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Advertising research:
Quantitative perspectives


23E30000 Advertising and Consumer Behavior
Fall 2010

Antti Vassinen   2010–11–16   Department of Marketing and Management
Antti Vassinen

•  M.Sc. in Industrial Engineering (HUT) + IDBM
•  Marketing lecturing (HSE, HUT) since 2004
•  Marketing research and coordinating StratMark at HSE
   since 2005
•  Managerial/executive education and consulting
•  Dissertation (soon) on using fuzzy logic to analyze
   complex causes behind marketing outcomes
•  Other interests in information and interaction design,
   European history and house music


                     Antti Vassinen                          2010–11–09
                     2010–11–16                  antti.vassinen@aalto.fi
                     2
Agenda this week: topics

•  Advertising and consumer psychology
   –  The mechanics for causing change in behavior
•  Quantitative advertising research
   –  Quantifying the effects
•  Practical applications




                         Antti Vassinen
                         2010–11–16
                         3
Agenda this week: Tuesday

•  Understanding marketing performance
   –  Models and frameworks
•  Effects of advertising
   –  Hierarchies, cognition, affect & experience
   –  Response models
•  Current challenges and future directions
   –  Consequences of technology on STP and effective marketing
•  Targeting online advertising based on media content and
   individual interests
   –  Visiting lecture by Dr. Petrus Pennanen (CEO), Leiki Oy


                        Antti Vassinen
                        2010–11–16
                        4
Agenda this week: Thursday

•  Connecting advertising spend with results: industry
   practices and problems
   –  Visiting lecture by Klaus Kuhanen (CEO) and Anna Vähäsalo
      (Research Manager), JCDecaux Finland Oy
•  Valkee case study presentations




                       Antti Vassinen
                       2010–11–16
                       5
Model-building

•  Types of model
   –  Normative
   –  Descriptive
   –  Predictive
•  Consumer durbles & sales force optimization
•  Approximations of reality
   –    Hard to find
   –    Difficult to parametrisize
   –    Inaccessible to managers
   –    Incomplete


                           Antti Vassinen
                           2010–11–16
                           6
Models of advertising effects

Market response                   (–)         No intermediate advertising
(Sales response)                              effects considered
Cognitive information             C           “Think”
Pure affect                       A           “Feel”
Persuasive hierarchy              CA          “Think” » “Feel” » “Do”
Low-involvement hierarchy         CEA         “Think” » “Do” » “Feel”
Integrative                       (C)(A)(E)   Hierarchy not fixed, depends on
                                              product, involvement
Hierarchy-free                    NH          No particular hierarchy of
                                              effects of proposed


                                                  (Vakratsas & Amber 1999)

                        Antti Vassinen
                        2010–11–16
                        7
EAC space

1.  Experience
   –    …of product, brand, product category, sales channel,
        experimentation, meeting affect
2.  Affect
   –    Utilitarian and hedonic attitudes
   –    Toward ad, product, brand…
   –    Product positioning
3.  Cognition
   –  Product differentiation

+ Self-expression in all three

                          Antti Vassinen
                          2010–11–16
                          8
Generalizations from advertising
research (Vakratsas & Amber 1999)
1.  Experience, affect and cognition are the three key
    intermediate effects
2.  Short-term advertising elasticities are small and
    decrease during the PLC
3.  In mature, frequently purchased packged goods
    markets, returns to advertising diminish fast (1-3
    reminders per cycle enough)
4.  The concept of a space of intermediate effects is
    supported but a hierarchy is not
5.  Cognitive bias interferes with affect measurement

                     Antti Vassinen
                     2010–11–16
                     9
Advertising context

•  Research needs from Vakratsas & Ambler (1999)
   –    Goal diversity vs. effect diversity
   –    Product category effects on models
   –    Interaction with competition
   –    Wider scope of marketing actions (marketing mix)
   –    PLC stage
   –    Customer heterogeneity
•  Effects of actions on
   –  Market structure & institutions
   –  Competitors
   –  Intangible assets
•  Complex, nonlinear interactions & synergies
•  Diverse & evolving markets


                           Antti Vassinen
                           2010–11–16
                           10
Linking activities with financial results


   Marketing          Intermediate   Financial
    action              outcome       results




                         Brand         Price
    TV ads
                       preference    premium




                                        (Stewart 2009)

               Antti Vassinen
               2010–11–16
               11
Rust, Lemon &
Zeithaml 2004
“Return on marketing”
          Conceptual models
     (Consumer experiments)




          Econometric models            CLV modeling
        Sales response models




                       Antti Vassinen
                       2010–11–16
                       12
Cash flow =
The ultimate marketing metric
1.  Growth rate
    –  Sell more of old stuff to existing customers
    –  Sell new stuff to existing customers
    –  Get new customers
2.  Operating profit margin
    –  Decrease costs
    –  Increase prices
3.  Working capital                                   Affecting these
    –  Fixed and variable                             must also be the
    –  Cost of capital                                purpose of any
    –  Role of assets (=leverage)                      advertising!
4.  Decrease volatility
    –  Even out cash flows for reduced risk


                            Antti Vassinen
                            2010–11–16
                            13
Return on marketing investment




  Short-term
                           Long-term          Real
(incremental)
                          (persistent)      options
    effects
                            effects            -
       -
                               -             Future
  Incremental
                          Brand equity    opportunities
     sales


 Candidate for            Candidate for   Idiosyncratic
shared stadard           shared stadard       to firm

                 Antti Vassinen
                 2010–11–16
                 14                               (Stewart 2009)
Effects of advertising

1.  Short-term effects (= incremental, current)
   –    Small & fragile for advertising cf. other marketing mix components
2.  Long-term effects (= persistent, carryover)
   –    Complex to model
3.  Shape effects
   –    Advertising elasticity & operating context
4.  Competitive effects
   –    Relative measures useful
5.  Dynamic effects
   –    Wearin, wearout, hysteresis
6.  Content effects
   –    #1 source of variation; role of creativity; consumer experiments
7.  Media effects

                          Antti Vassinen
                          2010–11–16
                          15
Temporal effects of advertising
   (A) Current effect                        (B) Carryover effects
                                             of long duration




   X     X      X       X                    X




   (C) Carryover effects                     (D) Persistent effect
   of short duration




   X     X      X       X                    X




                            Antti Vassinen
                            2010–11–16
                            16
Linear & nonlinear responses


     Sales                Concave




                             p   ed
                       S-sha


                                      Advertising



              Antti Vassinen
              2010–11–16
              17
Wearin & wearout effects
(pulsing schedule)
                Advertising wearin

        Sales

                                                              Advertising wearout




  Base sales



                X    X      X             X    X       X
                                                               Time
                                              Advertising eXposures


                         Antti Vassinen
                         2010–11–16
                         18
Antti Vassinen
2010–11–16
19
Technological transformation

•  Web 2.0 -> semantic web
•  New exchange systems
•  Tracking behavior and preferences online
   –  Visibly and less visibly
•  AI recommender systems
   –  Expert systems
•  Preference ontologies for information discovery
   –  Expert
   –  Social
   –  Full AI
•  Implications for STP?

                          Antti Vassinen
                          2010–11–16
                          20

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Vassinen2010_161110

  • 1. Advertising research: Quantitative perspectives 23E30000 Advertising and Consumer Behavior Fall 2010 Antti Vassinen 2010–11–16 Department of Marketing and Management
  • 2. Antti Vassinen •  M.Sc. in Industrial Engineering (HUT) + IDBM •  Marketing lecturing (HSE, HUT) since 2004 •  Marketing research and coordinating StratMark at HSE since 2005 •  Managerial/executive education and consulting •  Dissertation (soon) on using fuzzy logic to analyze complex causes behind marketing outcomes •  Other interests in information and interaction design, European history and house music Antti Vassinen 2010–11–09 2010–11–16 antti.vassinen@aalto.fi 2
  • 3. Agenda this week: topics •  Advertising and consumer psychology –  The mechanics for causing change in behavior •  Quantitative advertising research –  Quantifying the effects •  Practical applications Antti Vassinen 2010–11–16 3
  • 4. Agenda this week: Tuesday •  Understanding marketing performance –  Models and frameworks •  Effects of advertising –  Hierarchies, cognition, affect & experience –  Response models •  Current challenges and future directions –  Consequences of technology on STP and effective marketing •  Targeting online advertising based on media content and individual interests –  Visiting lecture by Dr. Petrus Pennanen (CEO), Leiki Oy Antti Vassinen 2010–11–16 4
  • 5. Agenda this week: Thursday •  Connecting advertising spend with results: industry practices and problems –  Visiting lecture by Klaus Kuhanen (CEO) and Anna Vähäsalo (Research Manager), JCDecaux Finland Oy •  Valkee case study presentations Antti Vassinen 2010–11–16 5
  • 6. Model-building •  Types of model –  Normative –  Descriptive –  Predictive •  Consumer durbles & sales force optimization •  Approximations of reality –  Hard to find –  Difficult to parametrisize –  Inaccessible to managers –  Incomplete Antti Vassinen 2010–11–16 6
  • 7. Models of advertising effects Market response (–) No intermediate advertising (Sales response) effects considered Cognitive information C “Think” Pure affect A “Feel” Persuasive hierarchy CA “Think” » “Feel” » “Do” Low-involvement hierarchy CEA “Think” » “Do” » “Feel” Integrative (C)(A)(E) Hierarchy not fixed, depends on product, involvement Hierarchy-free NH No particular hierarchy of effects of proposed (Vakratsas & Amber 1999) Antti Vassinen 2010–11–16 7
  • 8. EAC space 1.  Experience –  …of product, brand, product category, sales channel, experimentation, meeting affect 2.  Affect –  Utilitarian and hedonic attitudes –  Toward ad, product, brand… –  Product positioning 3.  Cognition –  Product differentiation + Self-expression in all three Antti Vassinen 2010–11–16 8
  • 9. Generalizations from advertising research (Vakratsas & Amber 1999) 1.  Experience, affect and cognition are the three key intermediate effects 2.  Short-term advertising elasticities are small and decrease during the PLC 3.  In mature, frequently purchased packged goods markets, returns to advertising diminish fast (1-3 reminders per cycle enough) 4.  The concept of a space of intermediate effects is supported but a hierarchy is not 5.  Cognitive bias interferes with affect measurement Antti Vassinen 2010–11–16 9
  • 10. Advertising context •  Research needs from Vakratsas & Ambler (1999) –  Goal diversity vs. effect diversity –  Product category effects on models –  Interaction with competition –  Wider scope of marketing actions (marketing mix) –  PLC stage –  Customer heterogeneity •  Effects of actions on –  Market structure & institutions –  Competitors –  Intangible assets •  Complex, nonlinear interactions & synergies •  Diverse & evolving markets Antti Vassinen 2010–11–16 10
  • 11. Linking activities with financial results Marketing Intermediate Financial action outcome results Brand Price TV ads preference premium (Stewart 2009) Antti Vassinen 2010–11–16 11
  • 12. Rust, Lemon & Zeithaml 2004 “Return on marketing” Conceptual models (Consumer experiments) Econometric models CLV modeling Sales response models Antti Vassinen 2010–11–16 12
  • 13. Cash flow = The ultimate marketing metric 1.  Growth rate –  Sell more of old stuff to existing customers –  Sell new stuff to existing customers –  Get new customers 2.  Operating profit margin –  Decrease costs –  Increase prices 3.  Working capital Affecting these –  Fixed and variable must also be the –  Cost of capital purpose of any –  Role of assets (=leverage) advertising! 4.  Decrease volatility –  Even out cash flows for reduced risk Antti Vassinen 2010–11–16 13
  • 14. Return on marketing investment Short-term Long-term Real (incremental) (persistent) options effects effects - - - Future Incremental Brand equity opportunities sales Candidate for Candidate for Idiosyncratic shared stadard shared stadard to firm Antti Vassinen 2010–11–16 14 (Stewart 2009)
  • 15. Effects of advertising 1.  Short-term effects (= incremental, current) –  Small & fragile for advertising cf. other marketing mix components 2.  Long-term effects (= persistent, carryover) –  Complex to model 3.  Shape effects –  Advertising elasticity & operating context 4.  Competitive effects –  Relative measures useful 5.  Dynamic effects –  Wearin, wearout, hysteresis 6.  Content effects –  #1 source of variation; role of creativity; consumer experiments 7.  Media effects Antti Vassinen 2010–11–16 15
  • 16. Temporal effects of advertising (A) Current effect (B) Carryover effects of long duration X X X X X (C) Carryover effects (D) Persistent effect of short duration X X X X X Antti Vassinen 2010–11–16 16
  • 17. Linear & nonlinear responses Sales Concave p ed S-sha Advertising Antti Vassinen 2010–11–16 17
  • 18. Wearin & wearout effects (pulsing schedule) Advertising wearin Sales Advertising wearout Base sales X X X X X X Time Advertising eXposures Antti Vassinen 2010–11–16 18
  • 20. Technological transformation •  Web 2.0 -> semantic web •  New exchange systems •  Tracking behavior and preferences online –  Visibly and less visibly •  AI recommender systems –  Expert systems •  Preference ontologies for information discovery –  Expert –  Social –  Full AI •  Implications for STP? Antti Vassinen 2010–11–16 20