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Using Analytics, KPIs and process management to
                                                achieve superior customer contact management,
                                                churn reduction and loyalty

                                                Ehtisham Rao




                                                                      TMF Management World Middle East 2011



Pakistan Mobile Communications (Pvt.) Limited                                                                 1
Broad agenda




                          A look at Loyalty and Churn in Telcos


                          Aligning and modeling the customer contact strategy


                          Case based review of cascaded KPIs and metrics




Pakistan Mobile Communications (Pvt.) Limited                                   2
Churn in Telcos is a function of size and prepaid proportion

                                                   Monthly Churn %, Penetration and Prepaid % in different countries Q1 2009
        Monthly churn %

         7.00%
                          High Churn:

         6.00%            Most of these countries are
                          in emerging market                        Pakistan

                          Have high prepaid focus                                     Philippines              South Africa
         5.00%                                                                                                                                      Low Churn:
                                                             Indonesia*                                                                             Mostly high
         4.00%                                                                                      Morocco                                         penetration developed
                                                                China                                                            Denmark
                                                                                                                                                    market
                                                                                                                                                    Most have them have
                                                   Nigeria                     Peru
         3.00%                                                                                                      Argentina                       smaller prepaid
                                                                                             Brazil                                                 segment
                                                                     Egypt
         2.00%                                                                                                           New –        Austria
                                           India
                                                                                                               Belgium   Zeland
                                                                                                    Algeria                                   Finland

         1.00%
                                                                                                       Japan                         Sweden             Singapore
                                                                                                                      Switzerland
         0.00%
                  0%              20%              40%                    60%                 80%              100%               120%             140%                160%
                                                                                                                                           Market Penetration %

                   Bubble size indicates prepaid subs %                                                                                                 Courtesy Capgemini Consulting


Pakistan Mobile Communications (Pvt.) Limited                                                                                                                                   3
As markets mature, costs shift and so should the focus




                                                Churn on the rise:
                                                SAC lowers to give way to
                                                more operational space in
                                                SRC


Pakistan Mobile Communications (Pvt.) Limited                               4
Drivers; lack of discounts, recognition of loyalty

                  Top reasons behind voluntary Churn in Telecom                          What would have prevented Churn




               Not enough choices               14%                           Provide greater
                                                                                  choice
                                                                                                          19%

              No continuity in fault
                   resolution
                                                      22%               Keep informed about
                                                                          service problem
                                                                                                                 29%

              In dark about service
                    problem
                                                      23%
                                                                        Continuity in handling
                                                                             complaints                           31%
               CC staff unaware of
                                                        25%
                 service history
                                                                        Reward for renewing
                                                                             contract
                                                                                                                                        50%
                 New discount not
                     applied
                                                            27%
                                                                               New discounts
                                                                                 applied                                                      57%
                   No reward for
                                                                  39%
                  contract renewal




                       Though operators can take reactive measures such as better conflict management capability among their
                         CC staffs to manage churning customer , proactively discount, renewal reward etc seem to be more
                                                           effective in churn management
                                                                                                                       Courtesy Capgemini Consulting

Pakistan Mobile Communications (Pvt.) Limited                                                                                                  5
Loyalty & Churn are flip side of the coin

                                                              Reduce Churn
                                                Business
                                               Objectives
                                                              Increase ARPU
                        Loyalty Objectives




                                                              Focus on High Value
                                                              Customers             Customer Loyalty has a wide
                                                                                    definition that can serve a
                                                                                    number of objectives including
                                                Business
                                                                                    reduce churn, and increase
                                             Transformation   Customer Profiling
                                                                                    loyalty, as a rather direct
                                               Objectives                           consequence of different
                                                                                    programs and campaigns
                                                              Improve Customer
                                                              Experience Delivery


                                                              Enable broad
                                                              communication with
                                               Customer       Customers
                                              Relationship
                                               Objectives     Contribute to Brand
                                                              Perception



Pakistan Mobile Communications (Pvt.) Limited                                                                        6
Loyalty & Churn in continuum
                            Categories               Programs                  High-level Actions            Description

                                                1                    • Bonuses (based on different
                                                                       usages)
                                                                     • Find a friend
                                                                     • Direct point systems (operators
                                                    Bonus point        services)
                                                    systems          • Multi-partner point systems
                                                                     • Indirect point systems (3rd       •
                          Visible programs                             party services)
                                                                                                             Customer gets
                                                                                                             information about
                           and campaigns                             • Lotteries                             the scheme
                             to increase                             • Incoming calls
                                                                                                         •   In most cases, the
                                                                                                             customer signs-up
                                loyalty                                                                      for participating
                                                2
                                                                     • Friends and family &
                                                      Tiers and        communities
                                                        clubs        • Tiers
                                                                     • Clubs



                                                3
                                                                     • Basic call related information
                             “Behind the                               and customer profiling
                                                                                                         •   Pro-active offers
                                                                                                             from the operators
                            scene” churn-           Offers based     • Social network analysis           •   Customer doesn‟t
                              prevention            on „Analytics‟   • Customer service behavior             know she is part of
                                actions                              • Speech analysis                       a “program”




Pakistan Mobile Communications (Pvt.) Limited                                                                                      7
Evolution of customer contact management for campaigns


                                                                       Customer      Success
                                                                         View         Rate
                                                Traditional Campaign
                       Enterprise-Initiated
                        Marketing-Driven                               Intrusive         3%


                                                Targeted Campaign
                        Segment based                                                   20%
                                                                       Relevant
                          Marketing



                                                 Timely Interaction

                         Event driven                                  Appropriate      40%
                      Relationship based

                                                                                     Gartner Group 2003




Pakistan Mobile Communications (Pvt.) Limited                                                             8
10 opportunity areas in Customer Lifecycle Management




                                                                       Courtesy KXEN

Pakistan Mobile Communications (Pvt.) Limited                                          9
Campaign Management OR Marketing Automation

                                        Managing Campaigns is only part of the Marketing Automation phenomenon


                    • Open, flexible, business intelligence platform
                    • Powerful descriptive and predictive analytics          Customer & Business
                    • Pre-built dashboards, personalized access                    Insight

                                                                                                                           • Optimize planning & budgeting
                                                                                                                           • Manage content and approvals
                                                                                                                           • Share best practice templates


                                                                                                             Planning &
                                                    Marketing Analytics                                      Resource
        • Closed loop tracking                                                                               Management
        • Role-based, real time analytics
        • Continuous learning
                                                                           Manage              Understand

                                                                                                                             • Segmentation and targeting
                                                                                    Customer
                                                                          Measure               Plan                         • Campaign design and execution
                                                                                                                             • Outbound, inbound, triggered
                                                                                     Execute
                                                     Response &                                             Campaigns
                                                     Lead                                                   and Dialogue
                                                     Management                                             Management

          • Multi-channel response capture
          • Collaborative lead management
          • Integrated ROI analytics                                              Loyalty
                                                                               Management &
                                                                                 Execution
                                                                                                   • Loyalty Program management
                                                                                                   • Member profiling and management
                                                                                                   • Promotions and rules definition




Pakistan Mobile Communications (Pvt.) Limited                                                                                                                  10
The components that must all come together




Pakistan Mobile Communications (Pvt.) Limited               11
Marketing Automation – The Building Blocks



                                                   Marketing Automation building blocks
                                                                                                     1   Strategy / Planning
                                                                                1
                                                                                                         must be integrated
                                                                  Marketing                              with analytics,
                                                                Plan/Strategy                            budgets, and
                                                                                                         customer
                                                                                                         engagement data
                                                            4                                    2   2   Customer
 Marketing automation
                                                Marketing                            Customer            engagement must be
 breaks a linear                                                 Marketing
                                                Analytics                           Engagement           linked seamlessly in
 relationship and results                                                                                real time with the
 in a continuum of                                                                                       Marketing planning
 planning and action                                                                                     tools
                                                                                3
                                                                                                     3   The Budget for each
                                                                Budget/ROI                               campaign must tie in
                                                                                                         with overall plans
                                                                                                         and multiple wave
                                                                                                         execution

                                                                                                     4   Customer behavior
                                                                                                         must be fed back
                                           Offer & Price          Behavior            Results            into the marketing
                                                                                                         planning continuum




Pakistan Mobile Communications (Pvt.) Limited                                                                                   12
From Campaign Management to Marketing Automation

                                                                                                                 Seamless Customer
                             Strategic Customer Insight                                                             Experience
         Source Data                                                  Marketing Automation
                                                                     Campaign Management                       Channels                                  Segments



       Billing,Payments,       Teradata                         Marketing Analytics
                                                              Multi-Channel, Single Wave
            Recharge                                                                                            Tele
                                 Data                            Disparate Campaigns
                                                                                                             marketing




                                                                                                                                 Real Time Integration
                              Warehouse
                                                             Campaign A
                                                               Mining   Reporting         Profiling
           Customer                                           Modeling
                                                               Segment     Offer        Segmenting
                                                                                         Channel                Call                                      Retention
          information                                            A             B             C                 Center

                                                             Multi-Channel Campaign
                                                             Campaign B
                                                                    Automation                                  Sales
          Marketing
                                                               Segment
                                                                 V
                                                                             Offer
                                                                              B
                                                                                         Channel
                                                                                           C
                                                                                                              Contact
             Info
                                                             Campaign Campaign
                                                                      C               Campaign                                                           Acquisition
                                                             Budget    Design         Automation
                                                                                                               E-mail
                                                               Segment       Offer       Channel
                                                                 C            B            C
       CDRs / Pre- and
         Postpaid                                            Event-Driven Marketing
                                                                                                                SMS
                               Analytics

       CRM / Retention                                       Budget Time
                                                                 Real
                                                                  Events
                                                                               Enterprise
                                                                       Orchestration Automation       Missing Seamless channel                             Growth
                                                                                     Rules
                                                                                                      integration (feedback) !

                                       Missing Components!

                                                                         Responses

Pakistan Mobile Communications (Pvt.) Limited                                                                                                                          13
Value comes from Analytics indeed!




                      FROM                      TO

                      Isolated Power users      Pervasive BI built into business process
                      After-the-fact data       Real-time, forward looking insight

                      Reporting results         Intelligence-driven processes & workflows

                      BI tools                  Analytics driving business value




Pakistan Mobile Communications (Pvt.) Limited                                               14
Marketing action is expanding beyond Query and Reporting support
                              Driving Performance with Information Requires
                              Transformational use of BI


                                                                                                          “What should I do now,
                                                                                                          at the moment of contact?”
  Increasing Business Value




                                                                                            “What should I do next?”



                                                                            “How well are we meeting targets?”



                                                            “Explore my data”



                                           “Here are your reports”


                                                                 BI Generation




Pakistan Mobile Communications (Pvt.) Limited                                                                                          15
Marketing Challenges, the integration ‘island’



                                                              Micro / Macro
                                                               Execution




                                         Product Portfolio
                                                                              Offer Response
                                          Management




                                                             VISIBILITY
                                                             Dashboards                        Fine Tuning
                             ROI Analysis
                                                              Calendars
                                                               Budget




Pakistan Mobile Communications (Pvt.) Limited                                                                16
Analytics must supplement the overall Customer contact management strategy




Pakistan Mobile Communications (Pvt.) Limited                                               18
Analytics roadmap




Pakistan Mobile Communications (Pvt.) Limited   19
Case- Churn suspect engagement and stabilization (loyalty)
                                                  Offer & Take up
                                                                                          15 day cycles introduced from July 1. 2010 onwards:
                                                                                          • New triggers in addition to churn propensity introduced
                            Marketing Gap       Inactivity Period                         • IT-DWH and BAP teams became part of the same process
                                                                                          • CMT tool modified to achieve the 15 day cycle


                                                                                          Results of the 15 day cycle are convincing
                                                                                          • Customer response on campaigns triple folded
                                                                                          • Complexity and frequency of the campaigns allowed us to see through patterns
       Engage
                                                                                          • High value customer engagement seems to be significantly more effective
                                                                                          • Using KXEN based campaign for low value customers is inefficient


                                                                                          • Challenge is to convert the engaged customers into stable,
                                                                                            revenue generating base.


                                                                                            The Stabilization platform is already available to us;
                               Qualify engaged customers
                                                                                            • Customers moved to the platform based on engagement
                                                                     • Special Of net       • Rotational customers could also be moved
                                                                       offers               • Offers made are behavioral, for every 100 Rs recharge, 10 free minutes etc
      Stabilize                   Stabilization Platform             • Bundles on           • These customers are on the program for one year so no multiple campaigns
                                                                       usage threshold        required to keep them engaged
                                                                     • Free recharge        • In case customers fall out of the stabilization platform, they get detected
                                                                       after X AMT            again through KXEN otherwise they are moved out of the churn radar
                                                                       recharges



                                    Push to Customer                                     The platform allows for customers to be contacted automatically once thresholds
                                                                                         are achieved;

     Ease of Use                                                                         “Dear customer, you have qualified for 10 free offnet minutes with your Rs 100
                                     SMS on maturity                E Vouchers           recharge, kindly SMS the following code to 1234 to receive your voucher”

                                                                                         This point of customer delivery allows for ramp up of rusty high value customers
                                                                                         and allows us to study their behavior while in stabilization phase.


Pakistan Mobile Communications (Pvt.) Limited                                                                                                                             20
A complete communication dashboard




Pakistan Mobile Communications (Pvt.) Limited       21
Communication Dashboard Overview




Pakistan Mobile Communications (Pvt.) Limited     22
Value added through each step of the way




                                                 Feedback Loop and Automation



                      Business                  Data              Analytical
                                                                               Modelling   Deployment
                  Understanding                 Understanding .   Dataset




                                                           Monitoring / KPIs




Pakistan Mobile Communications (Pvt.) Limited                                                           23
Cascaded KPIs – the essentials



                                                                  Company
                                                                   Mission

                                       Corporate                       Corporate            Corporate
                                       Priority 1                      Priority 2           Priority 3

                                                                    Analytic                 Analytic
                       Analytic                  Analytic
                      Activity 1.1              Activity 1.2       Activity 2.2             Activity 3.1


               KPI1                    KPI2                    KPI 1                KPI 2      KPI 1




Pakistan Mobile Communications (Pvt.) Limited                                                              24
Monitoring KPIs- exploded


                                                                 R.O.I
                                                                 $$$

                                        Identification of
                                                                                     Offer
                                           Churners



                            Accuracy                Robustness      Contactability           Attractiveness



                  Data                     Time                                         $$             Offer vs
               richness                   Horizon                                    Invested          Profile




Pakistan Mobile Communications (Pvt.) Limited                                                                     25
Takeaways




                            Churn has a strong correlation with location.


                            Churn as a function of distribution channel


                            Network intelligence cannot be replicated through back office
                             automation


                            Loyalty programs should look beyond a narrow set of business
                             objectives




Pakistan Mobile Communications (Pvt.) Limited                                                26
Thank you—any questions?



                 Ehtisham Rao
                 Director Business Intelligence & Billing, Mobilink
                 +00923008499114
                 ehtisham.r@mobilink.net




Pakistan Mobile Communications (Pvt.) Limited                         27

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Analytics, KPIs for effective Churn & Loyalty management

  • 1. Using Analytics, KPIs and process management to achieve superior customer contact management, churn reduction and loyalty Ehtisham Rao TMF Management World Middle East 2011 Pakistan Mobile Communications (Pvt.) Limited 1
  • 2. Broad agenda A look at Loyalty and Churn in Telcos Aligning and modeling the customer contact strategy Case based review of cascaded KPIs and metrics Pakistan Mobile Communications (Pvt.) Limited 2
  • 3. Churn in Telcos is a function of size and prepaid proportion Monthly Churn %, Penetration and Prepaid % in different countries Q1 2009 Monthly churn % 7.00% High Churn: 6.00% Most of these countries are in emerging market Pakistan Have high prepaid focus Philippines South Africa 5.00% Low Churn: Indonesia* Mostly high 4.00% Morocco penetration developed China Denmark market Most have them have Nigeria Peru 3.00% Argentina smaller prepaid Brazil segment Egypt 2.00% New – Austria India Belgium Zeland Algeria Finland 1.00% Japan Sweden Singapore Switzerland 0.00% 0% 20% 40% 60% 80% 100% 120% 140% 160% Market Penetration % Bubble size indicates prepaid subs % Courtesy Capgemini Consulting Pakistan Mobile Communications (Pvt.) Limited 3
  • 4. As markets mature, costs shift and so should the focus Churn on the rise: SAC lowers to give way to more operational space in SRC Pakistan Mobile Communications (Pvt.) Limited 4
  • 5. Drivers; lack of discounts, recognition of loyalty Top reasons behind voluntary Churn in Telecom What would have prevented Churn Not enough choices 14% Provide greater choice 19% No continuity in fault resolution 22% Keep informed about service problem 29% In dark about service problem 23% Continuity in handling complaints 31% CC staff unaware of 25% service history Reward for renewing contract 50% New discount not applied 27% New discounts applied 57% No reward for 39% contract renewal Though operators can take reactive measures such as better conflict management capability among their CC staffs to manage churning customer , proactively discount, renewal reward etc seem to be more effective in churn management Courtesy Capgemini Consulting Pakistan Mobile Communications (Pvt.) Limited 5
  • 6. Loyalty & Churn are flip side of the coin Reduce Churn Business Objectives Increase ARPU Loyalty Objectives Focus on High Value Customers Customer Loyalty has a wide definition that can serve a number of objectives including Business reduce churn, and increase Transformation Customer Profiling loyalty, as a rather direct Objectives consequence of different programs and campaigns Improve Customer Experience Delivery Enable broad communication with Customer Customers Relationship Objectives Contribute to Brand Perception Pakistan Mobile Communications (Pvt.) Limited 6
  • 7. Loyalty & Churn in continuum Categories Programs High-level Actions Description 1 • Bonuses (based on different usages) • Find a friend • Direct point systems (operators Bonus point services) systems • Multi-partner point systems • Indirect point systems (3rd • Visible programs party services) Customer gets information about and campaigns • Lotteries the scheme to increase • Incoming calls • In most cases, the customer signs-up loyalty for participating 2 • Friends and family & Tiers and communities clubs • Tiers • Clubs 3 • Basic call related information “Behind the and customer profiling • Pro-active offers from the operators scene” churn- Offers based • Social network analysis • Customer doesn‟t prevention on „Analytics‟ • Customer service behavior know she is part of actions • Speech analysis a “program” Pakistan Mobile Communications (Pvt.) Limited 7
  • 8. Evolution of customer contact management for campaigns Customer Success View Rate Traditional Campaign Enterprise-Initiated Marketing-Driven Intrusive 3% Targeted Campaign Segment based 20% Relevant Marketing Timely Interaction Event driven Appropriate 40% Relationship based Gartner Group 2003 Pakistan Mobile Communications (Pvt.) Limited 8
  • 9. 10 opportunity areas in Customer Lifecycle Management Courtesy KXEN Pakistan Mobile Communications (Pvt.) Limited 9
  • 10. Campaign Management OR Marketing Automation Managing Campaigns is only part of the Marketing Automation phenomenon • Open, flexible, business intelligence platform • Powerful descriptive and predictive analytics Customer & Business • Pre-built dashboards, personalized access Insight • Optimize planning & budgeting • Manage content and approvals • Share best practice templates Planning & Marketing Analytics Resource • Closed loop tracking Management • Role-based, real time analytics • Continuous learning Manage Understand • Segmentation and targeting Customer Measure Plan • Campaign design and execution • Outbound, inbound, triggered Execute Response & Campaigns Lead and Dialogue Management Management • Multi-channel response capture • Collaborative lead management • Integrated ROI analytics Loyalty Management & Execution • Loyalty Program management • Member profiling and management • Promotions and rules definition Pakistan Mobile Communications (Pvt.) Limited 10
  • 11. The components that must all come together Pakistan Mobile Communications (Pvt.) Limited 11
  • 12. Marketing Automation – The Building Blocks Marketing Automation building blocks 1 Strategy / Planning 1 must be integrated Marketing with analytics, Plan/Strategy budgets, and customer engagement data 4 2 2 Customer Marketing automation Marketing Customer engagement must be breaks a linear Marketing Analytics Engagement linked seamlessly in relationship and results real time with the in a continuum of Marketing planning planning and action tools 3 3 The Budget for each Budget/ROI campaign must tie in with overall plans and multiple wave execution 4 Customer behavior must be fed back Offer & Price Behavior Results into the marketing planning continuum Pakistan Mobile Communications (Pvt.) Limited 12
  • 13. From Campaign Management to Marketing Automation Seamless Customer Strategic Customer Insight Experience Source Data Marketing Automation Campaign Management Channels Segments Billing,Payments, Teradata Marketing Analytics Multi-Channel, Single Wave Recharge Tele Data Disparate Campaigns marketing Real Time Integration Warehouse Campaign A Mining Reporting Profiling Customer Modeling Segment Offer Segmenting Channel Call Retention information A B C Center Multi-Channel Campaign Campaign B Automation Sales Marketing Segment V Offer B Channel C Contact Info Campaign Campaign C Campaign Acquisition Budget Design Automation E-mail Segment Offer Channel C B C CDRs / Pre- and Postpaid Event-Driven Marketing SMS Analytics CRM / Retention Budget Time Real Events Enterprise Orchestration Automation Missing Seamless channel Growth Rules integration (feedback) ! Missing Components! Responses Pakistan Mobile Communications (Pvt.) Limited 13
  • 14. Value comes from Analytics indeed! FROM TO Isolated Power users Pervasive BI built into business process After-the-fact data Real-time, forward looking insight Reporting results Intelligence-driven processes & workflows BI tools Analytics driving business value Pakistan Mobile Communications (Pvt.) Limited 14
  • 15. Marketing action is expanding beyond Query and Reporting support Driving Performance with Information Requires Transformational use of BI “What should I do now, at the moment of contact?” Increasing Business Value “What should I do next?” “How well are we meeting targets?” “Explore my data” “Here are your reports” BI Generation Pakistan Mobile Communications (Pvt.) Limited 15
  • 16. Marketing Challenges, the integration ‘island’ Micro / Macro Execution Product Portfolio Offer Response Management VISIBILITY Dashboards Fine Tuning ROI Analysis Calendars Budget Pakistan Mobile Communications (Pvt.) Limited 16
  • 17. Analytics must supplement the overall Customer contact management strategy Pakistan Mobile Communications (Pvt.) Limited 18
  • 18. Analytics roadmap Pakistan Mobile Communications (Pvt.) Limited 19
  • 19. Case- Churn suspect engagement and stabilization (loyalty) Offer & Take up 15 day cycles introduced from July 1. 2010 onwards: • New triggers in addition to churn propensity introduced Marketing Gap Inactivity Period • IT-DWH and BAP teams became part of the same process • CMT tool modified to achieve the 15 day cycle Results of the 15 day cycle are convincing • Customer response on campaigns triple folded • Complexity and frequency of the campaigns allowed us to see through patterns Engage • High value customer engagement seems to be significantly more effective • Using KXEN based campaign for low value customers is inefficient • Challenge is to convert the engaged customers into stable, revenue generating base. The Stabilization platform is already available to us; Qualify engaged customers • Customers moved to the platform based on engagement • Special Of net • Rotational customers could also be moved offers • Offers made are behavioral, for every 100 Rs recharge, 10 free minutes etc Stabilize Stabilization Platform • Bundles on • These customers are on the program for one year so no multiple campaigns usage threshold required to keep them engaged • Free recharge • In case customers fall out of the stabilization platform, they get detected after X AMT again through KXEN otherwise they are moved out of the churn radar recharges Push to Customer The platform allows for customers to be contacted automatically once thresholds are achieved; Ease of Use “Dear customer, you have qualified for 10 free offnet minutes with your Rs 100 SMS on maturity E Vouchers recharge, kindly SMS the following code to 1234 to receive your voucher” This point of customer delivery allows for ramp up of rusty high value customers and allows us to study their behavior while in stabilization phase. Pakistan Mobile Communications (Pvt.) Limited 20
  • 20. A complete communication dashboard Pakistan Mobile Communications (Pvt.) Limited 21
  • 21. Communication Dashboard Overview Pakistan Mobile Communications (Pvt.) Limited 22
  • 22. Value added through each step of the way Feedback Loop and Automation Business Data Analytical Modelling Deployment Understanding Understanding . Dataset Monitoring / KPIs Pakistan Mobile Communications (Pvt.) Limited 23
  • 23. Cascaded KPIs – the essentials Company Mission Corporate Corporate Corporate Priority 1 Priority 2 Priority 3 Analytic Analytic Analytic Analytic Activity 1.1 Activity 1.2 Activity 2.2 Activity 3.1 KPI1 KPI2 KPI 1 KPI 2 KPI 1 Pakistan Mobile Communications (Pvt.) Limited 24
  • 24. Monitoring KPIs- exploded R.O.I $$$ Identification of Offer Churners Accuracy Robustness Contactability Attractiveness Data Time $$ Offer vs richness Horizon Invested Profile Pakistan Mobile Communications (Pvt.) Limited 25
  • 25. Takeaways  Churn has a strong correlation with location.  Churn as a function of distribution channel  Network intelligence cannot be replicated through back office automation  Loyalty programs should look beyond a narrow set of business objectives Pakistan Mobile Communications (Pvt.) Limited 26
  • 26. Thank you—any questions? Ehtisham Rao Director Business Intelligence & Billing, Mobilink +00923008499114 ehtisham.r@mobilink.net Pakistan Mobile Communications (Pvt.) Limited 27