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

  • Give AI a ‘positive’ spin: Google tells its scientists

    Google has reportedly been telling its scientists to give AI a “positive” spin in research papers. Documents obtained by Reuters suggest that, in at least three cases, Google’s researchers were requested to refrain from being critical of AI technology. A “sensitive topics” review was established by Google earlier this year to catch papers which cast a negative […]

  • Top four focus areas to help you shape a data-driven enterprise

    Author: Praveen Reddy, Vice President (Digital – data, analytics, and cloud) | Genpact As we navigate the world of data, some significant trends are manifesting with respect to data ownership and utilization. There are multiple triggers for these trends – ever-rising complexity of data, lack of proper intelligence concerning data assets, need for accelerated digital transformation, […]

  • ML & Data Science Solutions: Build, Buy or Outsource?

    Data and analytics leaders increasingly believe that data science is a critical component of their analytics and business intelligence (BI) modernization plans, and are clamoring to incorporate new. Technologies such as predictive analytics, machine learning and deep neural nets sit at the Peak of Inflated Expectations on related Gartner Hype Cycle. While some degree of backlash […]

  • New 2D tag with AI authentication to spot counterfeit products Faster & Accurately

    The authentication process takes under 3.5 minutes to complete, and involves scanning the tags under an electronic microscope to obtain the PUF pattern, which is sent to the AI-driven software for validation. A new anti-counterfeiting technique uses two dimensional (2D)-material tags along with artificial intelligence (AI)-driven authentication software, and promises to deliver faster, more accurate […]