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Internet Advertising:
                                 How Online Ads Can Affect Offline Sales


                apt Viewpoint
                                     Author:      Scott Setrakian
                                                  Managing Director

                                                  Jonathan Marek
                                                  Senior Vice President




San Francisco        Washington, D.C.                                      London
                 www.predictivetechnologies.com
abstract   Abstract
           A mother wants to buy a backpack for her
           child who is starting first grade. She logs onto
           an Internet search engine (such as Yahoo or
           Google), and runs a search on the words “child’s
           backpack. The search engine finds several
                    ”
           hundred thousand different web pages that
           contain those words.

           When the search results are presented, links to
           several websites are displayed prominently at
           the top of the page and along the right hand side.
           These links lead to relevant websites that paid the
           search engine for the right to appear prominently
           in front of anyone who searched for certain
           key words – they are advertising “sponsors. ”
           The mom clicks through on one of the sponsor
           websites, finds a backpack that suits her needs,
           and buys it online.

           This is the heart of Internet advertising. “Search”
           and its cousin, “Banner” (display ads posted on
           targeted websites, such as an ad for backpacks
           on a website about child raising), represent about
           7% of all ad spend today. Search and Banner are
           widely believed to be rapidly stealing share from
           more traditional advertising media.

           Internet advertising is especially attractive to
           advertisers because the economic proposition




2
           is clear for online sales. Click-throughs are
           automatically recorded for each ad, and resulting
           sales are directly captured. Calculating ROI
           becomes a straightforward task, comparing the
cost of the ads to the profits from the online
sales that result.
                                                       Measuring the Offline
                                                       Impact of Online Ads
Internet advertisers who do business in both
the online and traditional brick-and-mortar store      In a typical test, APT partners with a company
                                                                                                             “Stores in test markets
channels have recently started to ask a new set        to design and launch an online campaign to a          with Search ads had a
                                                       subset of web users in carefully selected test
of questions: Do Search and Banner ads also
increase sales in the physical store network? Do       markets, while leaving other control markets          statistically significant lift
customers buy more at a brick-and-mortar store         “dark. APT’s Test & Learn Management
                                                              ”                                              in sales overall, a result
after seeing Internet advertising? For example,        System then tracks the differences in store
might the backpack-seeking mother visit a store        sales between the test and control markets,           that produced attractive
that she saw advertised online, having learned         and performs sophisticated analyses to                returns to the advertising
that the retailer had good candidates, to examine      identify the impact that the online advertising
the backpack options herself and decide in             has on sales in the store network overall.            campaign. Sales of both
person which one to buy? Might she seek out a
                                                       APT also identifies differences in performance
                                                                                                             the advertised product,
well-reviewed brand at a local store, so that she
doesn’t have to wait for delivery and can have it in   that are correlated with different store and market   as well as other, more
time for the first day of school?                      characteristics, and different ad elements. The
                                                       profit generated by the online advertising is
                                                                                                             “impulse buy” items,
The implications of these questions are                compared to its cost, creating a true read of         increased significantly.”
important. If Internet advertising creates             the ROI of online advertising offline sales.
even more value than the margins driven by
incremental online sales, it then represents           The initial results are compelling:
a more attractive advertising medium than
previously thought, and for a larger pool of           n Online advertising drives in-store revenue
potential advertisers.                                   lift in all instances analyzed to date. For a
                                                         retailer or consumer goods company that
To better understand the offline impact of online        sells in both online and offline channels,
advertising, Applied Predictive Technologies (APT)       the value of Internet advertising is likely
is collaborating with selected leading retailers,        greater than the value of online lift alone;
banks, and consumer goods companies on an
“online to offline” Test & LearnTM initiative.         n The degree of in-store lift varies from case




                                                                                                                                    3
                                                         to case. In some examples, the in-store
                                                         lift drives attractive returns to the Internet
Case Study
                                                               APT worked with a US-based specialty retailer
       advertising expense all by itself, without any
                                                              to analyze the impact of Search advertising
       profits created by new online sales. This
                                                              on in-store sales. A Search campaign was
       means that the Internet can be a profitable
                                                              implemented in selected markets, and the
       advertising channel for retailers and consumer
                                                              change in performance of the stores in those
       goods companies that sell predominantly
                                                              test markets was compared to the change
       through brick-and-mortar networks, regardless
                                                              in performance of stores in control markets,
       of the extent of their online presence;
                                                              where no Search advertising campaign was
                                                              implemented. The Search campaign was
    n Advertising ROI often varies market
                                                              focused on key words relating to a specific
      by market, leading to opportunities to
                                                              product line. The retailer was interested in
      maximize Internet advertising returns
                                                              understanding what would happen to sales
      through intelligent targeting;
                                                              in its stores overall, to sales of the advertised
                                                              product set, and to other product categories.
    n Internet advertising ROI varied on the
      basis of products advertised. These
                                                              This may sound like a simple analytical task.
      differences are unique to each advertiser’s
                                                              However, measuring small changes in sales at
      concept and merchandise mix;
                                                              a store is much more complex than measuring
                                                              changes in click-thrus on a web page. The
    n Search and Display advertising behave
                                                              complication is rooted in the nature of store sales.
      differently, and have different returns;

    n With the results of carefully              Fig. 1: Daily sales at a representative retail store:
      designed tests, advertisers
      can exploit opportunities
      to maximize their Search and
      Display ROI based on tailoring the
      message, intensity and ad type.




4
Daily sales vary by over 100% in any given week        In the case of this specific test, the signal-
and by well over 400% seasonally. However,             to-noise challenge was exacerbated by
a change of only 1.5% in daily store sales can         Hurricane Ike, which brought significant
drive terrific returns to Internet advertising.        winds and rainfall to the middle of the country
Accurately detecting a 1.5% change in sales in an      during the course of the test, impacting
environment where sales change radically on a          sales at many test and control stores.
daily basis, regardless of the Internet advertising,
requires highly specialized protocols of test          APT applied sophisticated analytical approaches
design, control group selection, and analysis of       to mitigate not just daily variations in sales but
results. This is known as the “signal-to-noise”        also the impact of the weather anomaly, in
challenge.                                             order to maximize accurate signal detection.

APT’s Test & Learn process (Figure 2), brings          The results of the test were important for this
highly specialized techniques to bear on the           retailer. Stores in test markets with Search
problem of reducing noise and finding the              ads had a statistically significant lift in sales
true attributable impact – the “signal” – of the       overall, a result that produced attractive returns
activity under examination.                            to the advertising campaign. Sales of both
                                                       the advertised product, as well as other, more
                                                       “impulse buy” items, increased significantly.
Fig. 2: APT’s Test & Learn Process




                                                                                                            5
Ongoing Work
                   The return profile improved dramatically with detailed evaluation of
                                                                                                 APT is working with a number of retailers to understand
                   differential performance by store. APT identified certain market attributes
                                                                                                 the impact of online advertising on offline sales.
                   that were associated with proportionately greater sales lifts than the
                                                                                                 Additional research addresses such questions as:
                   overall average, including trade area per capita income (Figure 3).

                                                                                                 n Can online advertising replace or enhance weekly
                                                                                                   newspaper inserts (also known as Free Standing
                    Fig. 3:                                                                        Inserts (FSI), Weekly Supplements, etc.)? How
                                                                                                   does Internet advertising ROI compare to FSI
                                                                                                   ROI - overall, by market, and by week?

                                                                                                    To address this issue, APT is working with large
Sales Lift Index




                                                                                                    retailers who use FSI to investigate the relative
                                                                                                    effectiveness of Internet advertising under a
                                                                                                    variety of combinations of FSI / Internet use;

                                                                                                 n How does Internet advertising fit into the
                                                                                                   larger framework of ad media alternatives,
                                                                                                   including TV, radio and print?

                                                                                                    To address this issue, APT has collaborated with
                   In other words, stores in trade areas with average per capita income
                                                                                                    several retail and consumer goods companies to
                   greater than $33,000 saw sales increase 4% when Internet advertising
                                                                                                    design and execute experiments that evaluate
                   was underway. The Test & Learn approach provided the retailer with a
                                                                                                    Internet advertising as one component of a
                   means of targeting its ongoing search campaigns, investing only in those
                                                                                                    strategy that incorporates traditional advertising
                   markets that would perform best. As a result, the retailer was able to
                                                                                                    media, in order to determine which combination
                   scale back advertising costs in low impact markets, while maintaining
                                                                                                    is most effective. Results to date show that
                   a large majority of the lift, and thus significantly improving ROI.
                                                                                                    Internet advertising plays a meaningful role in
                                                                                                    an optimal media plan, when results include
                   Continuing Test & Learn evaluation can continue to build on these findings
                                                                                                    lift accomplished at the store level.
                   and drive a refined, highly profitable Internet advertising program.




6
Concluding Thoughts                                        Scott Setrakian,
                                                           Managing Director
                                                                                                            Jonathan Marek,
                                                                                                            Senior Vice President
The emergence and continuing growth of online              Mr. Scott Setrakian is Managing Director
                                                           and co-founder of Applied Predictive             Jonathan Marek, a Senior Vice
advertising media offers consumer-facing advertisers
                                                           Technologies (“APT”). Mr. Setrakian              President with Applied Predictive
the opportunity to improve sales and margins cost-                                                          Technologies (APT), leads
effectively. The online channel drives sales and profits   has over 20 years experience advising
                                                           many of the world’s largest and most             engagements with casual dining,
not just for online stores, but for brick-and-mortar                                                        quick service restaurant, specialty
                                                           successful companies. His work focuses
locations as well.                                                                                          retail, big box retail, and banking
                                                           on the development and implementation
                                                           of strategies and processes that lead to         clients. He has helped clients improve
Through intelligent testing, marketers can understand      significant improvements in profitability        performance through better capital
the ROI of online advertising across all sales channels.   and corporate value. He has led the work         strategy, new concept development,
Expertly done, testing can also help target online         of hundreds of management consultants            media optimization, store labor
advertising to the best alternative (e.g., search vs.      in engagements in over 20 countries on six       planning, site selection, and store-
banner), the best products, and the best frequency, to     continents.                                      based goal setting.
maximize the effectiveness of ad spend.
                                                           Prior to co-founding APT, Mr. Setrakian sat      Mr. Marek has ten years of experience
For insight into how Internet advertising can drive        on the Board of Directors of Oliver Wyman        applying quantitative techniques
sales for your company, or to learn more about this        (formerly Mercer Management Consulting),         to critical business issues. Prior to
                                                           one of the world’s largest general               joining APT, he was a Principal at
groundbreaking research, please contact APT at
                                                           management consulting firms. He led the          Oliver Wyman (formerly Mercer
703-875-7700 or info@predictivetechnologies.com.
                                                           firm’s consulting activities in the Energy and   Management Consulting), where he
                                                           Process Industries around the world.             advised multi-unit retailers on new
                                                                                                            business strategy, network planning,
About Applied Predictive                                   He currently sits on the Boards of Directors     and operational process issues. At
Technologies                                               of APT, The Buena Vista Funds, University        Mercer, he drove several field-based
                                                                                                            change efforts with Fortune 500
                                                           Games, the San Francisco Zoo and the
                                                           Saroyan Foundation.                              companies. He has led engagements
Applied Predictive Technologies (APT) is the industry
                                                                                                            across North America, Latin America,
leader in helping large-scale consumer-focused                                                              and Europe.
                                                           Mr. Setrakian holds a MBA from the
companies institutionalize a world-class Test & LearnTM
                                                           Stanford Graduate School of Business.
capability. Through the combination of APT’s proprietary                                                    Mr. Marek holds a B.S. in
                                                           He received an AB in Human Biology
software and capability-building consulting support,                                                        mathematics (with Honors and
                                                           from Stanford University, where he also
APT has helped some of the world’s largest and most                                                         Distinction) and an A.B. in philosophy




                                                                                                                                              7
                                                           completed the requirements for a degree in
successful companies achieve significant bottom-                                                            from Stanford University, where he
                                                           Psychology.
line improvement.                                                                                           graduated Phi Beta Kappa.
8

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A P T White Paper Internet Advertising

  • 1. Internet Advertising: How Online Ads Can Affect Offline Sales apt Viewpoint Author: Scott Setrakian Managing Director Jonathan Marek Senior Vice President San Francisco Washington, D.C. London www.predictivetechnologies.com
  • 2. abstract Abstract A mother wants to buy a backpack for her child who is starting first grade. She logs onto an Internet search engine (such as Yahoo or Google), and runs a search on the words “child’s backpack. The search engine finds several ” hundred thousand different web pages that contain those words. When the search results are presented, links to several websites are displayed prominently at the top of the page and along the right hand side. These links lead to relevant websites that paid the search engine for the right to appear prominently in front of anyone who searched for certain key words – they are advertising “sponsors. ” The mom clicks through on one of the sponsor websites, finds a backpack that suits her needs, and buys it online. This is the heart of Internet advertising. “Search” and its cousin, “Banner” (display ads posted on targeted websites, such as an ad for backpacks on a website about child raising), represent about 7% of all ad spend today. Search and Banner are widely believed to be rapidly stealing share from more traditional advertising media. Internet advertising is especially attractive to advertisers because the economic proposition 2 is clear for online sales. Click-throughs are automatically recorded for each ad, and resulting sales are directly captured. Calculating ROI becomes a straightforward task, comparing the
  • 3. cost of the ads to the profits from the online sales that result. Measuring the Offline Impact of Online Ads Internet advertisers who do business in both the online and traditional brick-and-mortar store In a typical test, APT partners with a company “Stores in test markets channels have recently started to ask a new set to design and launch an online campaign to a with Search ads had a subset of web users in carefully selected test of questions: Do Search and Banner ads also increase sales in the physical store network? Do markets, while leaving other control markets statistically significant lift customers buy more at a brick-and-mortar store “dark. APT’s Test & Learn Management ” in sales overall, a result after seeing Internet advertising? For example, System then tracks the differences in store might the backpack-seeking mother visit a store sales between the test and control markets, that produced attractive that she saw advertised online, having learned and performs sophisticated analyses to returns to the advertising that the retailer had good candidates, to examine identify the impact that the online advertising the backpack options herself and decide in has on sales in the store network overall. campaign. Sales of both person which one to buy? Might she seek out a APT also identifies differences in performance the advertised product, well-reviewed brand at a local store, so that she doesn’t have to wait for delivery and can have it in that are correlated with different store and market as well as other, more time for the first day of school? characteristics, and different ad elements. The profit generated by the online advertising is “impulse buy” items, The implications of these questions are compared to its cost, creating a true read of increased significantly.” important. If Internet advertising creates the ROI of online advertising offline sales. even more value than the margins driven by incremental online sales, it then represents The initial results are compelling: a more attractive advertising medium than previously thought, and for a larger pool of n Online advertising drives in-store revenue potential advertisers. lift in all instances analyzed to date. For a retailer or consumer goods company that To better understand the offline impact of online sells in both online and offline channels, advertising, Applied Predictive Technologies (APT) the value of Internet advertising is likely is collaborating with selected leading retailers, greater than the value of online lift alone; banks, and consumer goods companies on an “online to offline” Test & LearnTM initiative. n The degree of in-store lift varies from case 3 to case. In some examples, the in-store lift drives attractive returns to the Internet
  • 4. Case Study APT worked with a US-based specialty retailer advertising expense all by itself, without any to analyze the impact of Search advertising profits created by new online sales. This on in-store sales. A Search campaign was means that the Internet can be a profitable implemented in selected markets, and the advertising channel for retailers and consumer change in performance of the stores in those goods companies that sell predominantly test markets was compared to the change through brick-and-mortar networks, regardless in performance of stores in control markets, of the extent of their online presence; where no Search advertising campaign was implemented. The Search campaign was n Advertising ROI often varies market focused on key words relating to a specific by market, leading to opportunities to product line. The retailer was interested in maximize Internet advertising returns understanding what would happen to sales through intelligent targeting; in its stores overall, to sales of the advertised product set, and to other product categories. n Internet advertising ROI varied on the basis of products advertised. These This may sound like a simple analytical task. differences are unique to each advertiser’s However, measuring small changes in sales at concept and merchandise mix; a store is much more complex than measuring changes in click-thrus on a web page. The n Search and Display advertising behave complication is rooted in the nature of store sales. differently, and have different returns; n With the results of carefully Fig. 1: Daily sales at a representative retail store: designed tests, advertisers can exploit opportunities to maximize their Search and Display ROI based on tailoring the message, intensity and ad type. 4
  • 5. Daily sales vary by over 100% in any given week In the case of this specific test, the signal- and by well over 400% seasonally. However, to-noise challenge was exacerbated by a change of only 1.5% in daily store sales can Hurricane Ike, which brought significant drive terrific returns to Internet advertising. winds and rainfall to the middle of the country Accurately detecting a 1.5% change in sales in an during the course of the test, impacting environment where sales change radically on a sales at many test and control stores. daily basis, regardless of the Internet advertising, requires highly specialized protocols of test APT applied sophisticated analytical approaches design, control group selection, and analysis of to mitigate not just daily variations in sales but results. This is known as the “signal-to-noise” also the impact of the weather anomaly, in challenge. order to maximize accurate signal detection. APT’s Test & Learn process (Figure 2), brings The results of the test were important for this highly specialized techniques to bear on the retailer. Stores in test markets with Search problem of reducing noise and finding the ads had a statistically significant lift in sales true attributable impact – the “signal” – of the overall, a result that produced attractive returns activity under examination. to the advertising campaign. Sales of both the advertised product, as well as other, more “impulse buy” items, increased significantly. Fig. 2: APT’s Test & Learn Process 5
  • 6. Ongoing Work The return profile improved dramatically with detailed evaluation of APT is working with a number of retailers to understand differential performance by store. APT identified certain market attributes the impact of online advertising on offline sales. that were associated with proportionately greater sales lifts than the Additional research addresses such questions as: overall average, including trade area per capita income (Figure 3). n Can online advertising replace or enhance weekly newspaper inserts (also known as Free Standing Fig. 3: Inserts (FSI), Weekly Supplements, etc.)? How does Internet advertising ROI compare to FSI ROI - overall, by market, and by week? To address this issue, APT is working with large Sales Lift Index retailers who use FSI to investigate the relative effectiveness of Internet advertising under a variety of combinations of FSI / Internet use; n How does Internet advertising fit into the larger framework of ad media alternatives, including TV, radio and print? To address this issue, APT has collaborated with In other words, stores in trade areas with average per capita income several retail and consumer goods companies to greater than $33,000 saw sales increase 4% when Internet advertising design and execute experiments that evaluate was underway. The Test & Learn approach provided the retailer with a Internet advertising as one component of a means of targeting its ongoing search campaigns, investing only in those strategy that incorporates traditional advertising markets that would perform best. As a result, the retailer was able to media, in order to determine which combination scale back advertising costs in low impact markets, while maintaining is most effective. Results to date show that a large majority of the lift, and thus significantly improving ROI. Internet advertising plays a meaningful role in an optimal media plan, when results include Continuing Test & Learn evaluation can continue to build on these findings lift accomplished at the store level. and drive a refined, highly profitable Internet advertising program. 6
  • 7. Concluding Thoughts Scott Setrakian, Managing Director Jonathan Marek, Senior Vice President The emergence and continuing growth of online Mr. Scott Setrakian is Managing Director and co-founder of Applied Predictive Jonathan Marek, a Senior Vice advertising media offers consumer-facing advertisers Technologies (“APT”). Mr. Setrakian President with Applied Predictive the opportunity to improve sales and margins cost- Technologies (APT), leads effectively. The online channel drives sales and profits has over 20 years experience advising many of the world’s largest and most engagements with casual dining, not just for online stores, but for brick-and-mortar quick service restaurant, specialty successful companies. His work focuses locations as well. retail, big box retail, and banking on the development and implementation of strategies and processes that lead to clients. He has helped clients improve Through intelligent testing, marketers can understand significant improvements in profitability performance through better capital the ROI of online advertising across all sales channels. and corporate value. He has led the work strategy, new concept development, Expertly done, testing can also help target online of hundreds of management consultants media optimization, store labor advertising to the best alternative (e.g., search vs. in engagements in over 20 countries on six planning, site selection, and store- banner), the best products, and the best frequency, to continents. based goal setting. maximize the effectiveness of ad spend. Prior to co-founding APT, Mr. Setrakian sat Mr. Marek has ten years of experience For insight into how Internet advertising can drive on the Board of Directors of Oliver Wyman applying quantitative techniques sales for your company, or to learn more about this (formerly Mercer Management Consulting), to critical business issues. Prior to one of the world’s largest general joining APT, he was a Principal at groundbreaking research, please contact APT at management consulting firms. He led the Oliver Wyman (formerly Mercer 703-875-7700 or info@predictivetechnologies.com. firm’s consulting activities in the Energy and Management Consulting), where he Process Industries around the world. advised multi-unit retailers on new business strategy, network planning, About Applied Predictive He currently sits on the Boards of Directors and operational process issues. At Technologies of APT, The Buena Vista Funds, University Mercer, he drove several field-based change efforts with Fortune 500 Games, the San Francisco Zoo and the Saroyan Foundation. companies. He has led engagements Applied Predictive Technologies (APT) is the industry across North America, Latin America, leader in helping large-scale consumer-focused and Europe. Mr. Setrakian holds a MBA from the companies institutionalize a world-class Test & LearnTM Stanford Graduate School of Business. capability. Through the combination of APT’s proprietary Mr. Marek holds a B.S. in He received an AB in Human Biology software and capability-building consulting support, mathematics (with Honors and from Stanford University, where he also APT has helped some of the world’s largest and most Distinction) and an A.B. in philosophy 7 completed the requirements for a degree in successful companies achieve significant bottom- from Stanford University, where he Psychology. line improvement. graduated Phi Beta Kappa.
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