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Neuromarketing - Science topic

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We are presently working on some of the projects related to neuromarketing. If any researcher would like to join with us, please let me know.
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je souhaiterai vous joindre , mais je ne maitrise que la langue Francaise et arabe
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I am mainly interested in EEG but all range of neuroimaging techniques are welcome.
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Hi,
There are several articles and sources on measuring customer satisfaction or brand loyalty through neuroimaging, specifically EEG. Here are some suggestions:
  • A systematic review of the prediction of consumer preference using EEG measures and machine-learning in neuromarketing research
  • Measuring brand association strength with EEG: A single-trial N400 ERP study
  • Neuromarketing Tools Used in the Marketing Mix: A Systematic Literature and Future Research Agenda
  • Recognition of Consumer Preference by Analysis and Classification EEG Signals
  • Is EEG Suitable for Marketing Research? A Systematic Review
These sources provide insights into how EEG measures can be used to measure customer satisfaction or brand loyalty in neuromarketing research.
Hope this helps.
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I would like to explores the connection between behavioural economics, emotional models, and consumer psychology to design an applied neuromarketing practice. The study aims to bridge the gap between these disciplines and provide insights into how they can be integrated to enhance marketing strategies.
In my paper I want to discusses the principles of behavioural economics, which examine how individuals make economic decisions influenced by cognitive biases and heuristics. Then I would like to explores emotional models, which focus on understanding the role of emotions in decision-making processes. Additionally, the I want to delves into consumer psychology, which investigates the psychological factors that influence consumer behavior.
By integrating these fields, I want to proposes an applied neuromarketing practice that combines the understanding of cognitive biases, emotional triggers, and consumer psychology to create effective marketing strategies. This approach utilizes insights from neuroscience and psychology to optimize marketing campaigns, product design, pricing strategies, and consumer experiences.
This is to emphasizes the importance of utilizing empirical research and data analysis to inform decision-making in applied neuromarketing. I also highlights the potential benefits of this interdisciplinary approach, including improved consumer engagement, increased brand loyalty, and more effective communication strategies.
I believe it should provide valuable insights into the integration of behavioural economics, emotional models, and consumer psychology for the development of an applied neuromarketing practice, showcasing the potential for enhancing marketing effectiveness through a deeper understanding of human decision-making processes.
Please share your comments and if someone already involved in such studies i would like to discuss further.
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You can catch good ida using maslow's hiarachy
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How do we, consumers, and also companies perceive neuromarketing? Is it an opportunity for us to better communicate with each other, or rather a threat?
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This depends on the side where you are.
If you are on the side of those who use neuromarketing, you could see it as an opportunity, since this requires knowing your customers very well, so you must have an excellent CRM and crossed data to apply it successfully.
If you are on the side of the "victim" of neuromarketing, it can be a threat, companies know a lot about you and you know very little about them. You know how to manipulate yourself consciously and unconsciously so you don't know if you really buy products or use services because you have decided to or you are simply responding to a neural "command" that "forces" you to do so.
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While there are multiple researches that have been conducted to understand the importance of free will and data privacy in the context of neuromarketing, I am yet to come across a study which quantifies the issues. Would appreciate any suggestion on this, to help with my coursework. Thanks.
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The external influences on the work - profession, familiar life and so on.
The social conditions and relations with other people, also, I think influence the ethical issues of Neuromarketing.
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  • Heart rate variability (HRV) & Emotion recognition
  1. How to classify different emotions using Heart rate variability (HRV)?
  2. What is your recommendation for above-mentioned purpose?
  3. Which statistical tool/software(s) is (are) preferable for classifying emotions?
Thanks in advance,
Subhankar Banerjee
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I am sorry that I am also offering a rather critical comment concerning the project itself instead of recommending the tools you asked for.
Heart rate will vary with the degree of arousal, but emotion space is three-dimensional. Therefore, you will fail in distinguishing between emotions that vary on the other dimensions, especially between good and bad emotions. What is more, the emotions need to be fairly extreme to show up in the heartrate. A high heartrate can occur with joy or with fear, and a low heartrate can appear with sadness as well as with silent contentedness, as we all know from experience.
Ever since the idea of emotional computing has come up, people have tried to infer emotions from physiological or behavioural parameters (e.g. facial expressions) or both. No viable solution has ever been demonstrated in all these years, even if skin conductance, respiration or whatever has been included in the measurements. So better forget the whole idea.
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How do you measure cognitive workload with EEG devices used in typical neuromarketing research? Which electrodes and waves do you use in forming final result?
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If you're interested in attention-related effects, you'll likely be focusing on early components (e.g., P1, N1, P2). This is where it helps to dive into the ERP literature, specifically studies that have examined phenomenon or questions closely related to your own study. This can help you take a more "targeted" approach regarding which component(s) to examine and isolating regions where this component(s) tends to be most clearly observed.
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Hello everyone
How can I choose the appropriate theory to my Phd thesis entitled " Perception of marketing academics, and marketing professionals about Neuromarketing ?
All my regards,
Safaa
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Actualy, theory use to be choseen before you start the research, for many reasons. But, in new fields or when you are new in a field the best way are conduct a literature review and talk with specialists, like your advisor.
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I wanted to do research in the field of Neuromarketing majorly on the impact on advertising industries and end-users by Neuromarketing, which is the best methodology I can use for this and I have limited resources to conduct an experimental study. what is the best possible way? someone, please explain.
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Hi Jatoth,
In order to use neuromarketing and study the impact of advertisement on end users you will have to spend resources. Neuromarketing requires use of methods that are able to track changes and the simplest one is eye tracking method.
You have to understand if you want to just study the impact of different types of message appeal used in advertisements on consumer behavior than experimental research design would be a great choice.
For a better clarity on neuromarketing I suggest you can go through some sample papers such as :
Lee, N., Broderick, A. J., & Chamberlain, L. (2007). What is ‘neuromarketing’? A discussion and agenda for future research. International journal of psychophysiology, 63(2), 199-204.
Bercea, M. D. (2013). Quantitative versus qualitative in neuromarketing research.
I hope this helps.
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The law of DMU is pretty old and well accepted. The MU is usually taken to be monotonically decreasing. We took a survey on this and found that contrary to monotonic decrease it has an initial bump before the monotony. The published paper is uploaded.
Comments and discussions on this paper are welcome.
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Good
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I am making a project in the neuromarketing domain (using EEG), in which we will measure attention, preference, familiarity and memory for video-based advertisements. I am having a lot of trouble selecting compatible tools for EEG pre-processing, machine learning, and creating a GUI to display results.
We will be making out stimuli in OpenVibe (most likely), and python for machine learning.
Can someone please recommend which tool to use to make a GUI that allows users to upload their EEG files, and displays the results of EEG signal processing and output of machine learning algorithms?
I would really appreciate any suggestions.
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you can try python MNE for EEG and tkinter for GUI, if you want to build your own gui system
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Hello everyone,
I have an experiment in which participants saw brand names and make decisions about buying or not. You can find at the attachment P07 channel graphs of grand average (with 20 participant), it seems interesting to me that P300 seems does not evoked. Does the graph seems normal to you? and is it usual to not have p300 for some cases (I mean for halthy people).
Thank you for your interest and helps.
Best,
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You are welcome!
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I am a MSc Marketing with Luxury Brands student at the University of Lincoln and nearing the completion of my degree. I wish to aid a research paper within the fields of neuromarketing, consumer neuroscience, consumer behaviour and/or marketing.
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Hello Marcus, I am highly interested in neuromarketing. Do let me know if the project is still availble. My email ID is nainasin84@gmail.com
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Hi! Has anybody used an EMOTIV Insight for research purpose in neuromarketing?
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No, not yet, but it seems pretty cost effective. Let me know how you got on with it. Regards, Jens
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For my MSc dissertation I am compiling research to explain the changing behaviours of consumers whilst viewing reduced products within the UK food retailing industry. I was wondering if there is any recommended literature around this particular area of consumer neuroscience, neuromarketing, psychology and marketing?
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Eye tracking (ET) is a technique that has been progressively employed to study the influence of visual stimuli on attentional processes and consumer behavior. The goals of the present theoretical article are fourfold and are based on an extensive literature revision. First, a brief historical review of ET methodology is introduced, presenting the evolution of ET techniques from the ancient proto-eye trackers to the "fresh" state-of-the-art eye ET devices. Second, the basics of ET are clarified through a simplified technical and mathematical explanation. Third, the triad eye movement-attention-consumer behavior is made clear, grounded on attention, interest, desire, and action (AIDA) theoretical model. Fourth, the most used oculometrics in marketing studies are explained and distinguished The present article addresses a number of technical and methodological issues by discussing challenges involved in ET systems and giving some guidelines for those who intend to apply ET to infer cognitive and emotional processes.
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I'm considering to explore this question for my research thesis but I would like to know if there is an existing literature out there already on the similar topics?
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Hi, Professor Aradhana Krishna's book sensory marketing has a lot of similar research. Infact there is a whole section devoted to decisions affected by olfaction.
Additionally, check out Tanuka Ghoshal and Rishtee Batra's paper on how eating spicy food has shown to induce aggressive beahvior.
This should help you out
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AK Scientific offers CNO at a much lower price ($70/100mg) compared to other vendors. I couldn't find any published paper on Google Scholar using their CNO.
Has anyone used theirs?  Are you satisfied with the results?
Thank you in advance. 
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We have recently published the general process used to make CNO, along with some basic characterization data - Open Access!
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I have been using facial coding and Neurosky EEG and both were unable to discriminate the emotional reaction of the participants. I believe that a higher resolution EEG is needed. Which device would be the most appropriate? In a perfum product test involving three fragrances, what is the most appropriate way to measure the emotional involvement of each?
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Dear Eva, thank you very much for your reply! When you say that a relatively large sample is needed, how many interviews do you imagine? I read that the GSR is able to identify the arousal, but not the valence (positive or negative) of this emotion. It's a fact?
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Marketing and consumer behaviour
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Generally, you have think twice before using the questionnaire as a data collection tool in a research on neuromarketing and consumer behaviour, as such research, in most cases, depend on collected data from special medical devices on a selected group of consumers (i.e., MRI or ECG). The idea of neurimarketing is that consumers do not exactly know what they want, so using questionnaire might be inappropriate.
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Neuromarketing offers us the possibility of knowing with great depth the mind of the public. However, this power brings with it many threatening possibilities.
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As long as neuromarketing is carried out by people who are reasonably minded and of an ethical nature themselves, then I think the dangers of this activity are small. It is not the activity itself, the dangers arise because in most cases the marketers are neither reasonably minded nor have any understanding of ethics. The checks and balances that used to operate automatically via the financial cost/benefit system no longer work well if neither the cost nor benefit of activities can be rigorously quantified. We have to fall back on regulations, which can be years behind the technology. Even worse is the advent of deep learning systems connected to practically unlimited social databases (Facebook, Google etc) with the aim of discovering terribly accurately the behaviour of many diverse groups of people so that someone can profit from it. I want to know just how one finds out exactly what these things are learning, and exactly what they intend to do with it. I have asked this question on RG before and nobody seems to know how you get into a deep learning system and find out precisely what it has learned, without it knowing about it and being able to deliberately block or confuse your efforts.
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Commercial Alert, a consumer group, is highly critical of neuromarketing and has called it Orwellian. The group's executive director wrote, “What would happen  if corporate marketers and political consultants could literally peer inside our brains and chart the neural activity that leads to our selections in the supermarket and voting booth?” “What if they then could trigger this neural activity by various means, so as to modify our behavior to serve their own ends?” What do you think?  Is neuromarketing dangerous?
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The idea that neuromarketing is any more dangerous than more traditional methods of market research rests on two assumptions. 1) These methods allow marketers to read minds. While the technologies employed are advanced, reading minds is far down the path. Of course, one never knows what the future will bring. 2) If marketers could read minds, then they would have the capability to trigger certain responses through any means. The bottom line is that consumers still have freedom to choose.
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Looking for current studies and papers. Thank you!
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I am unable to recall seeing any thing recent.
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necesito saber las estrategias que puedo utilizar para mejorar la acogida en el sector hotelero, con respecto al neuromarketing
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Hola Diana,
Bajo mi punto de vista, para realizar un estudio basado en el neuromarketing aplicado al sector hotelero deberías considerar una serie de variables referidas a la experiencia en sí y sobre todo al comportamiento de compra en este caso, que probablemente no podrás reproducir en pleno en el estudio sin que resulte invasivo o poco real (y por tanto difícilmente significativo).
En cualquier caso, se me ocurre que quizás lo más evidente sería medir el impacto emotivo ante diferentes propuestas y respuestas del personal hotelero ante situaciones escenificadas y así medir cuáles son las más efectivas según los diferentes segmentos del target.
Te dejo el link con los colegas que participan en la docencia del Master de Neuromarketing de mi Departamento, por si te pudiera ser útil:
Un saludo,
Anna
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Why we need to manage emotions (both positive and negative ones) optimally at the workplace and how we can do it. The role of prefrontal cortex (PFC) in the integrated operation of the brain
An interesting development at GOOGLE. It has a program called GOOGLE Talks on Emotional Intelligence/Healthy Minds/Empathy/Compassion/Personal Growth/Optimal Performance/Productivity etc. (The tech giant invites leading researchers in related areas to talk to their employees to direct them to personal growth leading to productivity) 
David Rock on "Your Brain at Work"
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We should manage negative as well as positive emotions  eficiently as both impact decisition making processing and obstruct impartial view of the subject.Therefore it is utmost  importance that one should  take reasonable  decision without  being  effeted  by either  emotions. 
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Curious to hear from the community how they find funding, equipment, and participants for such labs.
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dear Olivia Heslinga
i thin this paper help you 
good luck
dr.salim
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Hello, we are developing software compatible with the Emotiv EPOC EEG. We would like to incorporate an algorithm to detect emotions. Anyone interested?
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Manual,  I am not familiar with Emotiv EEG (EPOC). I will look up any review articles that you may have. Having researched respiration , EKG and EEG , I think that EEG is only providing "tip of the iceberg" information. The multiple physiological changes that are accompanied by emotions have been very well studied thru EKG, Respiratory patterns, Skin conductivity and autonomic correlations. The events in EKG many times  appear before they are monitored in EEG and respiratory activity affects all oscillations of the brain. Without factoring these in I believe the Emotiv EEG would not provide very specific information . 
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I am looking for studies which have addressed the various real life management applications resulted from neuromarketing.
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Look at some work of Prof. Deepali Singh and Arun Kumar from IIITM, Gwalior.
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We normally know the traditional marketing research methods and till neuromarketing methods. Is there any new area of research is emerging in marketing research?
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Yes Balachandar, there is new area of marketing research apart from neuromarketing methods. The emerging area of research is that of 'Consumer DNA Analysis' to better understand target consumers' detailed insights.
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Neuromarketing can help measure variables in a scientific manner.
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not directly the ROI but other indicators (non conscious effects or non conscious KPI)
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I am interested in an opinion exchange for an own research direction in DIY retailing.
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EEG and Eye tracking can be effectively used for understanding the neural process of consumers' decision making during their shopping experience. I would be glad to discuss this further.
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Every company aims to reduce the perceived risk of the customer to promote the product. There are many methods available in the traditional marketing research to measure the risk perception but is there any neuromarketing method to measure risk perception.
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As the other respondents pointed out, it is possible to use neuromarketing to study risk perception. The question is if those methods are accepted as scientific methods, because I know for certain some top universities disregard this types of research.
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Kindly request you to look at this from the marketers , as well as consumer's view
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Thanks to Ramachandar, Hakan, Vladimar, & Antonio for all the support & information.
Delighted to receive such valuable inputs.
In case anything else strikes you do share the information with me.
Regards
Keshav
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Looking for software for neuromarketing research.
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Hi, Ramendra:
In a recent research study (Adhami, 2013) Mobile marketing agency Plastic Mobile and neuromarketing firm True Impact Marketing use cutting-edge neuromarketing technology to determine what really resonates with users when browsing, selecting and purchasing items on mobile!
The two firms used brain-imaging technology to gather insights on how users are feeling and reacting to mobile commerce experiences. Thirty participants used the iPhone to navigate three transactional applications through a pre-determined purchase path while using EEG and eye tracking hardware. These devices analyzed the emotional and attentional activation of the brain, and what aspects of the applications saw the most visual attention.
Participants were asked to complete two surveys, one before and one after using the applications, to garner information on the implications of mobile applications to brand perception. Results showed that users do not always say what they are really thinking or seeing, that apps have a significant impact on overall brand perception and that user experience impacts on whether or not the user shops in the app!
  • Adhami, M. (2013). USING NEUROMARKETING TO DISCOVER HOW WE REALLY FEEL ABOUT APPS. International Journal Of Mobile Marketing, 8(1), 95-103.
Hope this helps!
Nadeem
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I am planning to purchase Emotiv headset for my research purpose, would want to know the experiences from researchers who have earlier procured it through the EMotiv's website or some other vendor...Any pointers would be a great help.
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Please, evaluate some papers including information about Emotiv headset.
You can draw your own conclusion.
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I'm working on creating a business plan in neuromarketing in Colombia, so I want to make a prospective analysis with the help of expert's opinions.
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First you should determine market segmentation, then you study the incentives of buying decisions.
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Hello,
Could you help me to find some resources about how neuromarketing could influence product / service pricing?
Thank you in advance for any help you can provide.
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Dear Dziugas, the embedded link presents information on neuromarketing in a less formal manner than academic journals. It refers to pricing in the first few paragraphs.
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Hi dear all!
In our study we are showing the participants (as potential customers) various types of advertisements and recording their response (microsiemens values) simultaneously thorough Hrv and Electrodermal Activity. I am curious to find out what the microsiemens values would be for instance when the participants like or dislike the ad? In other words would the microsiemens values increase or decrease and how in these emotional states (of like / dislike)? How would we be able to determine like or dislike by looking at microsiemens values? I would be happy if you could provide info about the above.
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I believe that those values only provide information in terms of the intensity of arousal, from which you can't directly infer the valence. However, there is strong empirical support for the fact that negative emotions have stronger arousal responses than positive ones, since negative emotions (or affect) normally instructs the body to react, the so called "fight or flight" reaction. Good luck with your interesting research.
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Is it possible to measure using only the EEG if an individual like or dislike the taste of a product. What is the best sequence of stimuli we can use?
Thank you so much.
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I am strongly agree with the answers/discussions of Prof. Leow Chee Seng & Prof. Dick J Bierman.
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From the word Neuro, I guess it must be related to stimulus, and cognitive dissonance. But I don't understand the real world application of this form of marketing. And does it use technology as a factor too? If yes isn't this an invasive method of marketing . 
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The definition of Neuromarketing is being extensively debated in the recent past and researchers are divided into two segments one considering it as a pure science field while others considering it as a business activity (Lee et al., 2006). While there is no doubt that it is a little bit of both and i.e. it is more likely a real business world practical implication of extensively researched scientific brain imaging techniques. There is also an argument regarding whether it should be considered as an academic field or it more or less confined to a business activity (Fisher et al., 2010). The most generalised definition of Neuromarketing till date is probably as follows: “Neuromarketing is widely defined as the science that uses MRI, EEG, TMS, MEG, fMRI, and other brain wave tools to view the human brain’s responses to marketing stimuli to figure out what customers’ thoughts are toward a product, service, advertisement, or even packaging to perfectly construct marketing campaigns that are based on the human brain’s response” (Hammou, K.A. et al., 2013).
Speaking conceptually, Neuromarketing research considers both qualitative and quantitative aspects of research methodology (figure 1). Qualitative aspects covers issues like the content, medium and mode of delivery of contents to customers and quantitative research stresses issues like duration of exposure of advertisement to the consumers etc.
For more details: please go through the paper:
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I am with some difficulties about interpretation of meditation data in ad context. If anyone is interested in a collaboration, I have some database they can be used.
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Hello Airton,
I use Neurosky EEG device to few experiments. If I understand you well, your research uses only meditation data. What is your hypothesis? Why did you use meditation data? I think that a detection of emotions will be better in this case, because we can check how strongly is someone stimulated by film ads.
have a nice day WS
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We know about Aaker's dimensions of brand personality, but its not the same situation for destination which is different due to the number and types of stakeholders. Another area of knowledge can help with the identification of brand destination personality?.
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What do you mean with "Social Factors"? Poverty, Facilities, middle class income? Or cultural activities, music, tradition? Maybe you would review Anholt brand hexagon. His approach included a social factors like people and culture.
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Online memory test
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You might like to try Inquisit by Millisecond Software. See http://www.millisecond.com/ They offer a free trial period.
Regards,
Maarten
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I am interested in real-world application of neuroscientific research and stumbled across neuromarketing-companies. Nearly all of them use images of brains but further reading showed that the most common methods used are questionnaires, interviews or video analyses. I read that there are some applying eye-tracking or EEG, but those are very rare.
What do you think? Although the term became very popular, I assume that there are neither neuroscientists or related researchers working in this field, nor that their work differs much from common marketing research.
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There is an excellent review paper by Dan Ariely and Greg Berns on this issue that I highly recommend. It summarizes the potential benefits and pitfalls of using fMRI in marketing. You can find it here: http://www.nature.com/nrn/journal/v11/n4/abs/nrn2795.html