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

Sign in

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

3AI Digital Library

Beyond Basic Clickstream Analytics

3AI August 17, 2020

5th Largest Bank in USA

Problem Statement

  • With customers adopting more channels to interact with the bank a 360degree view of the customer is the need of the hour
  • There are multiple sources of data in a banking scenario, with the volume being very high.
  • The data sources are not homogenous in nature, some are legacy systems some online channels some offline channels etc.

Analytics Led Approach

  • Considering data Storage, retrieval and query processing time for online – offline data integration Adobe Insight was found to be the better suited as the solution
  • Integration of the non homogenous data sources: :with Adobe Insight integrate online and offline data
  • Online Analytics – Adobe Site Catalyst
  • Target Marketing & Offer Management – Adobe Test & Target
  • Multi-Channel Analytics – Adobe Insight
  • Recognizing customers using common key across multiple channels and storing Analytics data on a Cloud in a secured way
  • Building unified online & offline data store
  • Building Personalization through segment identification and content /marketing relevance

Business Impact

  • Leads analysis, path analysis, particular campaign analysis
  • Increased product adoption due to Cross sell & Upsell
  • Increased ability to examine the effectiveness of campaigns across channels , ultimately affecting the conversion and revenue impact of cross-channel campaigns 
  • Insight is able to provide customer segment exports to targeting platform Adobe Test & Target
  • increased effectiveness in customer targeting,
  • upsell & cross selling campaigns optimized
  • Insights on customer segment buying behavior

Critical Success Factors

  • Insight provides 1k leads per hour to the Salesforce team for lead tracking: based on abandonment from web
  • Benefits to the Bank as highlighted in the Forrester Research paper
  • Achieved risk-adjusted 3 year ROI of 25%.
  • Reached break-even on the investment within one year
  • 10.5% increase in NPV due to changes based on A/B testing

    3AI Trending Articles

  • MassMutual GCC to come up in Hyderabad

    With 300+ associates and leadership in all functional areas already on-board, MassMutual India is actively hiring for multiple roles in the areas of application development and support, cloud engineering, data science, and analytics, said a statement from the minister’s office. Massachusetts Mutual Life Insurance Company, a US-based leading life insurer, Monday announced opening of a […]

  • Pandemic has “fundamentally accelerated” the process of digital transformation – Satya Nadella

    “What we were going to think about during 2030 is probably going to be true in 2025,” Nadella added. He was speaking at the Resurgence TiEcon Delhi-NCR summit. The pandemic has “fundamentally accelerated” the process of digital transformation across industries, and companies equipped with digital technology are going to be more resilient and be able […]

  • Way to make object-recognition models perform better

    Adding a module that mimics part of the brain can prevent common errors made by computer vision models. Computer vision models known as convolutional neural networks can be trained to recognize objects nearly as accurately as humans do. However, these models have one significant flaw: Very small changes to an image, which would be nearly […]

  • Creating the Bridge of Translation between AI Technologists and Business

    Featured Article: Author:  Abhishek Tandon, Director, Customer Success for Fosfor, LTIMindtree Like we saw in the previous article “Crossing the AI Adoption Chasm“, there is a big gap in the objective of the technologists driving the AI project and the business user seeking value from it. This gap is causing major adoption issues as both […]