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Analytics in Action
Retaining Profitable Assets
Client : A leading issuer of Consumer Credit Cards in the US
Business Situation :                                                    The Recommendation :
The Client was experiencing a significant runoff in its Card            Build predictive models that identified the 3% of Customers most
receivables. Customer payment rates had been climbing up over the       likely to pay-off their Card balances in the future. Furthermore, two
past 12 months leading to balance erosion.                              strategies were proposed to contain the balance runoff:

Moreover the balances lost were high-priced balances contributing       - Lower Card pricing to accounts identified as most likely to pay-off
in a greater proportion to overall portfolio profitability.               balances.
                                                                        - Offer HELOC and cash-out refinance to accounts with existing
The Task :                                                                mortgage balance and identified by model (the Client also offered
- define and scope the balance erosion and its impact on                  mortgage-related products).
  profitability
- understand internal and external factors causing the balance          The Result:
  erosion                                                               Recommendations were implemented in a robust test-control mode
- implement strategies to stem the erosion and bring the portfolio      and results tracked.
  back to its ‘normal’ state                                            • Lower Card pricing resulted in a 30% drop in balances lost.
                                                                          Although absolute profitability was lowered due to lower pricing,
The Analysis:                                                             the balances retained helped off-set this loss leading to overall
                                                                          gains in profitability vs. Control.
Leveraging historical bank internal performance data, and external
credit bureau data, a sound business recommendation along with          • Results from offering alternative Products showed that test cells
expected financial impact and assumptions used therein was made .         had 45% greater response to these products. Although the
                                                                          balances were still lost from cards, the Client was able to save the
                                                                          balances on a different but internal Product. Overall absolute
The Analysis covered three areas :
                                                                          profitability was maintained and was significantly better vs.
The What : It was found that only 3% of accounts were contributing        Control.
to over 80% of the balance erosion. This was a significant
breakthrough as it narrowed the scope of the problem to a small set
of accounts. It also meant that appropriate remedies could be                       Marketelligent’s Expertise in
implemented fast without impacting the bulk of the portfolio.
                                                                                        Consumer Finance
The How : More detailed investigations on the 3% of accounts
showed that these Customers were shifting their balances from the           •   Senior Management team with extensive
Client’s Product to other competitors. Various vehicles of balance
shift were also identified: card-to-card balance transfers, Home                industry experience in Consumer Finance and
Equity Lines of Credit (HELOC) and cash-out refinancing. Essentially,           Retail Banking across asset- & liability-based
customers were converting their high-priced balances w/Client to                Products
other lower priced products but with competing banks.
                                                                            •   Deep Expertise in Risk Management, Fraud
The Why : The external macroeconomic environment revealed that                  and Marketing Analytics
low interest rates had led to a steep drop in mortgage rates;
moreover a rise in home prices had left Customers flush with home               Contact us at info@marketelligent.com for a
equity; the combination of low interest rates and substantial home
equity meant smart Customers were converting high-priced card                               risk-free evaluation
balances into low-priced mortgage-related balances.
                                                                                         www.marketelligent.com
Y O U R PA R T N E R F O R
D ATA A N A LY T I C S S E R V I C E S
                                        ADVANCED ANALYTICAL SOLUTIONS
                       Industry                                Business Focus              Tools and Techniques
       Consumer Finance                               Investment Optimization          SAS, SPSS, R, VBA
           Credit Cards                               Revenue Maximization             Cluster analysis
           Loans and Mortgages                        Cost and Process Efficiencies    Factor analysis
           Retail Banking & Insurance                 Forecasting                      Conjoint analysis
           Wealth Management                          Predictive Modeling              Perceptual maps
       Consumer Goods and Retail                      Risk Management                  Neural Networks
           CPG & Retail                               Pricing Optimization             Chaid / CART
           Consumer Durables                          Customer Segmentation            Genetic Algorithms
       Manufacturing and Supply Chain                 Supply Chain Management          Support Vector Machines
             High Tech OEM’s                                                           Sentiment Analysis
             Automotive
             Logistics & Distribution

                                                                                              GLOBAL EXPERIENCE.
                  MANAGEMENT TEAM
                                                                                               PROVEN RESULTS.

      Roy K. Cherian
      CEO
      Roy has over 20 years of rich experience in marketing, advertising and media
      in organizations like Nestle India, United Breweries, FCB and Feedback
      Ventures. He holds an MBA from IIM Ahmedabad.



      Anunay Gupta, PhD
      COO & Head of Analytics
      Anunay has over 15 years of experience, with a significant portion focused
      on Analytics in Consumer Finance. In his last assignment at Citigroup, he was
      responsible for all Decision Management functions for the US Cards
      portfolio of Citigroup, covering approx $150B in assets. Anunay holds an
      MBA in Finance from NYU Stern School of Business.

      Buck Chintamani
      EVP, Strategic Initiatives & Business Development
      Buck has extensive experience working with global clients across sectors.
      He was an early employee at Infosys, a founding team member at supply-
      chain software startup - Yantra, and part of the management team at RFID
      sector startup - Reva. Most recently, he was the Vice-President for Service
      Partner Strategy and Programs at product lifecycle management software
      company, PTC. Buck has an MBA from IIM Ahmedabad.


      Kakul Paul
      Business Head, CPG
      Kakul has over 6 years of experience within the CPG industry. She was
      previously part of the Analytics practice as WNS, leading analytic initiatives
      for top Fortune 50 clients globally. She has extensive experience in what
      drives Consumer purchase behavior, market mix modeling, pricing &
      promotion analytics, etc. Kakul has an MBA from IIM Ahmedabad.




 CONTACT                                                                                                    www.marketelligent.com
                                                   MARKETELLIGENT, INC.
                            80 Broad Street, 5th Floor, New York, NY 10004
                 1.212.837.7827 (o) 1.208.439.5551 (fax) info@marketelligent.com

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Analytics In Action - How Marketelligent Helped A Bank Retain Its Profitable Assets

  • 1. Analytics in Action Retaining Profitable Assets Client : A leading issuer of Consumer Credit Cards in the US Business Situation : The Recommendation : The Client was experiencing a significant runoff in its Card Build predictive models that identified the 3% of Customers most receivables. Customer payment rates had been climbing up over the likely to pay-off their Card balances in the future. Furthermore, two past 12 months leading to balance erosion. strategies were proposed to contain the balance runoff: Moreover the balances lost were high-priced balances contributing - Lower Card pricing to accounts identified as most likely to pay-off in a greater proportion to overall portfolio profitability. balances. - Offer HELOC and cash-out refinance to accounts with existing The Task : mortgage balance and identified by model (the Client also offered - define and scope the balance erosion and its impact on mortgage-related products). profitability - understand internal and external factors causing the balance The Result: erosion Recommendations were implemented in a robust test-control mode - implement strategies to stem the erosion and bring the portfolio and results tracked. back to its ‘normal’ state • Lower Card pricing resulted in a 30% drop in balances lost. Although absolute profitability was lowered due to lower pricing, The Analysis: the balances retained helped off-set this loss leading to overall gains in profitability vs. Control. Leveraging historical bank internal performance data, and external credit bureau data, a sound business recommendation along with • Results from offering alternative Products showed that test cells expected financial impact and assumptions used therein was made . had 45% greater response to these products. Although the balances were still lost from cards, the Client was able to save the balances on a different but internal Product. Overall absolute The Analysis covered three areas : profitability was maintained and was significantly better vs. The What : It was found that only 3% of accounts were contributing Control. to over 80% of the balance erosion. This was a significant breakthrough as it narrowed the scope of the problem to a small set of accounts. It also meant that appropriate remedies could be Marketelligent’s Expertise in implemented fast without impacting the bulk of the portfolio. Consumer Finance The How : More detailed investigations on the 3% of accounts showed that these Customers were shifting their balances from the • Senior Management team with extensive Client’s Product to other competitors. Various vehicles of balance shift were also identified: card-to-card balance transfers, Home industry experience in Consumer Finance and Equity Lines of Credit (HELOC) and cash-out refinancing. Essentially, Retail Banking across asset- & liability-based customers were converting their high-priced balances w/Client to Products other lower priced products but with competing banks. • Deep Expertise in Risk Management, Fraud The Why : The external macroeconomic environment revealed that and Marketing Analytics low interest rates had led to a steep drop in mortgage rates; moreover a rise in home prices had left Customers flush with home Contact us at info@marketelligent.com for a equity; the combination of low interest rates and substantial home equity meant smart Customers were converting high-priced card risk-free evaluation balances into low-priced mortgage-related balances. www.marketelligent.com
  • 2. Y O U R PA R T N E R F O R D ATA A N A LY T I C S S E R V I C E S ADVANCED ANALYTICAL SOLUTIONS Industry Business Focus Tools and Techniques Consumer Finance Investment Optimization SAS, SPSS, R, VBA Credit Cards Revenue Maximization Cluster analysis Loans and Mortgages Cost and Process Efficiencies Factor analysis Retail Banking & Insurance Forecasting Conjoint analysis Wealth Management Predictive Modeling Perceptual maps Consumer Goods and Retail Risk Management Neural Networks CPG & Retail Pricing Optimization Chaid / CART Consumer Durables Customer Segmentation Genetic Algorithms Manufacturing and Supply Chain Supply Chain Management Support Vector Machines High Tech OEM’s Sentiment Analysis Automotive Logistics & Distribution GLOBAL EXPERIENCE. MANAGEMENT TEAM PROVEN RESULTS. Roy K. Cherian CEO Roy has over 20 years of rich experience in marketing, advertising and media in organizations like Nestle India, United Breweries, FCB and Feedback Ventures. He holds an MBA from IIM Ahmedabad. Anunay Gupta, PhD COO & Head of Analytics Anunay has over 15 years of experience, with a significant portion focused on Analytics in Consumer Finance. In his last assignment at Citigroup, he was responsible for all Decision Management functions for the US Cards portfolio of Citigroup, covering approx $150B in assets. Anunay holds an MBA in Finance from NYU Stern School of Business. Buck Chintamani EVP, Strategic Initiatives & Business Development Buck has extensive experience working with global clients across sectors. He was an early employee at Infosys, a founding team member at supply- chain software startup - Yantra, and part of the management team at RFID sector startup - Reva. Most recently, he was the Vice-President for Service Partner Strategy and Programs at product lifecycle management software company, PTC. Buck has an MBA from IIM Ahmedabad. Kakul Paul Business Head, CPG Kakul has over 6 years of experience within the CPG industry. She was previously part of the Analytics practice as WNS, leading analytic initiatives for top Fortune 50 clients globally. She has extensive experience in what drives Consumer purchase behavior, market mix modeling, pricing & promotion analytics, etc. Kakul has an MBA from IIM Ahmedabad. CONTACT www.marketelligent.com MARKETELLIGENT, INC. 80 Broad Street, 5th Floor, New York, NY 10004 1.212.837.7827 (o) 1.208.439.5551 (fax) info@marketelligent.com