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Neuromarketing: the hope and hype of
     neuroimaging in business
 (Dan Ariely and Gregory S.Berns 2010 Nature Reviews)




                                           Anna Jo
                                    April 12th 2010
Why use brain imaging for marketing?


                    Neuromarketing

                 3 fundamental Question


    To reveal          To provide a         To provide
     hidden           more efficient           early
  information          cost-benefit        information
   that is not        trade-off than      about product
  apparent in              other              design
      other             marketing
  approaches             research
                       approaches

                       Business

                     Neuroimaging
Selected marketing research approaches


                      Focus group            Preference       Simulated choice      Market tests
                                           questionnaires        methods
What is measured       Open-ended            Importance        Choices among       Decision to buy
                      answers, body         weighting for        products         and choice among
                      language and         various product                            products
                      behaviour; not          attributes
                        suitable for
                    statistical analysis
   Cost and          Low cost; risk         Moderate cost         Moderate          High cost and
 competitive risk   comes only from        and some risk of     cost(higher if        high risk of
                    misuses of data            alerting       using prototypes          alerting
                      by the seller          competitors          instead of       competitors, plus
                                                              descriptions) and     the risk of the
                                                                some risk of        product being
                                                                    alerting            reverse
                                                                 competitors      engineered before
                                                                                         launch
Revealing hidden information

     Brain activity &    Reverse inference &
                                               fMRI as a brain recorder
Preference measurement        Reward




              mOFC




                          Willingness                   fMRI
                            to Pay                     (BOLD
                            (WTP)                     activity)



               PFC
Revealing hidden information

     Brain activity &                 Reverse inference &
                                                                      fMRI as a brain recorder
Preference measurement                     Reward




 Striatal activity correlates with hedonic rating scales
=> Ventral striatal activity as an indication that an individual likes something
 Evidence: the posterior probability for a reward process given the observation of nucleus
accumbens(NAc) activation(Prior probability of engaging a reward-related process : 0.5)
=> Based on the number of fMRI papers reported in the BrainMap database with and
without reward and with and without Nac activation
=> Nac activation increases the probability of a reward-related processes taking place to
0.9( Bayes factor 9 -> strong evidence for a causal relationship)
 In real world setting, individual likes something based on Nac activation alone may be
substantially less.
=> Product likeability: significant correlation between Nac activity and product preferences
in college students(Knutson et al.)
Revealing hidden information

             Brain activity &               Reverse inference &
                                                                           fMRI as a brain recorder
        Preference measurement                   Reward


Value-based decision-
   making process

                          assignment
representation of                                action               Outcome
                           of value to                                                    Learning
  the decisions                                 selection            evaluation
                       differenet actions



             OFC,
            Striatal                  Goal-directed action / a read-out of liking
            Activity



             Insula     key role in physiological arousal, aversive in nature / a disgust-meter
Revealing hidden information

       Brain activity &                Reverse inference &
                                                                       fMRI as a brain recorder
  Preference measurement                    Reward



Multi-voxel Pattern
 Analysis(MVPA)

  Advantage: activation in a particular brain region of interest is measured
  MVPA has the statistical power to predict the individual choices of a subject.
  For real-world marketing applications, it may be more important to predict future behaviour
 than to understand the why of behavior
Costs and Benefits

                 The role of expectation           Culture and Advertising



 Expectation
   Effect

 BOLD responses are influenced by expectation effects(Pricing effects)
 mOFC responses were higher when subjects were told that the wine was expensive vs.
inexpensive
=> Activity in this region correlated with self-report ratings of how much participants liked the
wine(actually all wines were actually same)
=> the instantaneous experience of pleasure from a product(Experienced utility) is
influenced by pricing and mediating by the mOFC
 Subjects expectation=> striatal response
 The reward related signals in the ventral striatum and Nac can be more accurately linked
to prediction errors for reward than to reward itself.
Costs and Benefits

                 The role of expectation          Culture and Advertising




 Coke drinkers showed significant activation in the hippocampus and right dorsolateral PFC
when they were cued about the upcoming drink of Coke
 reverse inference constraint : Compared brain responses to persons and brands,
activation patterns for brands differed from those for people
=> brands are not perceived in the same way as people.
 People base many decisions on socio-cultural rules and identities
Early Product Design

                                      Food products
                            perception of flavour ->
                           a multisensory integration process
                            OFC: perceived pleasantness
                            Insula: viscosity and fat content
                           Cf> Drawback: super-heroin of food


  Political candidates                                                   Entertainment
 2008 US Presidential                                                Film => cognitive
  race: $ 1.6 billion                                                  synchronizer
 response to statement       Product Development                     Recall: the strength
  about candidates =>                                                  of hippocampal and
  vm PFC, the anterior               Cycle                             temporal lobe
  cingulate cortex, the                                               Editing process =>
  posterior cingulate                                                  to release the most
  cortex and the insula                                                profitable movie.

                                        Architecture
                            Virtual reality => automobile driving
                            Hippocampal load: when the
                             subject makes navigation decisions
                             but not when they are externally
                             cued
Neuromarketing  the hope and hype of neuroimaging in business
Conclusion and Future direction



1. Hype: Neuroimaging will be more cost-effective than traditional marketing tool
2. MVPA is able to reveal consumer preferences => to boost post-design sales efforts
3. Neuromarketing
1) to coerce the public into consuming products that they neither need nor want
2) to identify new and exciting products that people want and find useful =>user design
4. Hope: to foster a more human-compatible design of the products around us

More Related Content

Neuromarketing the hope and hype of neuroimaging in business

  • 1. Neuromarketing: the hope and hype of neuroimaging in business (Dan Ariely and Gregory S.Berns 2010 Nature Reviews) Anna Jo April 12th 2010
  • 2. Why use brain imaging for marketing? Neuromarketing 3 fundamental Question To reveal To provide a To provide hidden more efficient early information cost-benefit information that is not trade-off than about product apparent in other design other marketing approaches research approaches Business Neuroimaging
  • 3. Selected marketing research approaches Focus group Preference Simulated choice Market tests questionnaires methods What is measured Open-ended Importance Choices among Decision to buy answers, body weighting for products and choice among language and various product products behaviour; not attributes suitable for statistical analysis Cost and Low cost; risk Moderate cost Moderate High cost and competitive risk comes only from and some risk of cost(higher if high risk of misuses of data alerting using prototypes alerting by the seller competitors instead of competitors, plus descriptions) and the risk of the some risk of product being alerting reverse competitors engineered before launch
  • 4. Revealing hidden information Brain activity & Reverse inference & fMRI as a brain recorder Preference measurement Reward mOFC Willingness fMRI to Pay (BOLD (WTP) activity) PFC
  • 5. Revealing hidden information Brain activity & Reverse inference & fMRI as a brain recorder Preference measurement Reward Striatal activity correlates with hedonic rating scales => Ventral striatal activity as an indication that an individual likes something Evidence: the posterior probability for a reward process given the observation of nucleus accumbens(NAc) activation(Prior probability of engaging a reward-related process : 0.5) => Based on the number of fMRI papers reported in the BrainMap database with and without reward and with and without Nac activation => Nac activation increases the probability of a reward-related processes taking place to 0.9( Bayes factor 9 -> strong evidence for a causal relationship) In real world setting, individual likes something based on Nac activation alone may be substantially less. => Product likeability: significant correlation between Nac activity and product preferences in college students(Knutson et al.)
  • 6. Revealing hidden information Brain activity & Reverse inference & fMRI as a brain recorder Preference measurement Reward Value-based decision- making process assignment representation of action Outcome of value to Learning the decisions selection evaluation differenet actions OFC, Striatal Goal-directed action / a read-out of liking Activity Insula key role in physiological arousal, aversive in nature / a disgust-meter
  • 7. Revealing hidden information Brain activity & Reverse inference & fMRI as a brain recorder Preference measurement Reward Multi-voxel Pattern Analysis(MVPA) Advantage: activation in a particular brain region of interest is measured MVPA has the statistical power to predict the individual choices of a subject. For real-world marketing applications, it may be more important to predict future behaviour than to understand the why of behavior
  • 8. Costs and Benefits The role of expectation Culture and Advertising Expectation Effect BOLD responses are influenced by expectation effects(Pricing effects) mOFC responses were higher when subjects were told that the wine was expensive vs. inexpensive => Activity in this region correlated with self-report ratings of how much participants liked the wine(actually all wines were actually same) => the instantaneous experience of pleasure from a product(Experienced utility) is influenced by pricing and mediating by the mOFC Subjects expectation=> striatal response The reward related signals in the ventral striatum and Nac can be more accurately linked to prediction errors for reward than to reward itself.
  • 9. Costs and Benefits The role of expectation Culture and Advertising Coke drinkers showed significant activation in the hippocampus and right dorsolateral PFC when they were cued about the upcoming drink of Coke reverse inference constraint : Compared brain responses to persons and brands, activation patterns for brands differed from those for people => brands are not perceived in the same way as people. People base many decisions on socio-cultural rules and identities
  • 10. Early Product Design Food products perception of flavour -> a multisensory integration process OFC: perceived pleasantness Insula: viscosity and fat content Cf> Drawback: super-heroin of food Political candidates Entertainment 2008 US Presidential Film => cognitive race: $ 1.6 billion synchronizer response to statement Product Development Recall: the strength about candidates => of hippocampal and vm PFC, the anterior Cycle temporal lobe cingulate cortex, the Editing process => posterior cingulate to release the most cortex and the insula profitable movie. Architecture Virtual reality => automobile driving Hippocampal load: when the subject makes navigation decisions but not when they are externally cued
  • 12. Conclusion and Future direction 1. Hype: Neuroimaging will be more cost-effective than traditional marketing tool 2. MVPA is able to reveal consumer preferences => to boost post-design sales efforts 3. Neuromarketing 1) to coerce the public into consuming products that they neither need nor want 2) to identify new and exciting products that people want and find useful =>user design 4. Hope: to foster a more human-compatible design of the products around us