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XBT Refunds
Six Sigma Project
Final Presentation


         Mary Ann Zaborowski
         November 15, 2007
Problem Statement:
  CBT appointment cancellations have resulted in 56,842 partial
  refunds being issued totaling $3.7 million and representing 3% of
  total registrations from Jan ’05 – April ’06.




Goal:
Reduce partial refunds as percent of total registrations by 50% to
an average 1-2% per program




                                                      2

                   Confidential and Proprietary. Copyright ©2006 Educational Testing Service.
Y metric                                                                                 # Cancellations B/4 Refundable Date
                                                                                  # Tests Taken + # NS + # Customer Cancellations


                                                   CBT Partial Refunds as % of Total Appointments
                                                                Appointments = Test Taken + Partial Refunds
                Percent
                                                                       Note: Includes TOEFL, GRE and Praxis CBT
                                0.056
 Refunds / Total Appointments



                                             n = 3,140,655                                                                                                                 1
                                                                                                                                                                                     1


                                0.044
                                                                                                                                                 1                             1
                                                                                                                                                                    1
                                                                                                                                                       1
                                                                                                                                                              1
                                0.032                                                                                                                                                       UCL=0.03120
                                                                                                                                                                                            _
                                                                                                                                                                                            X=0.02188
                                0.020

                                                                                                                                                                                            LCL=0.01256
                                                          1     1      1
                                        Jan-04   Apr-04       Jul-04          Oct-04           Jan-05            Apr-05            Jul-05            Oct-05       Jan-06           Apr-06
                                                                                                         Date


                                                                                                                                                 1
 Refunds / Total Appointments




                                0.012
                                                                                                                                                                                            UCL=0.01145


                                0.008


                                                                                                                                                                                            __
                                0.004
                                                                                                                                                                                            MR=0.00350


                                0.000                                                                                                                                                       LCL=0

                                        Jan-04   Apr-04       Jul-04          Oct-04           Jan-05            Apr-05            Jul-05            Oct-05       Jan-06           Apr-06
                                                                                                         Date




                                Although refunds have averaged 2% (Jan 04-Apr 06),
                                                       3
                                  From Sept 05-Apr 06 the average increased to 4%
                                                                    Confidential and Proprietary. Copyright ©2006 Educational Testing Service.
Financial Impact
   Hypothesis
Scenarios and Assumptions

• Scenarios evaluated
     – Best Case: 100% of customer cancels in 3-X days forfeit
       their registration
     – Worst Case: 100% of customers take test as originally
       planned
     – Most Likely: Alternate candidate action taken as follows

                                                                             GRE                             TOEFL     Praxis
 Probabilities
    Reschedule                                                                         20%                       20%        20%
    Forfeit entire fee                                                                 25%                       25%        25%
    Cancel earlier than 7 days prior to admin                                          45%                       45%        45%
    Take test anyway as originally scheduled                                            5%                        5%        10%
    Not register for the test in the first place                                        0%                        0%         0%
    Register later and pay the late fee                                                 5%                        5%         0%
                                                                                      100%                      100%       100%




                                                                   5

                                Confidential and Proprietary. Copyright ©2006 Educational Testing Service.
Most Likely Analysis (TOEFL / GRE)
                   12-Month Impact at Current Volumes

                                                          GRE                      TOEFL                         Total            TOEFL - Low   Total - Low
            5-DAY SCENARIO
            Base Scenario (3 Day Policy)
               ETS Net                            $          175,560          $          421,920          $             597,480   $    36,000   $   211,560
            5 Day Policy Scenario
               ETS Net                            $          240,065          $          561,681          $             801,746   $    47,925   $   287,990
               Change in Net                      $           64,505          $          139,761          $             204,266   $    11,925   $    76,430

            7-DAY SCENARIO
            Base Scenario (3 Day Policy)
               ETS Net                            $          331,980          $          772,200          $       1,104,180       $    61,200   $   393,180
            7 Day Policy Scenario
               ETS Net                            $          452,700          $       1,029,600           $       1,482,300       $    81,600   $   534,300
               Change in Net                      $          120,720          $         257,400           $         378,120       $    20,400   $   141,120

            10-DAY SCENARIO
            Base Scenario (3 Day Policy)
Preferred      ETS Net                            $          486,420          $       1,022,400           $       1,508,820       $   158,400   $   644,820
            10 Day Policy Scenario
 Option        ETS Net                            $          663,300          $       1,363,200           $       2,026,500       $   211,200   $   874,500
               Change in Net                      $          176,880          $         340,800           $         517,680       $    52,800   $   229,680




            TOEFL volume differences range from 5,000 – 12,000
                                   6

             cancellations between 5-day to 10-day scenarios
                                           Confidential and Proprietary. Copyright ©2006 Educational Testing Service.
Approved Plan
    • Change refund policy for GRE and TOEFL effective
      with the new academic year (July 2007)




 However, due to volume trends and competitive pressure from IELTS,
                                 7
Global Division postponed changing the TOEFL refund policy as planned
                       Confidential and Proprietary. Copyright ©2006 Educational Testing Service.
So what happened with
    GRE Program?
Since the GRE Refund Policy changed (7/07) the percent of
    registrations with a partial refunds have declined
                                        GRE CBT Partial Refunds as % of Total Appointments
                                   Before                                                                                                               After
                    12.00%       n=697,202                                                                                                                n=217,201
Individual V alue




                    10.00%

                       8.00%                                                                                                                                              U C L=8.28%

                                                                                                                                                                          _
                       6.00%                                                                                                                                              X=5.63%

                       4.00%
                                                                                                                                                                          LC L=2.97%
                               Jan-06    M ar-06   M ay -06   Jul-06         S ep-06          N ov -06 Jan-07                   M ar-07     M ay -07   Jul-07   S ep-07
                                                                                                 Date


                                   Before                                                                                                               After
                       4.00%
       M oving Range




                                                                                                                                                                          U C L=3.27%
                       3.00%

                       2.00%
                                                                                                                                                                          __
                       1.00%                                                                                                                                              M R=1.00%

                       0.00%                                                                                                                                              LC L=0.00%
                               Jan-06    M ar-06   M ay -06   Jul-06         S ep-06          N ov -06 Jan-07                   M ar-07     M ay -07   Jul-07   S ep-07
                                                                                                 Date

                                                                                                  9
                                        Before: X=7.59%                                                          After:
                                                               Confidential and Proprietary. Copyright ©2006 Educational Testing Service.
                                                                                                                                            X=5.63%
Correspondingly the number of cancellations with
                    no-refund as a percent of registrations has increased
                                     GRE Cancel No Refunds as % of Total Appointments
                                Before                                                                                                              A fter
                              n=1,376                                                                                                                                  U C L=1.09%
                    1.00%                                                                                                                           n=1,161
Individual V alue




                    0.75%                                                                                                                                              _
                                                                                                                                                                       X=0.65%
                    0.50%

                    0.25%                                                                                                                                              LC L=0.21%

                    0.00%

                            Jan-06   M ar-06   M ay -06   Jul-06        S ep-06         N ov -06 Jan-07                   M ar-07       M ay -07   Jul-07    S ep-07
                                                                                           Date


                                Before                                                                                                              A fter
                    0.60%
                                                                                                                                                                       U C L=0.54%
                    0.45%
M oving Range




                    0.30%
                                                                                                                                                                       __
                    0.15%                                                                                                                                              M R=0.17%


                    0.00%                                                                                                                                              LC L=0.00%
                            Jan-06   M ar-06   M ay -06   Jul-06        S ep-06         N ov -06 Jan-07                   M ar-07       M ay -07   Jul-07    S ep-07
                                                                                           Date


                                                                                             10
                                     Before: X=0.21%                                                         After:
                                                           Confidential and Proprietary. Copyright ©2006 Educational Testing Service.
                                                                                                                                          X=0.65%
GRE Cancellations by Status
                                                Before/After Policy Change
                                                 Cancel Status - Before                                                                                                Cancel Status - After
                                                                                                                                                                             Jul 07-Oct 07
                                                       Jan 06-Jun 07
                                      12000                                                           100                                                                                                100
                                                                                                                                                              2500




                                                                                                                       # Appointment Cancellations
# Appointment Cancellations




                                      10000
                                                                                                      80                                                      2000                                       80

                                       8000
                                                                                                      60                                                                                                 60




                                                                                                            Percent




                                                                                                                                                                                                               Percent
                                                                                                                                                              1500
                                       6000
                                                                                                      40                                                      1000                                       40
                                       4000

                                                                                                      20                                                       500                                       20
                                       2000


                                           0                                                          0                                                           0                                      0
                              Cancel Status     Partial Refund         No Refund                                                                     Cancel Status    Partial Refund         No Refund
                                     Before         10459                 1311                                                                               After         1413                 1160
                                   Percent            88.9                11.1                                                                            Percent           54.9                45.1
                                   Cum %              88.9               100.0                                                                            Cum %             54.9               100.0




                                    The percentage of appointment that are cancelled with
                                                             11

                                          no-refund has increased from 11% to 45%
                                                                             Confidential and Proprietary. Copyright ©2006 Educational Testing Service.
GRE Refund Policy Before
   and After Process Change
                                     BEFORE                                                 AFTER           CHANGE
  Time Period                        Jan06–Jun07                                                   Jul07+       ----

  # Refunds Avoided/Mth                                86                                             290       204



  Net Savings/Month                  $ 4,816                                                $ 16,240        $ 11,424



  Annual Savings                     $57,792                                                $194,880        $137,088



Since policy was changed the net change has been $34K
                          12

       Annual net change is projected at ~$140K
                      Confidential and Proprietary. Copyright ©2006 Educational Testing Service.
So what happened with
   TOEFL Program?
TOEFL Program Refund
      Policy Change
• Although TOEFL program did commit to
  change their refund policy consistent with
  GRE this decision was later reversed
  – A result of the “TOEFL Go Anywhere from Here”
    campaign for market share
  – 3-day cancellation with no-refund policy remained
    in effect 07-08 academic year
• This policy change was deferred for
  implementation until Jul 08

                                                  14

                Confidential and Proprietary. Copyright ©2006 Educational Testing Service.
GRE Refunds Control Plan
• Monitor appointment cancellations and partial refunds
  issued through data warehouse query for next six
  months
   – Closely review candidate behavior by days before test day
• If new signal emerges GRE Program staff will identify
  the root causes and any corrective action steps that
  will be taken




                                                      15

                    Confidential and Proprietary. Copyright ©2006 Educational Testing Service.
Lessons Learned
• Data on money flow processes such as registration,
  after-market, and cancellations should be routinely
  monitored to provide early warning of potential
  margin loss and revenue erosion
• There is strong resistance to adjusting policies
  among most program staff
   – Data is a powerful tool to address tribal knowledge
• We need to balance our policies with competitors




                                                      16

                    Confidential and Proprietary. Copyright ©2006 Educational Testing Service.

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Zaborowski Sixsigma Nov07

  • 1. XBT Refunds Six Sigma Project Final Presentation Mary Ann Zaborowski November 15, 2007
  • 2. Problem Statement: CBT appointment cancellations have resulted in 56,842 partial refunds being issued totaling $3.7 million and representing 3% of total registrations from Jan ’05 – April ’06. Goal: Reduce partial refunds as percent of total registrations by 50% to an average 1-2% per program 2 Confidential and Proprietary. Copyright ©2006 Educational Testing Service.
  • 3. Y metric # Cancellations B/4 Refundable Date # Tests Taken + # NS + # Customer Cancellations CBT Partial Refunds as % of Total Appointments Appointments = Test Taken + Partial Refunds Percent Note: Includes TOEFL, GRE and Praxis CBT 0.056 Refunds / Total Appointments n = 3,140,655 1 1 0.044 1 1 1 1 1 0.032 UCL=0.03120 _ X=0.02188 0.020 LCL=0.01256 1 1 1 Jan-04 Apr-04 Jul-04 Oct-04 Jan-05 Apr-05 Jul-05 Oct-05 Jan-06 Apr-06 Date 1 Refunds / Total Appointments 0.012 UCL=0.01145 0.008 __ 0.004 MR=0.00350 0.000 LCL=0 Jan-04 Apr-04 Jul-04 Oct-04 Jan-05 Apr-05 Jul-05 Oct-05 Jan-06 Apr-06 Date Although refunds have averaged 2% (Jan 04-Apr 06), 3 From Sept 05-Apr 06 the average increased to 4% Confidential and Proprietary. Copyright ©2006 Educational Testing Service.
  • 4. Financial Impact Hypothesis
  • 5. Scenarios and Assumptions • Scenarios evaluated – Best Case: 100% of customer cancels in 3-X days forfeit their registration – Worst Case: 100% of customers take test as originally planned – Most Likely: Alternate candidate action taken as follows GRE TOEFL Praxis Probabilities Reschedule 20% 20% 20% Forfeit entire fee 25% 25% 25% Cancel earlier than 7 days prior to admin 45% 45% 45% Take test anyway as originally scheduled 5% 5% 10% Not register for the test in the first place 0% 0% 0% Register later and pay the late fee 5% 5% 0% 100% 100% 100% 5 Confidential and Proprietary. Copyright ©2006 Educational Testing Service.
  • 6. Most Likely Analysis (TOEFL / GRE) 12-Month Impact at Current Volumes GRE TOEFL Total TOEFL - Low Total - Low 5-DAY SCENARIO Base Scenario (3 Day Policy) ETS Net $ 175,560 $ 421,920 $ 597,480 $ 36,000 $ 211,560 5 Day Policy Scenario ETS Net $ 240,065 $ 561,681 $ 801,746 $ 47,925 $ 287,990 Change in Net $ 64,505 $ 139,761 $ 204,266 $ 11,925 $ 76,430 7-DAY SCENARIO Base Scenario (3 Day Policy) ETS Net $ 331,980 $ 772,200 $ 1,104,180 $ 61,200 $ 393,180 7 Day Policy Scenario ETS Net $ 452,700 $ 1,029,600 $ 1,482,300 $ 81,600 $ 534,300 Change in Net $ 120,720 $ 257,400 $ 378,120 $ 20,400 $ 141,120 10-DAY SCENARIO Base Scenario (3 Day Policy) Preferred ETS Net $ 486,420 $ 1,022,400 $ 1,508,820 $ 158,400 $ 644,820 10 Day Policy Scenario Option ETS Net $ 663,300 $ 1,363,200 $ 2,026,500 $ 211,200 $ 874,500 Change in Net $ 176,880 $ 340,800 $ 517,680 $ 52,800 $ 229,680 TOEFL volume differences range from 5,000 – 12,000 6 cancellations between 5-day to 10-day scenarios Confidential and Proprietary. Copyright ©2006 Educational Testing Service.
  • 7. Approved Plan • Change refund policy for GRE and TOEFL effective with the new academic year (July 2007) However, due to volume trends and competitive pressure from IELTS, 7 Global Division postponed changing the TOEFL refund policy as planned Confidential and Proprietary. Copyright ©2006 Educational Testing Service.
  • 8. So what happened with GRE Program?
  • 9. Since the GRE Refund Policy changed (7/07) the percent of registrations with a partial refunds have declined GRE CBT Partial Refunds as % of Total Appointments Before After 12.00% n=697,202 n=217,201 Individual V alue 10.00% 8.00% U C L=8.28% _ 6.00% X=5.63% 4.00% LC L=2.97% Jan-06 M ar-06 M ay -06 Jul-06 S ep-06 N ov -06 Jan-07 M ar-07 M ay -07 Jul-07 S ep-07 Date Before After 4.00% M oving Range U C L=3.27% 3.00% 2.00% __ 1.00% M R=1.00% 0.00% LC L=0.00% Jan-06 M ar-06 M ay -06 Jul-06 S ep-06 N ov -06 Jan-07 M ar-07 M ay -07 Jul-07 S ep-07 Date 9 Before: X=7.59% After: Confidential and Proprietary. Copyright ©2006 Educational Testing Service. X=5.63%
  • 10. Correspondingly the number of cancellations with no-refund as a percent of registrations has increased GRE Cancel No Refunds as % of Total Appointments Before A fter n=1,376 U C L=1.09% 1.00% n=1,161 Individual V alue 0.75% _ X=0.65% 0.50% 0.25% LC L=0.21% 0.00% Jan-06 M ar-06 M ay -06 Jul-06 S ep-06 N ov -06 Jan-07 M ar-07 M ay -07 Jul-07 S ep-07 Date Before A fter 0.60% U C L=0.54% 0.45% M oving Range 0.30% __ 0.15% M R=0.17% 0.00% LC L=0.00% Jan-06 M ar-06 M ay -06 Jul-06 S ep-06 N ov -06 Jan-07 M ar-07 M ay -07 Jul-07 S ep-07 Date 10 Before: X=0.21% After: Confidential and Proprietary. Copyright ©2006 Educational Testing Service. X=0.65%
  • 11. GRE Cancellations by Status Before/After Policy Change Cancel Status - Before Cancel Status - After Jul 07-Oct 07 Jan 06-Jun 07 12000 100 100 2500 # Appointment Cancellations # Appointment Cancellations 10000 80 2000 80 8000 60 60 Percent Percent 1500 6000 40 1000 40 4000 20 500 20 2000 0 0 0 0 Cancel Status Partial Refund No Refund Cancel Status Partial Refund No Refund Before 10459 1311 After 1413 1160 Percent 88.9 11.1 Percent 54.9 45.1 Cum % 88.9 100.0 Cum % 54.9 100.0 The percentage of appointment that are cancelled with 11 no-refund has increased from 11% to 45% Confidential and Proprietary. Copyright ©2006 Educational Testing Service.
  • 12. GRE Refund Policy Before and After Process Change BEFORE AFTER CHANGE Time Period Jan06–Jun07 Jul07+ ---- # Refunds Avoided/Mth 86 290 204 Net Savings/Month $ 4,816 $ 16,240 $ 11,424 Annual Savings $57,792 $194,880 $137,088 Since policy was changed the net change has been $34K 12 Annual net change is projected at ~$140K Confidential and Proprietary. Copyright ©2006 Educational Testing Service.
  • 13. So what happened with TOEFL Program?
  • 14. TOEFL Program Refund Policy Change • Although TOEFL program did commit to change their refund policy consistent with GRE this decision was later reversed – A result of the “TOEFL Go Anywhere from Here” campaign for market share – 3-day cancellation with no-refund policy remained in effect 07-08 academic year • This policy change was deferred for implementation until Jul 08 14 Confidential and Proprietary. Copyright ©2006 Educational Testing Service.
  • 15. GRE Refunds Control Plan • Monitor appointment cancellations and partial refunds issued through data warehouse query for next six months – Closely review candidate behavior by days before test day • If new signal emerges GRE Program staff will identify the root causes and any corrective action steps that will be taken 15 Confidential and Proprietary. Copyright ©2006 Educational Testing Service.
  • 16. Lessons Learned • Data on money flow processes such as registration, after-market, and cancellations should be routinely monitored to provide early warning of potential margin loss and revenue erosion • There is strong resistance to adjusting policies among most program staff – Data is a powerful tool to address tribal knowledge • We need to balance our policies with competitors 16 Confidential and Proprietary. Copyright ©2006 Educational Testing Service.