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

Sign in

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

3AI Digital Library

Lead Generation from previous customers

3AI August 16, 2020

Leading Life Insurance Company In Japan

Problem Statement

  • Loss of premium due to customers lapsation.
  • The premium attached to the ex-customers totaled up to 595 billion Yen (US $ 6 BN)

Analytics Led Approach

  • A methodology for developing a lead generation model: with an approach to seek homogeneous segments and a segmentation schema that is meaningful, actionable, stable, sufficient in size and defensible was built
  • Segmentation is carried out using 3.5 million policies related to 46 active products
  • Customers are segmented based on demographic, attitudinal, behavioral, income , and region basis.
  • Product affinities of segments of customers was identified
  • Developed an optimized techniques to recommend products for each customer

Business Impact

  • Identification of product affinities of segments of customers
  • A product recommendation engine to provide new product recommendations (5 each) with their probability of conversion for all 3.5 million lapsed customers was designed

Critical Success Factors

  • US $ 300 MN worth of leads generated. 1% conversion of these leads will result in US $ 3 MN in additional premium to the insurer
  • Up to 20% improvement in upsell through targeted marketing
  • identified 234 Bn Yen that can be obtained from Ex-Customers
  • Campaign Feeding solutions have been implemented with a feedback loop to improve the accuracy of the future recommendations

    3AI Trending Articles

  • Data Governance: Three trends in 2021

    In 2021, the focus of financial services will be inclined to enable digital customer journeys as well as to sustain and grow revenue streams.   Actively governing data will make managing it more formalized thus making it more available, less complex to understand, and protect the customers’ data rights. Three principles and associated formalized dimensions […]

  • AI is changing the way doctors think about providing care

    While robots and computers will probably never completely replace doctors and nurses, machine learning/deep learning and AI are transforming the healthcare industry, improving outcomes, and changing the way doctors think about providing care. Machine learning is improving diagnostics, predicting outcomes, and just beginning to scratch the surface of personalized care. Imagine walking in to see […]

  • Global Captive Centers – The true enablers of Collaboration (Part-1)

    Featured Article: Author: Vinodh Ramachandran, Neiman Marcus Group Through my experience working for large retail GCCs I. have observed that most retailers, in addition to having a central data & analytics team (typically within tech rolling up to the CIO), also have analytics teams within the businesses running independently and managing all their data, reporting […]

  • SEBA Bank Fundraising Fuels Growth For Providing Smart Banking

      FINMA licenced Swiss Seba Bank – who already provide a seamless, secure and easy-to-use bridge between digital and traditional assets – approved the completion of its Series B capital increase at its Extraordinary General Meeting today. SEBA Bank is primed to fuel and accelerate its growth strategy according to the team. Guido Bühler, CEO […]