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Creating Customer Growth Strategies
through Data Insights using Analytics
for Retail
Solution Overview
One of the biggest problems many Retail Stores providing credit through
their proprietary cards face is around what needs to be done post
customer acquisition. Once the customer has been acquired and has
been transacting, the behavior of the customer needs to be monitored
and on the basis of this behavior differential strategies for customer
growth need to be executed.
Each customer cannot be treated similarly since customer behavior
varies among individuals and hence they need to be treated differentially.
The same can be achieved by utilizing analytics which provides insights in
customer behavior to help distinguish amongst customers.
Business Problem- How to leverage Customer Growth through Data Insights


You need to differentiate customers and treat them differently. For which you need to answer the following questions:

  Do we understand the drivers of Profit?

  How different Marketing Drivers (Response Rate/Sale/Geography) are related to Profit?

  Are we maximizing for Marketing Drivers and Profit?

  Do we know the Future Demand for our Products?

  Do we know how customers behave at various stages of their account lifecycle? Do

  we know the Life Time Value of Customers?



            L                                                            L
                                                                                          Create Customer Lifetime Value
                                           if
                                                                                          and Utilize in Credit Line Increase
                                                                                          Strategies & Offer Timing resulting
                                                                                          in Incremental Sales
                                       Peak
                                     Purchasing




                              Increasing          Decreasing
                              Purchases           Purchases                            Account Lifecycle:- Long Term,
                                                                                       typically over the lifetime of a customers
                                                                                       association
                                                                                       Purchase Lifecycle:- Short Term, typically
                                                                                       over 1-2 yrs
      Acquisition                                                    Attrite




  How do we stock the right amount for effective customer service?

  How do we produce the right quantity to minimize the inventory?

  Are we testing the impact of all factors in a marketing program?

  Are we doing continuous experiment to understand the customer purchase behavior?

  Are we tracking the impact of marketing Programs?

  Are we offering the right products to the right segments?

  Who should we give a Credit Line Increase?




     Design a Test & Learn                                                             Offer Type
     Framework and streamline
     the Impact Tracking & rollout
     of Marketing Programs                                                            Channel Type


                                                                                  Customer Segments


                                                                                       Seasonality


                                                                                       Geography
Utilizing Customer Insight to drive Strategies for the Right Customer at the Right Time


Identifying Profitable Segments

Offer/ Product Design specific to segments

Build Predictive Models for Each Driver

Optimize Across Drivers

Use Secondary data to increase the Prediction Power

Incorporate Market Research Data for fine tuning

Develop robust Experimental Design framework using Fractional Factorial

Build Models to predict customer behavior like sales likelihood, time of buy, life of customer, offer response,
offer incremental sale, revolve behavior, expected sale, attrition probability, etc

Creation of Customer Lifetime Value from these predicted values




                                                                                                Develop Customer Segmentation
                                                                                                using external data for prospecting in
                                                                                                the absence of Internal
                                                                                                Performance Data



Overlay Business Strategy

Robust Program Impact Tracking Mechanism

Feedback Loop for full scale rollout

Create Relationship of Different Business Drivers to Profit
                                                                                      Measurement of Profit Across
                                                                                        Marketing & Risk Drivers
                                                          High
Create a Framework for Profit
and other Customer Drivers and
increase Profit with no compromise
on Marketing Objectives




                                                                 Low                         Risk                         High

                                                                            Low Profit               High Profit            Medium Profit




                                               www.cequitysolutions.com

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Article Analytics For Retail

  • 1. Creating Customer Growth Strategies through Data Insights using Analytics for Retail Solution Overview One of the biggest problems many Retail Stores providing credit through their proprietary cards face is around what needs to be done post customer acquisition. Once the customer has been acquired and has been transacting, the behavior of the customer needs to be monitored and on the basis of this behavior differential strategies for customer growth need to be executed. Each customer cannot be treated similarly since customer behavior varies among individuals and hence they need to be treated differentially. The same can be achieved by utilizing analytics which provides insights in customer behavior to help distinguish amongst customers.
  • 2. Business Problem- How to leverage Customer Growth through Data Insights You need to differentiate customers and treat them differently. For which you need to answer the following questions: Do we understand the drivers of Profit? How different Marketing Drivers (Response Rate/Sale/Geography) are related to Profit? Are we maximizing for Marketing Drivers and Profit? Do we know the Future Demand for our Products? Do we know how customers behave at various stages of their account lifecycle? Do we know the Life Time Value of Customers? L L Create Customer Lifetime Value if and Utilize in Credit Line Increase Strategies & Offer Timing resulting in Incremental Sales Peak Purchasing Increasing Decreasing Purchases Purchases Account Lifecycle:- Long Term, typically over the lifetime of a customers association Purchase Lifecycle:- Short Term, typically over 1-2 yrs Acquisition Attrite How do we stock the right amount for effective customer service? How do we produce the right quantity to minimize the inventory? Are we testing the impact of all factors in a marketing program? Are we doing continuous experiment to understand the customer purchase behavior? Are we tracking the impact of marketing Programs? Are we offering the right products to the right segments? Who should we give a Credit Line Increase? Design a Test & Learn Offer Type Framework and streamline the Impact Tracking & rollout of Marketing Programs Channel Type Customer Segments Seasonality Geography
  • 3. Utilizing Customer Insight to drive Strategies for the Right Customer at the Right Time Identifying Profitable Segments Offer/ Product Design specific to segments Build Predictive Models for Each Driver Optimize Across Drivers Use Secondary data to increase the Prediction Power Incorporate Market Research Data for fine tuning Develop robust Experimental Design framework using Fractional Factorial Build Models to predict customer behavior like sales likelihood, time of buy, life of customer, offer response, offer incremental sale, revolve behavior, expected sale, attrition probability, etc Creation of Customer Lifetime Value from these predicted values Develop Customer Segmentation using external data for prospecting in the absence of Internal Performance Data Overlay Business Strategy Robust Program Impact Tracking Mechanism Feedback Loop for full scale rollout Create Relationship of Different Business Drivers to Profit Measurement of Profit Across Marketing & Risk Drivers High Create a Framework for Profit and other Customer Drivers and increase Profit with no compromise on Marketing Objectives Low Risk High Low Profit High Profit Medium Profit www.cequitysolutions.com