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Online sales study of the Circle of Online Marketers (OVK)
Analysis of ROI and sales performance of online advertising on the basis of
individual marketing mix modeling and database analysis
Slide 2
Background and motivation
Advertising market: Uncertainty regarding sales effect and with it
efficiency (ROI) of online advertising
OVK, Circle of Online Marketers: Analysis of the offline sales effect
of online advertising in general and in particular online display
Focus for evaluating: Gross online ROI based on the sales
performance
Slide 3
Project structure
Part 2: Generalizable results
Database analysis of 69 marketing mix modeling projects/campaigns
Show in a reliable manner how efficient online is as advertising medium
Part 1: Customer-specific results
Individual marketing mix modeling
Insights of the ROI and sales effect in connection with campaign details
+
Slide 4
Project structure in detail
Method
Data basis
KPIs
Execution
Individual marketing mix
modeling
Database analysis of 69
marketing mix modeling
projects/campaigns
69 marketing mix modeling
projects/carried that were
executed by Nielsen on behalf of
the customer since 2002
multivariate regression analysis
(modeling)
Model on the basis of 156 weeks
across the food retailing
businesses of the Nielsen retail
panel
Analysis of marketing mix
modeling projects/campaigns
ROI and sales volume effect
(in connection with campaign
details)
Average online gross ROI
Nielsen Nielsen
Study portion
Slide 5
Underlying data
Millions of purchasing actions
Millions (rather billions) of advertising contacts
Per project/brand up to three years of historical data
Reliable statements
regarding the online ROI
Measurement of the short-/medium-term sales volume effects (taking
into account the depot effect) of all drivers as well as taking into account
of umbrella brand effects
Calculation of
sales volume
effects and ROIs
on the basis of
objectively
empirically
measured data
No extrapolation
and simulation
across non-
monitored
timeframes
Slide 6
Key insights part 1: Individual marketing mix modeling
Online umbrella brand effects via investments into other Wagner brands are also
measurable and ROI effective.
Additional sales revenue of the online campaigns (incl. umbrella brand effect) are
disproportionately high in relation to the gross advertising spending, i.e. almost
three times as high, and already makes for one-fourth of the additional media
sales.
Incl. umbrella brand effects the online ROI ist almost three times as high as
the overall media ROI (excluding the umbrella brand effect the index is at 144).
Display generates the relatively highest return on investment of all
implemented online advertising formats.
Given efficiency aspects, online activities should be prioritized in the media
mix.
Slide 7
Expert opinions
Antje Witgen, Nestlé Wagner:
“The study confirms the importance of digital media for effective brand development.
Nestlé Wagner drives the use of adequate online advertising formats; thus, the detailed
results of the OVK are another criterion for the optimization of our overall and online
media mix.”
Slide 8
Key insights part 2: Database analysis of 69 marketing mix
modeling projects/campaigns
Based on millions of individual purchasing actions of consumers in Germany the
analysis shows that online achieves significant offline sales effects, and in a very
efficient manner!
• ∅ gross ROI: EUR 0.72
• ∅ gross online ROI top performers (1/3) = EUR 1.86
Adjusted for the size of the brand it shows that also for smaller brands online
advertising delivers good ROIs.
Comparison size-adjusted ROIs:
ROI top index = 301 vs. ROI low index = 52
• Index of the online sales volume contribution is at 150
• Flight lengths of about 10 weeks are optimal given efficiency and effectiveness
aspects. Meaning, the online budget develops its optimal effect.
• High share of voice (position of brand spending in the competitive environment)
is not necessary to achieve a high online ROI.
• Promotional intensity of the brand: There is no difference between top, middle
and low ROI performers
Individual marketing mix modeling
Customer-specific results (Nestlé Steinofen Pizza and Piccolinis)
Slide 10
Goal of the analysis
Goal of the analysis is to examine and evaluate the effect especially of online
display advertising on the sales of Wagner Steinofen Pizza and Wagner
Steinofen Piccolinis.
Evaluation is here done via the return on investment (ROI) in comparison to
other implemented offline advertising media (TV, print, radio, etc.) as well as the
share in the additional sales revenue generated by the respective advertising
medium and the effect per contact unit (effectiveness).
Slide 11
Project design
Included activities Brands included in the analysis
Advertising: Offline (TV, print, radio) and
online 1. Wagner Steinofen Pizza (Steinofen)
2. Wagner Steinofen Piccolinis (Piccolinis)
Trade promotions: Price campaigns,
flyers/newspaper ads, display.
Control over: Distribution, range of products,
standard price changes, promotions, season,
temperature, holidays
Period Markets
October 3, 2011 - September 29, 2014
(calendar week 40/2011 - calendar week
39/2014)
Food retail > 400 m² excluding hard discount
ROI calculation: Food retail ROI = additional
sales revenue/gross advertising spending
Slide 12
Implemented digital advertising media - Wagner and Piccolinis:
Display, video, social, SEM
Digital advertising (spanning all marketers):
In-page display ad (“display”)
• In-page (non-video and video): Ad bundle (medium rectangle, wide skyscraper,
super banner), (expandable) wallpaper, fireplace, flash layer, additional premium
ads
In-stream video ad (“video”)
• Only in-stream video ads
Social: Facebook ad
Display advertising media (non-video)
Also: SEM
Slide 13
Implemented digital advertising media (excerpt) -
Steinofen and Piccolinis - display examples
Slide 14
Weekly
Volumes
Dependent
Variable
Independent
variables
Marketing mix model
regression
Media
TV, print, radio,
billboard, online
Trade
Promotion
price reduction,
display,
flyers,
display &
flyers
Consumer
Promotions
Other
Factors
seasonality,
weather, holidays
Nielsen marketing mix modeling: multivariate regression
analysis captures all relevant factors for which data is
available.
Slide 15
Two-level, robust model on the basis of 156 weeks across the
food retailing businesses of the Nielsen retail panel
Each model is based on three years of weekly business data from the German foo retail trade.
Measures the influence of the drivers at the execution level.
Eliminates quality loss caused by data aggregation and multi-collinearity.
• tens of thousands of business weeks across all brands as data basis across all campaigns
• millions of individual purchasing actions of consumers in Germany
• millions (rather billion) of advertising contacts across all media users in Germany
• only objectively measured causal factors
Store level model Overall market model
(food retailing > 400 m2 without Aldi, Lidl, Norma)
Brand sales volume
(store by store)
Brand sales volume
(market level)
Store level indices
Additional sales volume from changes in price and/or display, flyers,
promotional prices from the store level model aggregated on an overall
market
level
+ Proprietory advertising
+ Competition*
+ Other factors (e.g. weather, holidays, category seasonality)
+ Distribution
*Promotional and advertising activities of the competition may be taken into account in the models in order to quantify losses if relevant.
+ Price
+ Promotions
+ Competition*
+ Range of products
+ Other factors
- Size of the business
- Seasonality
Slide 16
Analyzed KPIs of the OVK sales study
The modeling divides the brand sales volume into the following:
• Base sales volume: Sales volume due to availability, brand equity, etc., i.e. develops without
short-term impulses
• Additional sales volume due to promotion and media: Sales volume generated by
impulses in the short-term and that would not have developed without promotion or media
KPIs derived from this:
Effect & effectiveness Efficiency
Effect (impact):
Additional sales volume & share of sales
revenue
How much % of the overall sales volume/sales revenue
is the additional sales volume/sales revenue due to
advertising and medium:
=> denotes the significance of sales volume/sales
revenue
ROI per medium (effect/investment):
Additional sales revenue (additional sales volume*retail
price) via advertising in a medium/advertising
investment into the medium
E.g. how much % of an invested advertising euro does
advertising generate in the short- or medium-term.
=> most important efficiency criterion
Effectiveness (effect per contact unit):
Calculated as additional sales volume in kg*/1000 AIs
Standardized consideration of the effect without
monetary evaluation Enables the direct comparison of
the effectiveness between for example advertising
formats and flights
*kg = converted additional volume. Allows better comparability between brands since for example the sizes of packaging of Steinofen and Piccolinis are
different. Especially relevant also in the comparison between advertising formats and flights.
Slide 17
Media in the on-air weeks and in the following weeks regarding the depot effect of advertising
• “retention rate” (calculated in the model) denotes how many % of the GRP of one week are still
sales effective in the following week = depot effect.
• Cumulation of depot effect and the GRP of the current week results in “adstock” as the amount
of sales effective GRP in each week: established procedure, in use for decades. (See for example
Broadbent, S. (1979) "One Way TV Advertisements Work", Journal of the Market Research Society Vol. 23 no. 3.)
• The duration of the short- to medium-term effect arises from the length of the adstock
• The short-/medium-term ROI arises respectively as:
(additional sales revenue during this period) / (gross investment)
o Depot after flight end lasts in general between two (online) - 6 (TV) weeks
o Advantage: Calculation of sales effects and ROIs on the basis of empirically measured
data, no extrapolation across non-monitored periods under “what if” assumptions
Measurement of the short-/medium-term sales volume effects of
all drivers
Slide 18
halo or umbrella brand effects
In the models for Piccolinis and Steinofen Pizza it was tested for umbrella brand or
halo effects of advertising.
Flights (offline and online) for other Wagner pizza brands (halo flights) were tested
whether they have an effect on the sales of Piccolinis or Steinofen Pizza.
It was also tested whether there are halo effects of Piccolinis flights on Steinofen and
vice versa.
If such halo effects can be calculated, this shows that
• Wagner works as a strong umbrella brand, that there are respectively halos
between the brands of the portfolio.
• The respective media are able to transport these halos and generate
corresponding effects.
Thus, the following depiction of results talks about umbrella brand effects.
Slide 19
Level of analysis, evaluation and insights
Campaign
management
Flight evaluation
Brand management
Target media evaluation
Portfolio management
Total investment
evaluation
Looks at the effect and efficiency of investments for target
brands at the flight level
Campaign control perspective in determining allocation
regarding media for a brand
Looks at the effect and efficiency of investments only for the
target brands
Brand control perspective in determining allocation
regarding media for a brand
Looks at the effect and efficiency of investments in the
overall brand portfolio and its corresponding effect for
the monitored target brands (for example including the effect of
umbrella brand effects)
Manufacturer perspective in determining allocation across
the brands
Slide 20
Campaign
management
Flight evaluation
Brand management
Target media evaluation
Portfolio management
Total investment
evaluation
Level of analysis,
evaluation and
insights
Return on investment and
sales effects
Slide 21
Online
25,9%
Offline
74,1%
Additional media sales
Steinofen and Piccolinis
2011/40-2014/39
Online;
9,6%
Offline
90,4%
*including halo spending and gross advertising spending of insignificant campaigns.
Additional sales revenue of the online campaigns (including
umbrella brand effect) is disproportionately high in relation to
the gross advertising spending.
Gross advertising spending*
Wagner total
2011/40-2014/39
Source: Modeling, food retailing + DM, BVDW Nielsen mix analysis, December 2014
Slide 22
While taking into account umbrella brand effects, the share of
online in the additional sales revenue is almost three times as
high as the share of online in spending.
100
270
Relative share in online gross
spending
Relative share in online additional
sales revenue
Index =
Gross advertising spending*
Wagner total
2011/40-2014/39
Additional media sales revenue
Steinofen and Piccolinis
2011/40-2014/39
Additional
depiction for slide 20
*including halo spending and gross advertising spending of insignificant campaigns.
Slide 23
Including Wagner umbrella brand effects, the online ROI is
almost three times as high as the overall media ROI.
100
295
Total media ROI Total online ROI
ROI index (including umbrella brand effects): Total analysis period 2011-2014
Online (display & video)
Index =
Wagner brands: Steinofen and Piccolinis
Slide 24
Campaign
management
Flight evaluation
Brand management
Target media evaluation
Portfolio management
Total investment
evaluation
Level of analysis,
evaluation and
insights
Return on investment and
sales effects
Slide 25
Offline
76.7%
Online
23.3%
Offline
74,1%
Online
25,9%
Even without the umbrella brand effect, online already represents one-
fourth of the additional media sales revenue of Wagner (Steinofen and
Piccolinis) and with this is an essential part of the media mix.
Gross advertising spending
Steinofen and Piccolinis*
2011/40-2014/39
Additional media sales revenue
Steinofen and Piccolinis
2011/40-2014/39
Source: Modeling, food retailing + DM, BVDW Nielsen mix analysis, December 2014
*incl. gross advertising spending of insignificant campaigns without spending for other brands.
Slide 26
Even without umbrella brand spending and effects the online channel
in the relative comparison to the investment portion generates a
disproportionate share in the additional sales revenue.
100
111
Relative share in online gross
spending
Relative share in online additional
sales revenue
Index =
Gross advertising spending
Steinofen and Piccolinis*
2011/40-2014/39
Additional media sales revenue
Steinofen and Piccolinis
2011/40-2014/39
Additional
depiction for slide 24
*incl. gross advertising spending of insignificant campaigns without spending for other brands (halo).
Slide 27
Without umbrella brand effects the online ROI is about 50%
higher than the overall media ROI.
100
144
Total media ROI Total online ROI
Online (display & video)
ROI index (excluding umbrella brand effects): Total analysis period 2011-2014
Index =
Wagner brands: Steinofen and Piccolinis
Slide 28
Display generates the relatively highest ROI of all implemented
online advertising formats.
100
86
179
68
Total online
ROI
Video Display Video + display Facebook SEM
Index =
Online (display & video)
ROI index (excluding umbrella brand effects): Total analysis period 2011-2014
Basis:
See total online ROI slide 26
Wagner brands: Steinofen and Piccolinis
n/n* n/n*
*For Facebook and SEM no effects can be verified due to low advertising spending. As with other media (traditional
and digital) a sufficiently high amount of advertising pressure is necessary to generate effects or guarantee
measurability.
Slide 29
Campaign
management
Flight evaluation
Brand management
Target media evaluation
Portfolio management
Total investment
evaluation
Level of analysis,
evaluation and
insights
Return on investment and
sales effects
Slide 30
247
82
0
164
186
321
73
99
37
298
227
222
7
20
16
Additional sales revenue
(index vs. average value
of all flights)
Gross advertising spending
(index vs. average value
of all flights)
157
37
93
171
59
83
73
99
37
298
227
222
7
20
16
Online Steinofen display 35-42/2012
Online Steinofen display 06-09/2014
Halo online Backfrische display 41-44/2011
Online Piccolinis display/video 10/2012 24-28/2012
Online Steinofen video ad 17-27/2013
Online Steinofen video ad 12-20/2014
Halo online Backfrische Facebook 01-04/2014
Online Steinofen Facebook 05-16/2014
Online Steinofen SEM 20/2013-01/2014
The use of online formats has an effect on sales -
display and video generate additional sales revenue.
Index additional sales revenue vs. gross advertising spending per flight and brand
Index basis 100: Average of additional sales volumes or advertising spending across all flights
Wagner Steinofen Pizza 320-380 g Wagner Steinofen Piccolinis 270 g
N.N.
N.N.
N.N.
N.N.
N.N.
N.N.
Slide 31
Online Steinofen display
35-42/2012
Online Steinofen video ad
12-20/2014
289
124
206
36
Wagner Steinofen Pizza 320-380 g Wagner Steinofen Piccolinis 270 g
Detailed analysis effectiveness - additional volume per 1000 AIs
Example: ROI and effectiveness [additional sales volume in kg*/'000 AIs]
Index: Index basis 100: Average ROI of online flights* per brand Index vs. average across the flights
Costs per
‘000 AIs
Effectiveness
[kg*/’000
AIs]
1,000 AIs per
week
17 62 173
167 207 55
*Without non-significant social media and other flights
Standard indicator for the evaluation of the effectiveness of advertising that shows how sales effective
GRP or 1,000 AIs are. I.g. the effect per contact unit.
Has the advantage in view of monetary variables such as sales revenue that neither cost fluctuations of the
GRP nor price fluctuations (e.g. via promotions, but also via standard price changes) in food retailing
influence the value.
Since the costs per AIs between different advertising formats can be different (and because of this only looking
at the ROI would hide important aspects of effect), ROI as well as the effectiveness are used for the
detailed evaluation.
• Parameter that lends itself especially also for comparisons between different flights for
time elapsed and advertising formats.
ROIs
*kg = converted additional volume. Allows better comparability between brands since for example the sizes of packaging of Steinofen and Piccolinis are
different. Especially relevant also in the comparison between advertising formats and flights.
Slide 32
Online Steinofen display
35-42/2012
Online Steinofen display
06-09/2014
Halo online Backfrische display
41-44/2011
Online Piccolinis display/video
10/2012 / 24-28/2012
Online Steinofen video ad
17-27/2013
Online Steinofen video ad
12-20/2014
289
71
0
45
70
124
206
36
244
53
25
36
Wagner Steinofen Pizza 320-380 g Wagner Steinofen Piccolinis 270 g
Display campaigns convince with an above-average return of
investment.
Overview of ROI
Index: Index basis 100: Average ROI of online flights* per brand
Index vs. average across the flights
Costs per
‘000 AIs
Effectiveness
[kg*/’000
AIs]
1,000 AIs per
week
60 47 174
48 67 79
158 109 65
150 109 52
167 207 55
17 62 173
*Without non-significant social media and other flights
Slide 33
Conclusion: Key insights individual marketing mix modeling
Online umbrella brand effects via investments into other Wagner brands are also
measurable and ROI effective.
Additional sales revenue of the online campaigns (incl. umbrella brand effect) are
disproportionately high in relation to the gross advertising spending, i.e. almost
three times as high, and already makes for one-fourth of the additional media
sales revenue.
Incl. umbrella brand effects the online ROI ist almost three times as high as
the overall media ROI (excluding the umbrella brand effect the index is at 144).
Display generates the relatively highest return on investment of all
implemented online advertising formats.
Given efficiency aspects, online activities should be prioritized in the media
mix.
Database analysis of 69 marketing mix modeling
projects/campaigns
Generalizable results regarding the online ROI
Slide 35
69 campaigns
Up to three
years of
data per
project/brand
Millions
of individual
purchasing actions
and millions
(rather billions)
of advertising
contacts
Database analysis regarding the online ROI
Online generates
significant offline
sales effects, and
in an efficient
manner!
Slide 36
Key insights database analysis:
Average online gross ROI
Based on millions of individual purchasing actions of consumers in
Germany the analysis shows that online generates significant offline sales
effects, and in an efficient manner!
∅ EUR 0.72
Gross ROI
Total
∅ EUR 1.86
Gross ROI
Top 1/3
Slide 37
Adjusted for the size of the brand it shows that also for smaller
brands online advertising delivers good ROIs.
• Comparison of ROIs adjusted for brand size:
Key insights database analysis:
Efficiency corridor
ROI low index
= 52
ROI top index =
301
Efficiency corridor
≈ factor 6
*Index refers to medium brand size adjusted online ROI (index = 100)
Slide 38
Lessons learned: Database analysis:
Online ROI top performers
Insights online ROI top performers (adjusted for brand size)
• Index of the online sales volume contribution is at 150.*
• Flight lengths of about 10 weeks are optimal given efficiency and effectiveness
aspects. Meaning, the online budget develops its optimal effect.
• High share of voice (position of brand spending in the competitive environment)
is not necessary to achieve a high online ROI.
• Promotional intensity of the brand: There is no difference between top, middle
and low ROI performers
*Index refers to the average online sales volume contribution (index = 100)
© 2015 | Bundesverband Digitale Wirtschaft (BVDW) e.V.
Thank you for your attention.
Joanna Jann
Project Manager Market Research
Bundesverband Digitale Wirtschaft (BVDW) e.V.
Berliner Allee 57 | 40212 Düsseldorf
Fon +49 211 600456-28 | Fax +49 211 600456-33
jann@bvdw.org | www.bvdw.org

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BVDW Online sales study of the Circle of Online Marketers (OVK)

  • 1. Online sales study of the Circle of Online Marketers (OVK) Analysis of ROI and sales performance of online advertising on the basis of individual marketing mix modeling and database analysis
  • 2. Slide 2 Background and motivation Advertising market: Uncertainty regarding sales effect and with it efficiency (ROI) of online advertising OVK, Circle of Online Marketers: Analysis of the offline sales effect of online advertising in general and in particular online display Focus for evaluating: Gross online ROI based on the sales performance
  • 3. Slide 3 Project structure Part 2: Generalizable results Database analysis of 69 marketing mix modeling projects/campaigns Show in a reliable manner how efficient online is as advertising medium Part 1: Customer-specific results Individual marketing mix modeling Insights of the ROI and sales effect in connection with campaign details +
  • 4. Slide 4 Project structure in detail Method Data basis KPIs Execution Individual marketing mix modeling Database analysis of 69 marketing mix modeling projects/campaigns 69 marketing mix modeling projects/carried that were executed by Nielsen on behalf of the customer since 2002 multivariate regression analysis (modeling) Model on the basis of 156 weeks across the food retailing businesses of the Nielsen retail panel Analysis of marketing mix modeling projects/campaigns ROI and sales volume effect (in connection with campaign details) Average online gross ROI Nielsen Nielsen Study portion
  • 5. Slide 5 Underlying data Millions of purchasing actions Millions (rather billions) of advertising contacts Per project/brand up to three years of historical data Reliable statements regarding the online ROI Measurement of the short-/medium-term sales volume effects (taking into account the depot effect) of all drivers as well as taking into account of umbrella brand effects Calculation of sales volume effects and ROIs on the basis of objectively empirically measured data No extrapolation and simulation across non- monitored timeframes
  • 6. Slide 6 Key insights part 1: Individual marketing mix modeling Online umbrella brand effects via investments into other Wagner brands are also measurable and ROI effective. Additional sales revenue of the online campaigns (incl. umbrella brand effect) are disproportionately high in relation to the gross advertising spending, i.e. almost three times as high, and already makes for one-fourth of the additional media sales. Incl. umbrella brand effects the online ROI ist almost three times as high as the overall media ROI (excluding the umbrella brand effect the index is at 144). Display generates the relatively highest return on investment of all implemented online advertising formats. Given efficiency aspects, online activities should be prioritized in the media mix.
  • 7. Slide 7 Expert opinions Antje Witgen, Nestlé Wagner: “The study confirms the importance of digital media for effective brand development. Nestlé Wagner drives the use of adequate online advertising formats; thus, the detailed results of the OVK are another criterion for the optimization of our overall and online media mix.”
  • 8. Slide 8 Key insights part 2: Database analysis of 69 marketing mix modeling projects/campaigns Based on millions of individual purchasing actions of consumers in Germany the analysis shows that online achieves significant offline sales effects, and in a very efficient manner! • ∅ gross ROI: EUR 0.72 • ∅ gross online ROI top performers (1/3) = EUR 1.86 Adjusted for the size of the brand it shows that also for smaller brands online advertising delivers good ROIs. Comparison size-adjusted ROIs: ROI top index = 301 vs. ROI low index = 52 • Index of the online sales volume contribution is at 150 • Flight lengths of about 10 weeks are optimal given efficiency and effectiveness aspects. Meaning, the online budget develops its optimal effect. • High share of voice (position of brand spending in the competitive environment) is not necessary to achieve a high online ROI. • Promotional intensity of the brand: There is no difference between top, middle and low ROI performers
  • 9. Individual marketing mix modeling Customer-specific results (Nestlé Steinofen Pizza and Piccolinis)
  • 10. Slide 10 Goal of the analysis Goal of the analysis is to examine and evaluate the effect especially of online display advertising on the sales of Wagner Steinofen Pizza and Wagner Steinofen Piccolinis. Evaluation is here done via the return on investment (ROI) in comparison to other implemented offline advertising media (TV, print, radio, etc.) as well as the share in the additional sales revenue generated by the respective advertising medium and the effect per contact unit (effectiveness).
  • 11. Slide 11 Project design Included activities Brands included in the analysis Advertising: Offline (TV, print, radio) and online 1. Wagner Steinofen Pizza (Steinofen) 2. Wagner Steinofen Piccolinis (Piccolinis) Trade promotions: Price campaigns, flyers/newspaper ads, display. Control over: Distribution, range of products, standard price changes, promotions, season, temperature, holidays Period Markets October 3, 2011 - September 29, 2014 (calendar week 40/2011 - calendar week 39/2014) Food retail > 400 m² excluding hard discount ROI calculation: Food retail ROI = additional sales revenue/gross advertising spending
  • 12. Slide 12 Implemented digital advertising media - Wagner and Piccolinis: Display, video, social, SEM Digital advertising (spanning all marketers): In-page display ad (“display”) • In-page (non-video and video): Ad bundle (medium rectangle, wide skyscraper, super banner), (expandable) wallpaper, fireplace, flash layer, additional premium ads In-stream video ad (“video”) • Only in-stream video ads Social: Facebook ad Display advertising media (non-video) Also: SEM
  • 13. Slide 13 Implemented digital advertising media (excerpt) - Steinofen and Piccolinis - display examples
  • 14. Slide 14 Weekly Volumes Dependent Variable Independent variables Marketing mix model regression Media TV, print, radio, billboard, online Trade Promotion price reduction, display, flyers, display & flyers Consumer Promotions Other Factors seasonality, weather, holidays Nielsen marketing mix modeling: multivariate regression analysis captures all relevant factors for which data is available.
  • 15. Slide 15 Two-level, robust model on the basis of 156 weeks across the food retailing businesses of the Nielsen retail panel Each model is based on three years of weekly business data from the German foo retail trade. Measures the influence of the drivers at the execution level. Eliminates quality loss caused by data aggregation and multi-collinearity. • tens of thousands of business weeks across all brands as data basis across all campaigns • millions of individual purchasing actions of consumers in Germany • millions (rather billion) of advertising contacts across all media users in Germany • only objectively measured causal factors Store level model Overall market model (food retailing > 400 m2 without Aldi, Lidl, Norma) Brand sales volume (store by store) Brand sales volume (market level) Store level indices Additional sales volume from changes in price and/or display, flyers, promotional prices from the store level model aggregated on an overall market level + Proprietory advertising + Competition* + Other factors (e.g. weather, holidays, category seasonality) + Distribution *Promotional and advertising activities of the competition may be taken into account in the models in order to quantify losses if relevant. + Price + Promotions + Competition* + Range of products + Other factors - Size of the business - Seasonality
  • 16. Slide 16 Analyzed KPIs of the OVK sales study The modeling divides the brand sales volume into the following: • Base sales volume: Sales volume due to availability, brand equity, etc., i.e. develops without short-term impulses • Additional sales volume due to promotion and media: Sales volume generated by impulses in the short-term and that would not have developed without promotion or media KPIs derived from this: Effect & effectiveness Efficiency Effect (impact): Additional sales volume & share of sales revenue How much % of the overall sales volume/sales revenue is the additional sales volume/sales revenue due to advertising and medium: => denotes the significance of sales volume/sales revenue ROI per medium (effect/investment): Additional sales revenue (additional sales volume*retail price) via advertising in a medium/advertising investment into the medium E.g. how much % of an invested advertising euro does advertising generate in the short- or medium-term. => most important efficiency criterion Effectiveness (effect per contact unit): Calculated as additional sales volume in kg*/1000 AIs Standardized consideration of the effect without monetary evaluation Enables the direct comparison of the effectiveness between for example advertising formats and flights *kg = converted additional volume. Allows better comparability between brands since for example the sizes of packaging of Steinofen and Piccolinis are different. Especially relevant also in the comparison between advertising formats and flights.
  • 17. Slide 17 Media in the on-air weeks and in the following weeks regarding the depot effect of advertising • “retention rate” (calculated in the model) denotes how many % of the GRP of one week are still sales effective in the following week = depot effect. • Cumulation of depot effect and the GRP of the current week results in “adstock” as the amount of sales effective GRP in each week: established procedure, in use for decades. (See for example Broadbent, S. (1979) "One Way TV Advertisements Work", Journal of the Market Research Society Vol. 23 no. 3.) • The duration of the short- to medium-term effect arises from the length of the adstock • The short-/medium-term ROI arises respectively as: (additional sales revenue during this period) / (gross investment) o Depot after flight end lasts in general between two (online) - 6 (TV) weeks o Advantage: Calculation of sales effects and ROIs on the basis of empirically measured data, no extrapolation across non-monitored periods under “what if” assumptions Measurement of the short-/medium-term sales volume effects of all drivers
  • 18. Slide 18 halo or umbrella brand effects In the models for Piccolinis and Steinofen Pizza it was tested for umbrella brand or halo effects of advertising. Flights (offline and online) for other Wagner pizza brands (halo flights) were tested whether they have an effect on the sales of Piccolinis or Steinofen Pizza. It was also tested whether there are halo effects of Piccolinis flights on Steinofen and vice versa. If such halo effects can be calculated, this shows that • Wagner works as a strong umbrella brand, that there are respectively halos between the brands of the portfolio. • The respective media are able to transport these halos and generate corresponding effects. Thus, the following depiction of results talks about umbrella brand effects.
  • 19. Slide 19 Level of analysis, evaluation and insights Campaign management Flight evaluation Brand management Target media evaluation Portfolio management Total investment evaluation Looks at the effect and efficiency of investments for target brands at the flight level Campaign control perspective in determining allocation regarding media for a brand Looks at the effect and efficiency of investments only for the target brands Brand control perspective in determining allocation regarding media for a brand Looks at the effect and efficiency of investments in the overall brand portfolio and its corresponding effect for the monitored target brands (for example including the effect of umbrella brand effects) Manufacturer perspective in determining allocation across the brands
  • 20. Slide 20 Campaign management Flight evaluation Brand management Target media evaluation Portfolio management Total investment evaluation Level of analysis, evaluation and insights Return on investment and sales effects
  • 21. Slide 21 Online 25,9% Offline 74,1% Additional media sales Steinofen and Piccolinis 2011/40-2014/39 Online; 9,6% Offline 90,4% *including halo spending and gross advertising spending of insignificant campaigns. Additional sales revenue of the online campaigns (including umbrella brand effect) is disproportionately high in relation to the gross advertising spending. Gross advertising spending* Wagner total 2011/40-2014/39 Source: Modeling, food retailing + DM, BVDW Nielsen mix analysis, December 2014
  • 22. Slide 22 While taking into account umbrella brand effects, the share of online in the additional sales revenue is almost three times as high as the share of online in spending. 100 270 Relative share in online gross spending Relative share in online additional sales revenue Index = Gross advertising spending* Wagner total 2011/40-2014/39 Additional media sales revenue Steinofen and Piccolinis 2011/40-2014/39 Additional depiction for slide 20 *including halo spending and gross advertising spending of insignificant campaigns.
  • 23. Slide 23 Including Wagner umbrella brand effects, the online ROI is almost three times as high as the overall media ROI. 100 295 Total media ROI Total online ROI ROI index (including umbrella brand effects): Total analysis period 2011-2014 Online (display & video) Index = Wagner brands: Steinofen and Piccolinis
  • 24. Slide 24 Campaign management Flight evaluation Brand management Target media evaluation Portfolio management Total investment evaluation Level of analysis, evaluation and insights Return on investment and sales effects
  • 25. Slide 25 Offline 76.7% Online 23.3% Offline 74,1% Online 25,9% Even without the umbrella brand effect, online already represents one- fourth of the additional media sales revenue of Wagner (Steinofen and Piccolinis) and with this is an essential part of the media mix. Gross advertising spending Steinofen and Piccolinis* 2011/40-2014/39 Additional media sales revenue Steinofen and Piccolinis 2011/40-2014/39 Source: Modeling, food retailing + DM, BVDW Nielsen mix analysis, December 2014 *incl. gross advertising spending of insignificant campaigns without spending for other brands.
  • 26. Slide 26 Even without umbrella brand spending and effects the online channel in the relative comparison to the investment portion generates a disproportionate share in the additional sales revenue. 100 111 Relative share in online gross spending Relative share in online additional sales revenue Index = Gross advertising spending Steinofen and Piccolinis* 2011/40-2014/39 Additional media sales revenue Steinofen and Piccolinis 2011/40-2014/39 Additional depiction for slide 24 *incl. gross advertising spending of insignificant campaigns without spending for other brands (halo).
  • 27. Slide 27 Without umbrella brand effects the online ROI is about 50% higher than the overall media ROI. 100 144 Total media ROI Total online ROI Online (display & video) ROI index (excluding umbrella brand effects): Total analysis period 2011-2014 Index = Wagner brands: Steinofen and Piccolinis
  • 28. Slide 28 Display generates the relatively highest ROI of all implemented online advertising formats. 100 86 179 68 Total online ROI Video Display Video + display Facebook SEM Index = Online (display & video) ROI index (excluding umbrella brand effects): Total analysis period 2011-2014 Basis: See total online ROI slide 26 Wagner brands: Steinofen and Piccolinis n/n* n/n* *For Facebook and SEM no effects can be verified due to low advertising spending. As with other media (traditional and digital) a sufficiently high amount of advertising pressure is necessary to generate effects or guarantee measurability.
  • 29. Slide 29 Campaign management Flight evaluation Brand management Target media evaluation Portfolio management Total investment evaluation Level of analysis, evaluation and insights Return on investment and sales effects
  • 30. Slide 30 247 82 0 164 186 321 73 99 37 298 227 222 7 20 16 Additional sales revenue (index vs. average value of all flights) Gross advertising spending (index vs. average value of all flights) 157 37 93 171 59 83 73 99 37 298 227 222 7 20 16 Online Steinofen display 35-42/2012 Online Steinofen display 06-09/2014 Halo online Backfrische display 41-44/2011 Online Piccolinis display/video 10/2012 24-28/2012 Online Steinofen video ad 17-27/2013 Online Steinofen video ad 12-20/2014 Halo online Backfrische Facebook 01-04/2014 Online Steinofen Facebook 05-16/2014 Online Steinofen SEM 20/2013-01/2014 The use of online formats has an effect on sales - display and video generate additional sales revenue. Index additional sales revenue vs. gross advertising spending per flight and brand Index basis 100: Average of additional sales volumes or advertising spending across all flights Wagner Steinofen Pizza 320-380 g Wagner Steinofen Piccolinis 270 g N.N. N.N. N.N. N.N. N.N. N.N.
  • 31. Slide 31 Online Steinofen display 35-42/2012 Online Steinofen video ad 12-20/2014 289 124 206 36 Wagner Steinofen Pizza 320-380 g Wagner Steinofen Piccolinis 270 g Detailed analysis effectiveness - additional volume per 1000 AIs Example: ROI and effectiveness [additional sales volume in kg*/'000 AIs] Index: Index basis 100: Average ROI of online flights* per brand Index vs. average across the flights Costs per ‘000 AIs Effectiveness [kg*/’000 AIs] 1,000 AIs per week 17 62 173 167 207 55 *Without non-significant social media and other flights Standard indicator for the evaluation of the effectiveness of advertising that shows how sales effective GRP or 1,000 AIs are. I.g. the effect per contact unit. Has the advantage in view of monetary variables such as sales revenue that neither cost fluctuations of the GRP nor price fluctuations (e.g. via promotions, but also via standard price changes) in food retailing influence the value. Since the costs per AIs between different advertising formats can be different (and because of this only looking at the ROI would hide important aspects of effect), ROI as well as the effectiveness are used for the detailed evaluation. • Parameter that lends itself especially also for comparisons between different flights for time elapsed and advertising formats. ROIs *kg = converted additional volume. Allows better comparability between brands since for example the sizes of packaging of Steinofen and Piccolinis are different. Especially relevant also in the comparison between advertising formats and flights.
  • 32. Slide 32 Online Steinofen display 35-42/2012 Online Steinofen display 06-09/2014 Halo online Backfrische display 41-44/2011 Online Piccolinis display/video 10/2012 / 24-28/2012 Online Steinofen video ad 17-27/2013 Online Steinofen video ad 12-20/2014 289 71 0 45 70 124 206 36 244 53 25 36 Wagner Steinofen Pizza 320-380 g Wagner Steinofen Piccolinis 270 g Display campaigns convince with an above-average return of investment. Overview of ROI Index: Index basis 100: Average ROI of online flights* per brand Index vs. average across the flights Costs per ‘000 AIs Effectiveness [kg*/’000 AIs] 1,000 AIs per week 60 47 174 48 67 79 158 109 65 150 109 52 167 207 55 17 62 173 *Without non-significant social media and other flights
  • 33. Slide 33 Conclusion: Key insights individual marketing mix modeling Online umbrella brand effects via investments into other Wagner brands are also measurable and ROI effective. Additional sales revenue of the online campaigns (incl. umbrella brand effect) are disproportionately high in relation to the gross advertising spending, i.e. almost three times as high, and already makes for one-fourth of the additional media sales revenue. Incl. umbrella brand effects the online ROI ist almost three times as high as the overall media ROI (excluding the umbrella brand effect the index is at 144). Display generates the relatively highest return on investment of all implemented online advertising formats. Given efficiency aspects, online activities should be prioritized in the media mix.
  • 34. Database analysis of 69 marketing mix modeling projects/campaigns Generalizable results regarding the online ROI
  • 35. Slide 35 69 campaigns Up to three years of data per project/brand Millions of individual purchasing actions and millions (rather billions) of advertising contacts Database analysis regarding the online ROI Online generates significant offline sales effects, and in an efficient manner!
  • 36. Slide 36 Key insights database analysis: Average online gross ROI Based on millions of individual purchasing actions of consumers in Germany the analysis shows that online generates significant offline sales effects, and in an efficient manner! ∅ EUR 0.72 Gross ROI Total ∅ EUR 1.86 Gross ROI Top 1/3
  • 37. Slide 37 Adjusted for the size of the brand it shows that also for smaller brands online advertising delivers good ROIs. • Comparison of ROIs adjusted for brand size: Key insights database analysis: Efficiency corridor ROI low index = 52 ROI top index = 301 Efficiency corridor ≈ factor 6 *Index refers to medium brand size adjusted online ROI (index = 100)
  • 38. Slide 38 Lessons learned: Database analysis: Online ROI top performers Insights online ROI top performers (adjusted for brand size) • Index of the online sales volume contribution is at 150.* • Flight lengths of about 10 weeks are optimal given efficiency and effectiveness aspects. Meaning, the online budget develops its optimal effect. • High share of voice (position of brand spending in the competitive environment) is not necessary to achieve a high online ROI. • Promotional intensity of the brand: There is no difference between top, middle and low ROI performers *Index refers to the average online sales volume contribution (index = 100)
  • 39. © 2015 | Bundesverband Digitale Wirtschaft (BVDW) e.V. Thank you for your attention. Joanna Jann Project Manager Market Research Bundesverband Digitale Wirtschaft (BVDW) e.V. Berliner Allee 57 | 40212 Düsseldorf Fon +49 211 600456-28 | Fax +49 211 600456-33 jann@bvdw.org | www.bvdw.org