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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.