations evolve through the new normal and gear up to satisfy their customers, there is a need to rethink and redesign how […]

  • IoT devices at risk from Amnesia:33

      A new series of vulnerabilities dubbed Amnesia:33 puts millions of IoT devices at risk of being compromised. Security researchers from Forescout disclosed the 33 vulnerabilities today. The flaws are found in four open-source TCP/IP libraries used in the firmware of products from over 150 vendors. According to the researchers’ estimates, millions of consumer and […]

  • Which Startup Ecosystem Attracted Higher Investments in 2020? – Bangalore or Delhi NCR

    Bengaluru continues to be ahead of Delhi NCR in terms of total funding raised by startups located in these cities The pandemic saw funding across the top startup hubs like Delhi NCR and Bengaluru drying up But both cities gave the country a steady influx of unicorns in 2020, keeping the interest of investors alive […]

  • Using AI to Outwit Malicious AI

    Robust Intelligence is among a crop of companies that offer to protect clients from efforts at deception. IN SEPTEMBER 2019, the National Institute of Standards and Technology issued its first-ever warning for an attack on a commercial artificial intelligence algorithm. Security researchers had devised a way to attack a Proofpoint product that uses machine learning to identify spam emails. The system produced email headers […]