Page 62 - The European Business Review
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Marketing







          Consumers respond more favourably to fewer         to online advertising channels – to the channel where the
                                                             consumer makes the purchase decision. However, this is a
          more consistent banner designs over multiple
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          different pages rather than a large quantity of    all touch points except the last one in the purchase funnel
          differing adverts on a smaller number of pages.    and so does not capture the full value of digital advertising.
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                                                             management related technologies, measuring the success of
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          that brand or company. What’s more, they argue that focussing  culty in attributing the value of online investment to various
          on click-through rates may be the wrong gauge for managers  online channels. Moreover, the problem with rule-based
          to use as their research shows that simple exposure to a banner  or heuristic attribution models such as last-click is that not
          advert will increase the likelihood of a current consumer  only is it impossible to predict (on an individual basis) the
          engaging in repeat purchasing, and the fact that they haven’t  ways customers across multiple backgrounds, preferences,
          FOLFNHG WKH DGYHUW GRHV QRW PHDQ WKDW WKH\ KDYHQ·W EHHQ LQÁX-  and situations make purchases but also how the shared value
          HQFHG E\ LW  7KH ÀQDO RXWFRPH WKH\ UDLVH IURP WKH UHVHDUFK  can be allocated equitably among the ads channels according
          conducted is that consumers respond more favourably to fewer  to their individual contributions. In making these alloca-
          more consistent banner designs over multiple different pages  tions, one has to contend with different digital channels (e.g.
          rather than a large quantity of differing adverts on a smaller  Facebook, Twitter, YouTube, Instagram, search, blogs, email
          number of pages. It is likely that high-involvement products  and display advertising): it thus becomes too complicated
          that the consumers only purchase after long careful consider-  to develop an attribution model for each and every path to
          ation, such as a car or van, gain the best results via click-through  purchase – a customer may use one or more of these chan-
          responses to advertising, conversely low-involvement products  nels before making a purchase decision. Consequently, there
          KDYH EHHQ IRXQG WR EHQHÀW PRUH IURP D KLJK LPSUHVVLRQ UDWH   is a need to consider the more rigorous variety of statistics-
          or a high number of consumers simply viewing the advert.  based attribution models as a preferable attribution strategy.
            In a purchase funnel, a consumer may interact with an  These models can provide more stable credit assignments to
          assortment of media platforms ranging from paid search and  the digital channels in purchase funnel.
          organic search to social media and email. Exhibit 1 depicts  In a paper on “Attribution Modeling in Digital Advertising:
          how a consumer may rely on display ad as a sole informa-  An Empirical Investigation of the Impact of Digital Sales
                                                                      2
          tion outlet when making a purchase decision (Sales Funnel 1).  Channels”, we describe and compare different statistics-
          Alternatively, he or she may use several other media channels  based and rule-based attribution models. The paper shows,
          including search, social media and price comparison (Sales  under what conditions, display ads or search or organic are
          Funnel 2). For many companies, digital advertising has thus  a good media strategy. Our goal in this paper is to test all
          become a vital way to maintain the premium pricing of their  these models empirically; in terms of how they assign value
          brands, which means that the problem is not simply about the  to different online channels when moving away from the last-
          H[LVWHQFH RI LQGHSHQGHQWO\ YHULÀHG RQOLQH VWDQGDUGV RU WKH  click attribution model. As we compare the models to examine
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          nies invariably use the last-click method to assign credit  display), we also explain whether multi-channel attribution




          Exhibit 1: Examples of Digital Channels Used in a Sales Funnel
                                                    Digital Channels

              Sales Funnel 1                                                    Display Ad        Purchase


                                                                                  Price
              Sales Funnel 2      Display Ad       Search      Social Media                       Purchase
                                                                               Competition

          Source: Nisar & Yeung (2017)



         62      The European Business Review    January - February  2018
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