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Dr. Igor Schnakenburg
SAS-Forum Portugal 09.11.2010
New Ways to Optimise Campaigns
2
Altran Group
International Entrepreneur – Present in Over 20 Countries
Founded 1982
in Paris
17.200 Employees
Turnover 2009:
1,400 Mill. €
European Leader
in Innovation Consulting
International Coverage:
• Global Account Management
• Competence Networks
3
Technology
R&D
Consulting
Information
Systems
Consulting
Strategy &
Management
Consulting
Altran Offers a Broad Consulting Portfolio
4
Business Intelligence (BI)
Executive Dashboards
Financial Monitoring
Marketing Intelligence
Loyalty Programs
Data Mining & Risk Management
Data Governance / Data Quality
Operational Activities Monitoring
Technical BI Migrations
Partnerships:
Data Quality
4
8
Offers
BI Portfolio @ Altran CIS
8
A question arises …
Are my Sunday breadrolls really the best?
„Our breadrolls are the best in town!“
Enquiring with the bakery:
9
One question remains…
Are my Sunday breadrolls really the best?
I have to buy other breadrolls.
(no alternatives!)
Measurement and comparison are necessary:
Advantages
• Possibility to compare
• Learnings and Optimisation
potential
Disadvantages
• Costs
• Time & Effort for
analysis
10
What is obvious with breadrolls seems less obvious with campaigns …
Are my campaigns really the best?
„Our campaigns are the best!“
Enquiring with the campaign manager:
11
One question remains…
Are my campaigns really the best?
I have to run simultaneous campaigns.
(no alternatives!)
Measurement and comparison are necessary:
Advantages
• Possibility to compare
• Learnings and Optimisation
potential
Disadvantages
• Costs
• Time & Effort for
analysis
Campaigns for comparison
12
One question remains …
Campaigns for comparison
Advantages
• Possibility to compare
• Learnings and Optimisation
potential
Disadvantages
• Costs
• Time & Effort for
analysis
About disadvantages:
13
About disadvantages: Costs
3 possibilities for simultaneous campaigns
1. Advertise competitors products:
2. Advertise different product:
3. Virtual campaign:
Counterproductive
Ineffecient
Twice expensive
Ineffecient
Expensive
Irrelevant
Simple
Cost-minimising
Efficient
Virtual campaign: approx. 10% * of the selected customers will simply NOT be contacted
Contacted = Target group Not contacted = Control group
* Precise percentage depends on general framework.
14
One question remains …
Campaigns for comparison
Disadvantages
• Costs
• Time & Effort for analysis
About Disadvantages
Advantages
• Possibility to compare
• Learnings and Optimisation
potential
15
About disadvantages: Time & Effort for analysis (1/8)  guarantee representativity
0%
5%
10%
15%
20%
25%
30%
35%
40%
less than
18
18-30 31-45 46-60 more
than 60
Target group
0%
5%
10%
15%
20%
25%
30%
35%
40%
less than
18
18-30 31-45 46-60 more
than 60
Control group
0%
5%
10%
15%
20%
25%
30%
35%
40%
less
than 18
18-30 31-45 46-60 more
than 60
Control group
Representative – mirrors distribution of the
target group
Not representative – considerably different
distribution than target group
Typical properties:
Geo-status, salary, …
Age distribution of target group
16
Control group is representative
iff p(χ²) > 0,1
About disadvantages: Time & Effort for analysis (2/8)  in all relevant criteria distributions
have to match
17
Statistical Significance,
iff p(χ²) ≤ 0,05
About disadvantages: Time & Effort for analysis (3/8)  Analysis of results
18
•Conversion Rate
•Lift (Grundrauschen)
•Liftbeitrag als Ergebnis
•Return on Investment0
0.2
0.4
0.6
0.8
1
1.2
1.4
Target Group Control Group
Conversion Rate
(overall)
Conversion Rate
(focus product)
Overall conversion rate is significantly different, however
not for the product in focus.
Relationship to customer OK,
focus product campaign feeble.
About advantages: Time & Effort for analysis (4/8)  Descriptive parameters
19
•Conversion Rate
•Lift (Background Noise)
•Liftbeitrag als Ergebnis
•Return on Investment
Equally structured target group produces conversions
independent of campaigning!
Lift counts the conversions that
can be attributed to the
campaign (230 conversions).
0
0.2
0.4
0.6
0.8
1
1.2
1.4
Target Group Control Group
Conversion Rate
(overall)
Conversion Rate
(focus product)
Lift = 0,23%-points
B
a
c
k
g
r
o
u
n
d
N
o
i
s
e
About advantages: Time & Effort for analysis (5/8)  Descriptive parameters
20
•Conversion Rate
•Lift (Background Noise)
•Lift Leverage
•Return on Investment
Equally structured target group contains earnings
independent of campaigning
(wrong: 1.240 * 900€ = 1,1 Mio. €).
Earnings due to campaigning are
230*900€ = 207.000€.
0
200
400
600
800
1000
1200
Target Group Control Group
Leverage
(900€ /conversion)
Conversion Rate
(overall)
Campaign profit
C
a
m
p
a
i
g
n
i
n
d
e
p
e
n
d
e
n
t
About advantages: Time & Effort for analysis (6/8)  Descriptive parameters
21
•Conversion Rate
•Lift (Background Noise)
•Lift Leverage
•Return on Investment (RoI)
 RoI describes profit per spent Euro of the additional conversions due to
campaigning
 How many Euro were earnt given any Euro spent?
 RoI = -100%: total loss of investment
 RoI = 0%: investment equals the profit due to campaigning
RoI of this campaign is
(207-130*)/130 = 59%,
i.e. per Euro spent
59 Cent earnt.
0
50
100
150
200
250
Earnings Costs
Earnings
vs. Costs
Conversion Rate
(whole)
Profit
Invest
* Costs of campaign with 100.000 people were assumed to be approx. 130 T€.
About advantages: Time & Effort for analysis (7/8)  Descriptive parameters
22
•Conversion Rate
• Characteristics of campaign
•Lift (Background Noise)
• Efficiency of campaign
•Lift Leverage
• Leverage of campaign
•Return on Investment (RoI)
• Performance of campaign
•Conversion Rate
•Lift (Background Noise)
•Lift Leverage
•Return on Investment (RoI)
About advantages: Time & Effort for analysis (8/8)  Descriptive parameters
23
One question remains …
Advantages
• Possibility to compare
• Learnings and Optimisation
potential
Disadvantages
• Costs
• Time & Effort for analysis
About advantages:
Campaigns for comparison
24
About advantages: Possibility to compare
B
A
For second best offer company earns only 750€ (instead of 900€).
Also conversion rate in target group is clearly lower:
0
0.2
0.4
0.6
0.8
1
Target group Control group
Conversion Rate
(whole)
Conversion Rate
(focus product)
STILL THIS CAMPAIGNS PERFORMED A LOT
BETTER (COMPARED TO CONTROL GROUP):
ANY INVESTED EURO RETURNED 2,94€!
25
Advantages
• Possibility to compare
• Learnings and Optimisation potential
• Time & Effort for analysis
Daisadvantages
• Costs
About advantages:
Campaigns for comparison
26
About advantages: Learnings and optimisation potential: Traffic-lights
Due to quantification it becomes possible to map to traffic-lights and
reports which might even be legible for management.
PARAMETER
UNSATISFYING :
CHANGES REQUIRED!
PARAMETER NOT
SATISFYING :
CHECK PROPERLY!
PARAMETER
SATISFYING :
RE-RUN POSSIBLE!
27
About advantages: Learnings and optimisation potential: Channel dependance and campaign
combinations
eMail
Outlet
Mail
Call Center
Invoice
Possible channels: Possible combinations
(follow-up campaigns):
… can and should be examined (quantified).
… can and should be compared and checked.
28
About advantages: Correct Predictions and Forecasts
circulation
C
o
n
v
e
r
s
i
o
n
s
Doubled circulationSimple circulation
Conversions
counted
wrong
forecast
correct
forecast
Background Noise
Why is the number of conversions not doubled
with doubled circulation?
When ordering due to predicted conversion the correct forecast will be even less!
29
Closed Loop as a basis of continuous optimisation in campaign performance
Combine Learnings and experience
Focus on right product and
campaign combinations
(learning matrix)
Process of planning Campaigns:
Selection of campaign participants
Roll-out of campaign
 Analysis of any particular campaign
If need be: minor adjustments in
active process
Routine reporting of all campaignes
(possibility to compare)
If need be: specific analyses for
specific campaigns
Measure
and
Learn
30
Presentation title / date / confidential / Issued
by ...
30
www.altran-cis.pt
Dr. Igor Schnakenburg
Senior Consultant
Email: igor.schnakenburg@altran.com
Phone: +49 (0)170 919 8272

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Campaigns Optimization with Altran

  • 1. Dr. Igor Schnakenburg SAS-Forum Portugal 09.11.2010 New Ways to Optimise Campaigns
  • 2. 2 Altran Group International Entrepreneur – Present in Over 20 Countries Founded 1982 in Paris 17.200 Employees Turnover 2009: 1,400 Mill. € European Leader in Innovation Consulting International Coverage: • Global Account Management • Competence Networks
  • 4. 4 Business Intelligence (BI) Executive Dashboards Financial Monitoring Marketing Intelligence Loyalty Programs Data Mining & Risk Management Data Governance / Data Quality Operational Activities Monitoring Technical BI Migrations Partnerships: Data Quality 4 8 Offers BI Portfolio @ Altran CIS
  • 5. 8 A question arises … Are my Sunday breadrolls really the best? „Our breadrolls are the best in town!“ Enquiring with the bakery:
  • 6. 9 One question remains… Are my Sunday breadrolls really the best? I have to buy other breadrolls. (no alternatives!) Measurement and comparison are necessary: Advantages • Possibility to compare • Learnings and Optimisation potential Disadvantages • Costs • Time & Effort for analysis
  • 7. 10 What is obvious with breadrolls seems less obvious with campaigns … Are my campaigns really the best? „Our campaigns are the best!“ Enquiring with the campaign manager:
  • 8. 11 One question remains… Are my campaigns really the best? I have to run simultaneous campaigns. (no alternatives!) Measurement and comparison are necessary: Advantages • Possibility to compare • Learnings and Optimisation potential Disadvantages • Costs • Time & Effort for analysis Campaigns for comparison
  • 9. 12 One question remains … Campaigns for comparison Advantages • Possibility to compare • Learnings and Optimisation potential Disadvantages • Costs • Time & Effort for analysis About disadvantages:
  • 10. 13 About disadvantages: Costs 3 possibilities for simultaneous campaigns 1. Advertise competitors products: 2. Advertise different product: 3. Virtual campaign: Counterproductive Ineffecient Twice expensive Ineffecient Expensive Irrelevant Simple Cost-minimising Efficient Virtual campaign: approx. 10% * of the selected customers will simply NOT be contacted Contacted = Target group Not contacted = Control group * Precise percentage depends on general framework.
  • 11. 14 One question remains … Campaigns for comparison Disadvantages • Costs • Time & Effort for analysis About Disadvantages Advantages • Possibility to compare • Learnings and Optimisation potential
  • 12. 15 About disadvantages: Time & Effort for analysis (1/8)  guarantee representativity 0% 5% 10% 15% 20% 25% 30% 35% 40% less than 18 18-30 31-45 46-60 more than 60 Target group 0% 5% 10% 15% 20% 25% 30% 35% 40% less than 18 18-30 31-45 46-60 more than 60 Control group 0% 5% 10% 15% 20% 25% 30% 35% 40% less than 18 18-30 31-45 46-60 more than 60 Control group Representative – mirrors distribution of the target group Not representative – considerably different distribution than target group Typical properties: Geo-status, salary, … Age distribution of target group
  • 13. 16 Control group is representative iff p(χ²) > 0,1 About disadvantages: Time & Effort for analysis (2/8)  in all relevant criteria distributions have to match
  • 14. 17 Statistical Significance, iff p(χ²) ≤ 0,05 About disadvantages: Time & Effort for analysis (3/8)  Analysis of results
  • 15. 18 •Conversion Rate •Lift (Grundrauschen) •Liftbeitrag als Ergebnis •Return on Investment0 0.2 0.4 0.6 0.8 1 1.2 1.4 Target Group Control Group Conversion Rate (overall) Conversion Rate (focus product) Overall conversion rate is significantly different, however not for the product in focus. Relationship to customer OK, focus product campaign feeble. About advantages: Time & Effort for analysis (4/8)  Descriptive parameters
  • 16. 19 •Conversion Rate •Lift (Background Noise) •Liftbeitrag als Ergebnis •Return on Investment Equally structured target group produces conversions independent of campaigning! Lift counts the conversions that can be attributed to the campaign (230 conversions). 0 0.2 0.4 0.6 0.8 1 1.2 1.4 Target Group Control Group Conversion Rate (overall) Conversion Rate (focus product) Lift = 0,23%-points B a c k g r o u n d N o i s e About advantages: Time & Effort for analysis (5/8)  Descriptive parameters
  • 17. 20 •Conversion Rate •Lift (Background Noise) •Lift Leverage •Return on Investment Equally structured target group contains earnings independent of campaigning (wrong: 1.240 * 900€ = 1,1 Mio. €). Earnings due to campaigning are 230*900€ = 207.000€. 0 200 400 600 800 1000 1200 Target Group Control Group Leverage (900€ /conversion) Conversion Rate (overall) Campaign profit C a m p a i g n i n d e p e n d e n t About advantages: Time & Effort for analysis (6/8)  Descriptive parameters
  • 18. 21 •Conversion Rate •Lift (Background Noise) •Lift Leverage •Return on Investment (RoI)  RoI describes profit per spent Euro of the additional conversions due to campaigning  How many Euro were earnt given any Euro spent?  RoI = -100%: total loss of investment  RoI = 0%: investment equals the profit due to campaigning RoI of this campaign is (207-130*)/130 = 59%, i.e. per Euro spent 59 Cent earnt. 0 50 100 150 200 250 Earnings Costs Earnings vs. Costs Conversion Rate (whole) Profit Invest * Costs of campaign with 100.000 people were assumed to be approx. 130 T€. About advantages: Time & Effort for analysis (7/8)  Descriptive parameters
  • 19. 22 •Conversion Rate • Characteristics of campaign •Lift (Background Noise) • Efficiency of campaign •Lift Leverage • Leverage of campaign •Return on Investment (RoI) • Performance of campaign •Conversion Rate •Lift (Background Noise) •Lift Leverage •Return on Investment (RoI) About advantages: Time & Effort for analysis (8/8)  Descriptive parameters
  • 20. 23 One question remains … Advantages • Possibility to compare • Learnings and Optimisation potential Disadvantages • Costs • Time & Effort for analysis About advantages: Campaigns for comparison
  • 21. 24 About advantages: Possibility to compare B A For second best offer company earns only 750€ (instead of 900€). Also conversion rate in target group is clearly lower: 0 0.2 0.4 0.6 0.8 1 Target group Control group Conversion Rate (whole) Conversion Rate (focus product) STILL THIS CAMPAIGNS PERFORMED A LOT BETTER (COMPARED TO CONTROL GROUP): ANY INVESTED EURO RETURNED 2,94€!
  • 22. 25 Advantages • Possibility to compare • Learnings and Optimisation potential • Time & Effort for analysis Daisadvantages • Costs About advantages: Campaigns for comparison
  • 23. 26 About advantages: Learnings and optimisation potential: Traffic-lights Due to quantification it becomes possible to map to traffic-lights and reports which might even be legible for management. PARAMETER UNSATISFYING : CHANGES REQUIRED! PARAMETER NOT SATISFYING : CHECK PROPERLY! PARAMETER SATISFYING : RE-RUN POSSIBLE!
  • 24. 27 About advantages: Learnings and optimisation potential: Channel dependance and campaign combinations eMail Outlet Mail Call Center Invoice Possible channels: Possible combinations (follow-up campaigns): … can and should be examined (quantified). … can and should be compared and checked.
  • 25. 28 About advantages: Correct Predictions and Forecasts circulation C o n v e r s i o n s Doubled circulationSimple circulation Conversions counted wrong forecast correct forecast Background Noise Why is the number of conversions not doubled with doubled circulation? When ordering due to predicted conversion the correct forecast will be even less!
  • 26. 29 Closed Loop as a basis of continuous optimisation in campaign performance Combine Learnings and experience Focus on right product and campaign combinations (learning matrix) Process of planning Campaigns: Selection of campaign participants Roll-out of campaign  Analysis of any particular campaign If need be: minor adjustments in active process Routine reporting of all campaignes (possibility to compare) If need be: specific analyses for specific campaigns Measure and Learn
  • 27. 30 Presentation title / date / confidential / Issued by ... 30 www.altran-cis.pt Dr. Igor Schnakenburg Senior Consultant Email: igor.schnakenburg@altran.com Phone: +49 (0)170 919 8272