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Avalon Consulting Group, Inc.
All rights reserved, 2014
DIRECT MARKETING 201
The Strategy and Metrics of Creative Testing
Avalon Consulting Group
May 14, 2014
www.avalonconsulting.net
2
Avalon Consulting Group, Inc.
All rights reserved, 2014
Testing QUIZ!
Which Test Won?
3
Avalon Consulting Group, Inc.
All rights reserved, 2014
4
Avalon Consulting Group, Inc.
All rights reserved, 2014
5
Avalon Consulting Group, Inc.
All rights reserved, 2014
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Avalon Consulting Group, Inc.
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Avalon Consulting Group, Inc.
All rights reserved, 2014
8
Avalon Consulting Group, Inc.
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And the Winners Are…
9
Avalon Consulting Group, Inc.
All rights reserved, 2014
In case you’ve forgotten,
your opinion doesn’t
matter…
10
Avalon Consulting Group, Inc.
All rights reserved, 2014
Creative Strategy & Testing
11
Avalon Consulting Group, Inc.
All rights reserved, 2014
TESTING STRATEGY
Testing is essential to have a healthy, productive
direct marketing program.
1. Each organization is different and not all best practices are universal.
2. Used to determine what works for your organization.
3. Test making incremental or large changes, seeing their impact, while minimizing
the overall risk.
4. Help find ways to improve performance, can save money and improve the bottom-
line.
Things to remember about testing:
 Test one element at a time
 Test to save cost (formats, components) or boost response rate or average gift
(offer, teasers, treatments)
 Ensure the statistical significance of your test panel.
12
Avalon Consulting Group, Inc.
All rights reserved, 2014
CASE STUDY: A Snapshot of the
NPCA Acquisition Testing History
13
Avalon Consulting Group, Inc.
All rights reserved, 2014
NPCA Acquisition Control Packages
14
Avalon Consulting Group, Inc.
All rights reserved, 2014
DM ACQUISITION CONTROL PERFORMANCE
($30.00)
($25.00)
($20.00)
($15.00)
($10.00)
($5.00)
$0.00
July2011
Aug2011
Sept2011
Oct2011
Nov2011
Dec2011
Jan2012
Feb2012
March2012
April2012
May2012
Survey net/donor
Member card net/donor
• The FY12 overall results of
the acquisition controls have
shown a weakening of the
member card, with the
survey more cost effectively
acquiring donors.
• However, Avalon analysis of
the member card showed a
stronger ROI, so both
packages continue to be
mailed as co-controls in
FY13.
15
Avalon Consulting Group, Inc.
All rights reserved, 2014
Test Within Your Acquisition Control Packages
Premium (cost savings)
CONTROL: Calendar and bucket hat
TEST: Calendar only
WINNER: Control - Calendar bucket
hat
Ask String (boost avg. gift)
CONTROL: $15 minimum gift to
receive premium
TEST: $25 upgrade ask test
WINNER: There was no statistical
winner in the original test, but we
mailed a panel of this package every
month. Backend analysis shows ROI
of $25 ask is stronger.
Combine elements of co-controls
CONTROL: Member card package or
Survey package
TEST: Member card in Survey package
WINNER: Test – Member card in the
Survey package. Re-test confirmed
results.
Combine tone of Survey and Member Card
CONTROL: Member card package or
Survey package
TEST: Combine the urgency of the
member card with the emotion of the
survey letter.
WINNER: There was no statistical
winner. Re-testing to get significant
results.
Phrase-based formatting (boost response rate)
CONTROL: Control acquisition package
TEST: Use ReadSmart to make subtle
changes in the arrangement of the text
on the page
WINNER: There is no statistical
winner.
Removal of insert (cost savings)
CONTROL: Control acquisition package
TEST: Remove glossy color insert
WINNER: Control with the insert.
16
Avalon Consulting Group, Inc.
All rights reserved, 2014
Test New Acquisition Packages
Map package
Included a foldout wall map and personalized teaser with a national park in the prospect’s
state.
The test has a 0.91% response rate – comparable to the control’s 0.92%, and a higher average
gift than the control ($23.13 vs. $22.73), but the costs were too high.
Patriotic package
Used a stirring, patriotic tone to highlight the bond Americans feel with their national parks,
and included a lift note with a quote from Ken Burns.
Avg. gifts are only $0.30 apart, the strong control had the higher response rate (0.99% vs. the
test’s 0.83%) and revenue/M - $234 vs. the test’s $196.
17
Avalon Consulting Group, Inc.
All rights reserved, 2014
ACQUISITION TESTS – NEW PACKAGES
Postcard Package (Merge K) This package was developed to try and incorporate more park images into
the acquisition with the theory that if someone was reminded of the beauty they were helping to
protect, they would be more responsive. The “Wish you were here!” package included a 4-color insert
with four postcards showcasing the grandeur of the parks. The letter invited members to enjoy our
parks now, and support them for generations to come, by joining NPCA.
The postcard test had a significantly weaker revenue/M, compared to the member card and the survey.
18
Avalon Consulting Group, Inc.
All rights reserved, 2014
ACQUISITION TESTS – NEW PACKAGES
Magazine Package The magazine subscription package included a 4-color sample of the National Parks
magazine, and emphasized the magazine as NPCA’s premier membership benefit.
In addition to a weaker average gift, the package currently has a 10% weaker RR than the survey
package and a 30% weaker RR than the member card, as well as a weaker revenue/M.
19
Avalon Consulting Group, Inc.
All rights reserved, 2014
Review Acquisition Results by Premium
$0.00
$5.00
$10.00
$15.00
$20.00
$25.00
Anorak Bison Blanket Bucket hatTote bag
Survey
Survey
Review back-end premium
costs to acquire a donor.
Include front-end as well as
back-end costs.
The anorak, blanket and bucket
hat all have comparable results
in the member card package
and can be mailed
interchangeably, but in the
survey, the blanket, tote bag
and bucket hat are strongest
because their costs to acquire a
donor are lower.
$10.20
$10.40
$10.60
$10.80
$11.00
$11.20
$11.40
$11.60
$11.80
Anorak Bison Blanket Bucket hat Tote bag
Member card
Member
card
20
Avalon Consulting Group, Inc.
All rights reserved, 2014
Online Activist Conversion Results
The Sept pre-email was the first contact in the series. Both Group A
and Group C had a 0.05% response rate.
The Oct DM acquisition was sent to groups A and B – group A had
received the pre-email and group B did not. Group A had a 1.03%
response rate, while group B had a 0.98% response rate. By
comparison, the overall mailing had a 0.86% response rate.
The Nov TM acquisition made 4,723 contacts and 286 members joined
with an average gift of $27.83. Groups A and B had nearly identical
results on the phone.
The Dec post-email was the last contact in the series. Group B had a
0.10% response rate, while Group C had 0.08%. The modeled groups
had an average gift of $31.30. In addition, the non-modeled group had
a $26.75 average gift.
21
Avalon Consulting Group, Inc.
All rights reserved, 2014
Testing for Impact
22
Avalon Consulting Group, Inc.
All rights reserved, 2014
Testing Carriers:
Getting them into the envelope
23
Avalon Consulting Group, Inc.
All rights reserved, 2014
Image vs. No Image
24
Avalon Consulting Group, Inc.
All rights reserved, 2014
Plain Carrier
Test
Tested against 4-
color control
carrier
10
Plain vs. 4-Color Carrier
25
Avalon Consulting Group, Inc.
All rights reserved, 2014
9
Teaser and Photo Testing
26
Avalon Consulting Group, Inc.
All rights reserved, 2014
Testing Offers:
Compelling them to Respond
27
Avalon Consulting Group, Inc.
All rights reserved, 2014
Discount Offer
Test
Added discount
to carrier teaser/
changed PS
discount
language from $3
to 10% discount
9
Discount offer
28
Avalon Consulting Group, Inc.
All rights reserved, 2014
Ask string testing
JUNE: Control asking string was tested against descending asking string and asking
string with only three asks.
 In both cases, control is maintained with higher response rate and higher
gross/thousand.
Control
Test 1
Test 2
29
Avalon Consulting Group, Inc.
All rights reserved, 2014
C3 vs. C4 DM & EM SURVEY APPEAL
JANUARY mailed annual survey in
official-looking carrier with companion e-
appeal. Messaging focused on state of
our democracy.
TESTS: 501c3 version of appeal was
tested.
 DM: C3 test version was winner at
85% confidence with higher response
rate (4.85% vs. 4.75%) and $1.46
higher average gift.
 EM: C4 control had higher response
rate (0.28% vs. ).24%), but $17.91
lower average gift. There was no
statistical winner.
30
Avalon Consulting Group, Inc.
All rights reserved, 2014
Testing Engagement Devices:
Engaging Beyond Giving
31
Avalon Consulting Group, Inc.
All rights reserved, 2014
9
A Petition as a Call to Action
32
Avalon Consulting Group, Inc.
All rights reserved, 2014
The NPCA Mining Appeal exceeded
budgeted revenue goal by 17% and net
by 33%.
The drive to web test, with the URL
listed on the reply and in the P.S of
the letter earned more revenue
due to a higher response rate and
beat the control at 84% confidence.
Drive to Web Test
33
Avalon Consulting Group, Inc.
All rights reserved, 2014
Testing Messaging
34
Avalon Consulting Group, Inc.
All rights reserved, 2014
PILOT CAMPAIGN
Package #1: From the Field/Mike Fay
35
Avalon Consulting Group, Inc.
All rights reserved, 2014
PILOT CAMPAIGN
Package #2: RSVP/Invitation
36
Avalon Consulting Group, Inc.
All rights reserved, 2014
Testing Tone and Language: Aggressive
37
Avalon Consulting Group, Inc.
All rights reserved, 2014
Testing Tone and Language: Cooperative
38
Avalon Consulting Group, Inc.
All rights reserved, 2014
Testing to Settle an Argument
39
Avalon Consulting Group, Inc.
All rights reserved, 2014
Testing a Long-Standing Control
40
Avalon Consulting Group, Inc.
All rights reserved, 2014
Matching Gift Appeal Test
41
Avalon Consulting Group, Inc.
All rights reserved, 2014
Matching Gift Appeal Test
42
Avalon Consulting Group, Inc.
All rights reserved, 2014
Logo Testing
43
Avalon Consulting Group, Inc.
All rights reserved, 2014
2 p vs. 4 p
44
Avalon Consulting Group, Inc.
All rights reserved, 2014
And Don’t Forget:
Testing to Reduce Costs
45
Avalon Consulting Group, Inc.
All rights reserved, 2014
Some of our Favorite Cost-Saving Tests:
Test 1st vs. 3rd Class postage
Test a modified or standard size or format
Test eliminating an insert
Test an E-R0 effort to invite people to renew
online and not receive a DM renewal
46
Avalon Consulting Group, Inc.
All rights reserved, 2014
The Analytics of Testing
47
Avalon Consulting Group, Inc.
All rights reserved, 2014
• There are two phases to validating and analyzing direct marketing
testing. The first is ensuring that the test sample size is valid.
• A sample size that is too small will not provide reliable results.
Part 1: Sample Size Calculator
Go to:
http://www.avalonconsulting.net
/Sample-Size-Calculator.html
Recommendation: Perform this
calculation before the campaign is
conducted to guide the size of the
test and to ensure testing is
worthwhile.
48
Avalon Consulting Group, Inc.
All rights reserved, 2014
• Step 1: How much do I need to mail?
• Enter proposed volume for control or test
panels.
• Step 2: Is there a valid percent return?
• Enter expected response (pre-campaign,
use a conservative estimate.)
• Step 3: Is my confidence above 80%?
• If not, remove either quantity or response to
determine what values are needed.
Repeat with actual campaign results
if needed and if fluctuating from
proposed.
Part 1: Sample Size Calculator
49
Avalon Consulting Group, Inc.
All rights reserved, 2014
Part 2: Testing Confidence Calculator
• After a valid sample size is achieved, the next step is to determine
if the results of the test are significant.
• Important: Just because there is a difference in performance
does not mean the performance can be replicated. Often, it is
within the margin of error – a flip of the coin.
• Only make decisions on valid results.
• Goal: Determine if the difference in net per thousand mailed
(other metrics can be used) is significant or within the margin
of error. Typically, a confidence level of 80% is a starting point,
with 95% being ideal.
50
Avalon Consulting Group, Inc.
All rights reserved, 2014
Testing Confidence Calculator – Process
• Step 1:
• Gather control and test panel quantities, gifts, revenue, and roll out costs.
• Remove outlier gifts from quantity, gifts, and revenue. A typical rule of thumb is
$1,000 gifts or more.
• Step 2:
• Calculate “upper bound” and “lower bound” for the response rate, revenue per
thousand, and/or net per thousand. It is typical to start with the standard normal
deviate of 1.96.
• Step 3:
• If there is no overlap between the upper bound of one panel and the lower bound
of another, a confidence level will be found.
Upper Lower
Net/M % # Bound Bound
Test Group Net/M Winner Conf. Conf. Net/M Net/M
Control $1,477 - $1,611 $1,343
Test $1,826 WINNER $1,982 $1,670
95% 1.96
51
Avalon Consulting Group, Inc.
All rights reserved, 2014
Thank you!
Allison Porter
President
Avalon Consulting Group
2030 M Street, NW Suite 700
Washington, DC 20036
202-429-6080 x102
Allisonp@avalonconsulting.net
Follow Avalon on LinkedIn Today!

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DM 201 - Avalon Consulting - Testing Creative

  • 1. 1 Avalon Consulting Group, Inc. All rights reserved, 2014 DIRECT MARKETING 201 The Strategy and Metrics of Creative Testing Avalon Consulting Group May 14, 2014 www.avalonconsulting.net
  • 2. 2 Avalon Consulting Group, Inc. All rights reserved, 2014 Testing QUIZ! Which Test Won?
  • 3. 3 Avalon Consulting Group, Inc. All rights reserved, 2014
  • 4. 4 Avalon Consulting Group, Inc. All rights reserved, 2014
  • 5. 5 Avalon Consulting Group, Inc. All rights reserved, 2014
  • 6. 6 Avalon Consulting Group, Inc. All rights reserved, 2014
  • 7. 7 Avalon Consulting Group, Inc. All rights reserved, 2014
  • 8. 8 Avalon Consulting Group, Inc. All rights reserved, 2014 And the Winners Are…
  • 9. 9 Avalon Consulting Group, Inc. All rights reserved, 2014 In case you’ve forgotten, your opinion doesn’t matter…
  • 10. 10 Avalon Consulting Group, Inc. All rights reserved, 2014 Creative Strategy & Testing
  • 11. 11 Avalon Consulting Group, Inc. All rights reserved, 2014 TESTING STRATEGY Testing is essential to have a healthy, productive direct marketing program. 1. Each organization is different and not all best practices are universal. 2. Used to determine what works for your organization. 3. Test making incremental or large changes, seeing their impact, while minimizing the overall risk. 4. Help find ways to improve performance, can save money and improve the bottom- line. Things to remember about testing:  Test one element at a time  Test to save cost (formats, components) or boost response rate or average gift (offer, teasers, treatments)  Ensure the statistical significance of your test panel.
  • 12. 12 Avalon Consulting Group, Inc. All rights reserved, 2014 CASE STUDY: A Snapshot of the NPCA Acquisition Testing History
  • 13. 13 Avalon Consulting Group, Inc. All rights reserved, 2014 NPCA Acquisition Control Packages
  • 14. 14 Avalon Consulting Group, Inc. All rights reserved, 2014 DM ACQUISITION CONTROL PERFORMANCE ($30.00) ($25.00) ($20.00) ($15.00) ($10.00) ($5.00) $0.00 July2011 Aug2011 Sept2011 Oct2011 Nov2011 Dec2011 Jan2012 Feb2012 March2012 April2012 May2012 Survey net/donor Member card net/donor • The FY12 overall results of the acquisition controls have shown a weakening of the member card, with the survey more cost effectively acquiring donors. • However, Avalon analysis of the member card showed a stronger ROI, so both packages continue to be mailed as co-controls in FY13.
  • 15. 15 Avalon Consulting Group, Inc. All rights reserved, 2014 Test Within Your Acquisition Control Packages Premium (cost savings) CONTROL: Calendar and bucket hat TEST: Calendar only WINNER: Control - Calendar bucket hat Ask String (boost avg. gift) CONTROL: $15 minimum gift to receive premium TEST: $25 upgrade ask test WINNER: There was no statistical winner in the original test, but we mailed a panel of this package every month. Backend analysis shows ROI of $25 ask is stronger. Combine elements of co-controls CONTROL: Member card package or Survey package TEST: Member card in Survey package WINNER: Test – Member card in the Survey package. Re-test confirmed results. Combine tone of Survey and Member Card CONTROL: Member card package or Survey package TEST: Combine the urgency of the member card with the emotion of the survey letter. WINNER: There was no statistical winner. Re-testing to get significant results. Phrase-based formatting (boost response rate) CONTROL: Control acquisition package TEST: Use ReadSmart to make subtle changes in the arrangement of the text on the page WINNER: There is no statistical winner. Removal of insert (cost savings) CONTROL: Control acquisition package TEST: Remove glossy color insert WINNER: Control with the insert.
  • 16. 16 Avalon Consulting Group, Inc. All rights reserved, 2014 Test New Acquisition Packages Map package Included a foldout wall map and personalized teaser with a national park in the prospect’s state. The test has a 0.91% response rate – comparable to the control’s 0.92%, and a higher average gift than the control ($23.13 vs. $22.73), but the costs were too high. Patriotic package Used a stirring, patriotic tone to highlight the bond Americans feel with their national parks, and included a lift note with a quote from Ken Burns. Avg. gifts are only $0.30 apart, the strong control had the higher response rate (0.99% vs. the test’s 0.83%) and revenue/M - $234 vs. the test’s $196.
  • 17. 17 Avalon Consulting Group, Inc. All rights reserved, 2014 ACQUISITION TESTS – NEW PACKAGES Postcard Package (Merge K) This package was developed to try and incorporate more park images into the acquisition with the theory that if someone was reminded of the beauty they were helping to protect, they would be more responsive. The “Wish you were here!” package included a 4-color insert with four postcards showcasing the grandeur of the parks. The letter invited members to enjoy our parks now, and support them for generations to come, by joining NPCA. The postcard test had a significantly weaker revenue/M, compared to the member card and the survey.
  • 18. 18 Avalon Consulting Group, Inc. All rights reserved, 2014 ACQUISITION TESTS – NEW PACKAGES Magazine Package The magazine subscription package included a 4-color sample of the National Parks magazine, and emphasized the magazine as NPCA’s premier membership benefit. In addition to a weaker average gift, the package currently has a 10% weaker RR than the survey package and a 30% weaker RR than the member card, as well as a weaker revenue/M.
  • 19. 19 Avalon Consulting Group, Inc. All rights reserved, 2014 Review Acquisition Results by Premium $0.00 $5.00 $10.00 $15.00 $20.00 $25.00 Anorak Bison Blanket Bucket hatTote bag Survey Survey Review back-end premium costs to acquire a donor. Include front-end as well as back-end costs. The anorak, blanket and bucket hat all have comparable results in the member card package and can be mailed interchangeably, but in the survey, the blanket, tote bag and bucket hat are strongest because their costs to acquire a donor are lower. $10.20 $10.40 $10.60 $10.80 $11.00 $11.20 $11.40 $11.60 $11.80 Anorak Bison Blanket Bucket hat Tote bag Member card Member card
  • 20. 20 Avalon Consulting Group, Inc. All rights reserved, 2014 Online Activist Conversion Results The Sept pre-email was the first contact in the series. Both Group A and Group C had a 0.05% response rate. The Oct DM acquisition was sent to groups A and B – group A had received the pre-email and group B did not. Group A had a 1.03% response rate, while group B had a 0.98% response rate. By comparison, the overall mailing had a 0.86% response rate. The Nov TM acquisition made 4,723 contacts and 286 members joined with an average gift of $27.83. Groups A and B had nearly identical results on the phone. The Dec post-email was the last contact in the series. Group B had a 0.10% response rate, while Group C had 0.08%. The modeled groups had an average gift of $31.30. In addition, the non-modeled group had a $26.75 average gift.
  • 21. 21 Avalon Consulting Group, Inc. All rights reserved, 2014 Testing for Impact
  • 22. 22 Avalon Consulting Group, Inc. All rights reserved, 2014 Testing Carriers: Getting them into the envelope
  • 23. 23 Avalon Consulting Group, Inc. All rights reserved, 2014 Image vs. No Image
  • 24. 24 Avalon Consulting Group, Inc. All rights reserved, 2014 Plain Carrier Test Tested against 4- color control carrier 10 Plain vs. 4-Color Carrier
  • 25. 25 Avalon Consulting Group, Inc. All rights reserved, 2014 9 Teaser and Photo Testing
  • 26. 26 Avalon Consulting Group, Inc. All rights reserved, 2014 Testing Offers: Compelling them to Respond
  • 27. 27 Avalon Consulting Group, Inc. All rights reserved, 2014 Discount Offer Test Added discount to carrier teaser/ changed PS discount language from $3 to 10% discount 9 Discount offer
  • 28. 28 Avalon Consulting Group, Inc. All rights reserved, 2014 Ask string testing JUNE: Control asking string was tested against descending asking string and asking string with only three asks.  In both cases, control is maintained with higher response rate and higher gross/thousand. Control Test 1 Test 2
  • 29. 29 Avalon Consulting Group, Inc. All rights reserved, 2014 C3 vs. C4 DM & EM SURVEY APPEAL JANUARY mailed annual survey in official-looking carrier with companion e- appeal. Messaging focused on state of our democracy. TESTS: 501c3 version of appeal was tested.  DM: C3 test version was winner at 85% confidence with higher response rate (4.85% vs. 4.75%) and $1.46 higher average gift.  EM: C4 control had higher response rate (0.28% vs. ).24%), but $17.91 lower average gift. There was no statistical winner.
  • 30. 30 Avalon Consulting Group, Inc. All rights reserved, 2014 Testing Engagement Devices: Engaging Beyond Giving
  • 31. 31 Avalon Consulting Group, Inc. All rights reserved, 2014 9 A Petition as a Call to Action
  • 32. 32 Avalon Consulting Group, Inc. All rights reserved, 2014 The NPCA Mining Appeal exceeded budgeted revenue goal by 17% and net by 33%. The drive to web test, with the URL listed on the reply and in the P.S of the letter earned more revenue due to a higher response rate and beat the control at 84% confidence. Drive to Web Test
  • 33. 33 Avalon Consulting Group, Inc. All rights reserved, 2014 Testing Messaging
  • 34. 34 Avalon Consulting Group, Inc. All rights reserved, 2014 PILOT CAMPAIGN Package #1: From the Field/Mike Fay
  • 35. 35 Avalon Consulting Group, Inc. All rights reserved, 2014 PILOT CAMPAIGN Package #2: RSVP/Invitation
  • 36. 36 Avalon Consulting Group, Inc. All rights reserved, 2014 Testing Tone and Language: Aggressive
  • 37. 37 Avalon Consulting Group, Inc. All rights reserved, 2014 Testing Tone and Language: Cooperative
  • 38. 38 Avalon Consulting Group, Inc. All rights reserved, 2014 Testing to Settle an Argument
  • 39. 39 Avalon Consulting Group, Inc. All rights reserved, 2014 Testing a Long-Standing Control
  • 40. 40 Avalon Consulting Group, Inc. All rights reserved, 2014 Matching Gift Appeal Test
  • 41. 41 Avalon Consulting Group, Inc. All rights reserved, 2014 Matching Gift Appeal Test
  • 42. 42 Avalon Consulting Group, Inc. All rights reserved, 2014 Logo Testing
  • 43. 43 Avalon Consulting Group, Inc. All rights reserved, 2014 2 p vs. 4 p
  • 44. 44 Avalon Consulting Group, Inc. All rights reserved, 2014 And Don’t Forget: Testing to Reduce Costs
  • 45. 45 Avalon Consulting Group, Inc. All rights reserved, 2014 Some of our Favorite Cost-Saving Tests: Test 1st vs. 3rd Class postage Test a modified or standard size or format Test eliminating an insert Test an E-R0 effort to invite people to renew online and not receive a DM renewal
  • 46. 46 Avalon Consulting Group, Inc. All rights reserved, 2014 The Analytics of Testing
  • 47. 47 Avalon Consulting Group, Inc. All rights reserved, 2014 • There are two phases to validating and analyzing direct marketing testing. The first is ensuring that the test sample size is valid. • A sample size that is too small will not provide reliable results. Part 1: Sample Size Calculator Go to: http://www.avalonconsulting.net /Sample-Size-Calculator.html Recommendation: Perform this calculation before the campaign is conducted to guide the size of the test and to ensure testing is worthwhile.
  • 48. 48 Avalon Consulting Group, Inc. All rights reserved, 2014 • Step 1: How much do I need to mail? • Enter proposed volume for control or test panels. • Step 2: Is there a valid percent return? • Enter expected response (pre-campaign, use a conservative estimate.) • Step 3: Is my confidence above 80%? • If not, remove either quantity or response to determine what values are needed. Repeat with actual campaign results if needed and if fluctuating from proposed. Part 1: Sample Size Calculator
  • 49. 49 Avalon Consulting Group, Inc. All rights reserved, 2014 Part 2: Testing Confidence Calculator • After a valid sample size is achieved, the next step is to determine if the results of the test are significant. • Important: Just because there is a difference in performance does not mean the performance can be replicated. Often, it is within the margin of error – a flip of the coin. • Only make decisions on valid results. • Goal: Determine if the difference in net per thousand mailed (other metrics can be used) is significant or within the margin of error. Typically, a confidence level of 80% is a starting point, with 95% being ideal.
  • 50. 50 Avalon Consulting Group, Inc. All rights reserved, 2014 Testing Confidence Calculator – Process • Step 1: • Gather control and test panel quantities, gifts, revenue, and roll out costs. • Remove outlier gifts from quantity, gifts, and revenue. A typical rule of thumb is $1,000 gifts or more. • Step 2: • Calculate “upper bound” and “lower bound” for the response rate, revenue per thousand, and/or net per thousand. It is typical to start with the standard normal deviate of 1.96. • Step 3: • If there is no overlap between the upper bound of one panel and the lower bound of another, a confidence level will be found. Upper Lower Net/M % # Bound Bound Test Group Net/M Winner Conf. Conf. Net/M Net/M Control $1,477 - $1,611 $1,343 Test $1,826 WINNER $1,982 $1,670 95% 1.96
  • 51. 51 Avalon Consulting Group, Inc. All rights reserved, 2014 Thank you! Allison Porter President Avalon Consulting Group 2030 M Street, NW Suite 700 Washington, DC 20036 202-429-6080 x102 Allisonp@avalonconsulting.net Follow Avalon on LinkedIn Today!