https://researchopenworld.com/optimizing-consumer-involvement-in-cosmetics-at-point-of-purchase-a-mind-genomics-exploration/#

A. Gere, Petraq Papajorgji, H. Moskowitz
{"title":"https://researchopenworld.com/optimizing-consumer-involvement-in-cosmetics-at-point-of-purchase-a-mind-genomics-exploration/#","authors":"A. Gere, Petraq Papajorgji, H. Moskowitz","doi":"10.31038/awhc.2019223","DOIUrl":null,"url":null,"abstract":"We present a novel approach to understand what women want when they go to a high-end store to buy beauty products. We embed a survey into an experiment, presenting systematically varied vignettes about shopping for beauty products. Different messages are combined in a systematic way, with the respondent required to assign a rating to the entire combination. A deconstruction of the responses to the contribution of elements reveals different points of view held by those who respond. These four segments are Focus on self-confidence; Focus on the product/expert; Focus on the experience; and Focus on nothing specific. These four mind-sets can be identified by a short interaction with the salesperson, or with a computer tablet, smartphone, and appropriate, sales-driving message given to the shopper. Introduction During the past two or three decades a swell of interest in the shopping experienced has swept over the world of consumer package goods. Whereas in the 1960’s to 1980’s it sufficed to know what consumers liked and wanted to hear, and what packages would appeal to them, attention in the late 1980’s and onwards has turned to the experience of shopping. By experience we do not mean just the perception of packages on the shelf, but rather on the experience, such as the interaction of the shopper with the store, and with the people who work there. Our focus here is the experience of the department store, and specifically the make-up counter found in high end department stores where specialists, individuals paid by the cosmetics manufacturers, sell their expensive make-up products to women shoppers. One need simply visit any high-end department store around the world to see these make up professionals competing for the shopper’s attention, often gifts, expertise, or just an easy way to purchase. The question motivating this research was quite simple. It was ‘just what does it take to make a shopper interested in purchasing from a specific vendor, with a stand at the store?’ In more concrete terms, what does the shopper want, and what specifically must one say to the shopper to drive purchase at the vendor’s stand. The approach is this study is motivated by the emerging science of Mind Genomics, focusing on the relation between messaging given to consumers/customers, and choice. The objective of Mind Genomics is to uncover the persona of an individual for a given experience, such as shopping for cosmetics. Often the unspoken hope is that somehow by minding terabytes of purchase data, one might figure out exactly what to say to a specific individual about a specific product. The result is an explosion of methods using pattern recognition and artificial but rarely the simple prescription of what exactly to say to a specific person who presents herself at the cosmetic counter and will only 30 seconds of her time before moving on. By uncovering the mind-set of a shopper at the time of shopping in the store, the salesperson or company representative can use the proper language to drive interest and a sale. In a sense, Mind Genomics identifies the mind-set of a shopper for a topic, and prescribes what to say, following the way an experienced salesperson ‘sizes up’ a customer and knows what are the word which might sway the customer. Mind Genomics is based upon the approach in mathematical known as Conjoint Measurement [1,2] and Information Integration Theory [3]. Many of the traditional uses have been methodological in nature, showing the power and application of new variations of the technique. It is only in the past three decades that conjoint measurement, in the form of Mind Genomics has been used to create banks of knowledge, rather than one-off exercises in method. Mind Genomics has been used for more than three decades in the consumer products world [4–6], as well as finding use in the world of health to communicate the right messages with patients [7], along with efforts in car sales and insurance sales (unpublished data from author HRM.) The application of Mind Genomics is thus appropriate. The objective of this study is to determine whether a woman accustomed to shopping in a high-end store for cosmetics could be understood in terms of the messages to which she respondents, and whether, in fact, is there more than just one mind-set for shoppers. Howard Moskowitz (2019) Optimizing Consumer Involvement in Cosmetics at Point of Purchase: A Mind Genomics Exploration ARCH Women Health Care, Volume 2(2): 2–11, 2019 Discovering a shopper’s mind-set in almost an instantaneous way (15–30 seconds) might well help to increase the sales. Furthermore, the interaction would go a long way towards removing the fear of being ‘followed’ on the web through cookies, and having intrusive advertising pushed as one traverses the internet, either for shopping or for information. In today’s world, where information is overflowing, there is no dearth of information about a person. There is, however, a massive lack of actionable data for specific situations encountered every day. Moreover, there is an absence of methods which quickly ‘understand’ the mind of a consumer in virtually any area, methods based on experimentation. Mind Genomics provides one way to generate that data. The ingoing premise of Mind Genomics is that for virtually any situation that can be dimensionalized, one can uncover the relevant personas or mind-sets which co-exist in a population of consumers, mind-sets. One needs to do small experiments to uncover these mindsets. These mind-sets cannot easily, readily, quickly and inexpensively be uncovered simply by KNOWING WHO A PERSON IS. That is, KNOWING WHAT A PERSON THINKS is different, and often elusive, not easily captured by today’s technologies such as Big Data. The research, in spirit, is based in part on the breakthrough ideas of Nobelist Daniel Kahneman, who talked about the two modes of thinking, the rational thought, System 2, and the more typical mode in shopping, System 1, where impulse leads [8]. Method Mind Genomics begins by identifying the topic, then asking a set of questions, and for each question providing a set of six answers. For this case of Mind Genomics, we proceed with the creation of six questions, each of which is given six answers. The questions and answers are shown in Table 1. There are no fixed questions and answer, but there is the stipulation that the questions should ‘tell a story,’ in the same way that a reporter uses the ‘what, how, where, why, and who’ to tell a story. The questions are never shown to the respondents, but only used to develop answers. It is the answers or really the systematic combination of answers that are shown to the respondent. As Table 1 shows, the questions and answers do not rigidly fit into a framework. The real reason for the format is ‘bookkeeping.’ When two answers or elements are put into the same silo or answer the same question, they never will appear together in a vignette. The bookkeeping system is totally transparent to the analysis, which ends up looking at the 35 answers or elements as completely independent ideas. Mind Genomics combines the answers in Table 1 into short, easy-to-read vignettes, using an experimental design [9,10]. The experimental design stipulates the specific combinations to be tested. Each respondent evaluated 63 unique combinations, the vignettes. The design is structured as follows: 1. Each question contributes an answer from its five answers 30 times in the 63 vignettes, and absent from 33 vignettes. 2. Each answer appears 6 times in the 63 vignettes, and absent from 57 vignettes. 3. The vignettes are of unequal sizes. The underlying experimental design calls for 31 vignettes comprising four answers, 22 vignettes three answers, and 10 vignettes comprising two answers. 4. Each respondent evaluated a unique set of combinations. That is, the experimental design was fixed mathematically, ensuring that all 35 answers or elements were statistically independent of each other. However, each of the 251 respondents evaluated a unique set of 63 vignettes, enabling the experimental design to cover a great deal of the so-called design space of possible combinations. Running the Study The 251 respondents who participated were selected to be beauty product shoppers. The study used a commercial e-panel provider, specializing in these types of on-line studies. The respondents had already signed up to participate in various studies and were incentivized by the panel company. No one from the researcher group ‘knew’ the identity of the panelists, who could only be identified by their answers, and by an extensive, self-profiling questionnaire administered AFTER the evaluation of the 63 test vignettes. Figure 1 shows the orientation page. The page provides very little data about the purpose of the study, and the nature of the test stimuli. The reason for the paucity of information is that we want the respondent to be free of any expectations, so that the answers reflect her attitudes alone. The only information of any relevance beyond the topic is the fact that the orientation page reinforces the fact that all vignettes differed from each other. Although this might seem a bit excessive, the reality of the Mind Genomics studies is that the same elements repeat in different vignettes. Some respondents are upset, feeling that they have ‘already evaluated that vignette.’ The orientation page dispels that worry. Figure 2 presents an example of a four-element vignette. No effort is made to connect the rows of text. The objective is not to present a densely worded paragraph containing all the information, but rather to throw the different ideas at the respondent, and let the respondent evaluate the combination. The respondent often does so in an intuitive manner, rather than in a considered, intellectual manner, precisely in the manner desired. The objective of Mind Genomics is to pierce the intellectual veneer and move to the emotionally-driven aspect","PeriodicalId":93266,"journal":{"name":"Archives of women health and care","volume":"13 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2019-03-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"https://researchopenworld.com/optimizing-consumer-involvement-in-cosmetics-at-point-of-purchase-a-mind-genomics-exploration/#\",\"authors\":\"A. Gere, Petraq Papajorgji, H. Moskowitz\",\"doi\":\"10.31038/awhc.2019223\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"We present a novel approach to understand what women want when they go to a high-end store to buy beauty products. We embed a survey into an experiment, presenting systematically varied vignettes about shopping for beauty products. Different messages are combined in a systematic way, with the respondent required to assign a rating to the entire combination. A deconstruction of the responses to the contribution of elements reveals different points of view held by those who respond. These four segments are Focus on self-confidence; Focus on the product/expert; Focus on the experience; and Focus on nothing specific. These four mind-sets can be identified by a short interaction with the salesperson, or with a computer tablet, smartphone, and appropriate, sales-driving message given to the shopper. Introduction During the past two or three decades a swell of interest in the shopping experienced has swept over the world of consumer package goods. Whereas in the 1960’s to 1980’s it sufficed to know what consumers liked and wanted to hear, and what packages would appeal to them, attention in the late 1980’s and onwards has turned to the experience of shopping. By experience we do not mean just the perception of packages on the shelf, but rather on the experience, such as the interaction of the shopper with the store, and with the people who work there. Our focus here is the experience of the department store, and specifically the make-up counter found in high end department stores where specialists, individuals paid by the cosmetics manufacturers, sell their expensive make-up products to women shoppers. One need simply visit any high-end department store around the world to see these make up professionals competing for the shopper’s attention, often gifts, expertise, or just an easy way to purchase. The question motivating this research was quite simple. It was ‘just what does it take to make a shopper interested in purchasing from a specific vendor, with a stand at the store?’ In more concrete terms, what does the shopper want, and what specifically must one say to the shopper to drive purchase at the vendor’s stand. The approach is this study is motivated by the emerging science of Mind Genomics, focusing on the relation between messaging given to consumers/customers, and choice. The objective of Mind Genomics is to uncover the persona of an individual for a given experience, such as shopping for cosmetics. Often the unspoken hope is that somehow by minding terabytes of purchase data, one might figure out exactly what to say to a specific individual about a specific product. The result is an explosion of methods using pattern recognition and artificial but rarely the simple prescription of what exactly to say to a specific person who presents herself at the cosmetic counter and will only 30 seconds of her time before moving on. By uncovering the mind-set of a shopper at the time of shopping in the store, the salesperson or company representative can use the proper language to drive interest and a sale. In a sense, Mind Genomics identifies the mind-set of a shopper for a topic, and prescribes what to say, following the way an experienced salesperson ‘sizes up’ a customer and knows what are the word which might sway the customer. Mind Genomics is based upon the approach in mathematical known as Conjoint Measurement [1,2] and Information Integration Theory [3]. Many of the traditional uses have been methodological in nature, showing the power and application of new variations of the technique. It is only in the past three decades that conjoint measurement, in the form of Mind Genomics has been used to create banks of knowledge, rather than one-off exercises in method. Mind Genomics has been used for more than three decades in the consumer products world [4–6], as well as finding use in the world of health to communicate the right messages with patients [7], along with efforts in car sales and insurance sales (unpublished data from author HRM.) The application of Mind Genomics is thus appropriate. The objective of this study is to determine whether a woman accustomed to shopping in a high-end store for cosmetics could be understood in terms of the messages to which she respondents, and whether, in fact, is there more than just one mind-set for shoppers. Howard Moskowitz (2019) Optimizing Consumer Involvement in Cosmetics at Point of Purchase: A Mind Genomics Exploration ARCH Women Health Care, Volume 2(2): 2–11, 2019 Discovering a shopper’s mind-set in almost an instantaneous way (15–30 seconds) might well help to increase the sales. Furthermore, the interaction would go a long way towards removing the fear of being ‘followed’ on the web through cookies, and having intrusive advertising pushed as one traverses the internet, either for shopping or for information. In today’s world, where information is overflowing, there is no dearth of information about a person. There is, however, a massive lack of actionable data for specific situations encountered every day. Moreover, there is an absence of methods which quickly ‘understand’ the mind of a consumer in virtually any area, methods based on experimentation. Mind Genomics provides one way to generate that data. The ingoing premise of Mind Genomics is that for virtually any situation that can be dimensionalized, one can uncover the relevant personas or mind-sets which co-exist in a population of consumers, mind-sets. One needs to do small experiments to uncover these mindsets. These mind-sets cannot easily, readily, quickly and inexpensively be uncovered simply by KNOWING WHO A PERSON IS. That is, KNOWING WHAT A PERSON THINKS is different, and often elusive, not easily captured by today’s technologies such as Big Data. The research, in spirit, is based in part on the breakthrough ideas of Nobelist Daniel Kahneman, who talked about the two modes of thinking, the rational thought, System 2, and the more typical mode in shopping, System 1, where impulse leads [8]. Method Mind Genomics begins by identifying the topic, then asking a set of questions, and for each question providing a set of six answers. For this case of Mind Genomics, we proceed with the creation of six questions, each of which is given six answers. The questions and answers are shown in Table 1. There are no fixed questions and answer, but there is the stipulation that the questions should ‘tell a story,’ in the same way that a reporter uses the ‘what, how, where, why, and who’ to tell a story. The questions are never shown to the respondents, but only used to develop answers. It is the answers or really the systematic combination of answers that are shown to the respondent. As Table 1 shows, the questions and answers do not rigidly fit into a framework. The real reason for the format is ‘bookkeeping.’ When two answers or elements are put into the same silo or answer the same question, they never will appear together in a vignette. The bookkeeping system is totally transparent to the analysis, which ends up looking at the 35 answers or elements as completely independent ideas. Mind Genomics combines the answers in Table 1 into short, easy-to-read vignettes, using an experimental design [9,10]. The experimental design stipulates the specific combinations to be tested. Each respondent evaluated 63 unique combinations, the vignettes. The design is structured as follows: 1. Each question contributes an answer from its five answers 30 times in the 63 vignettes, and absent from 33 vignettes. 2. Each answer appears 6 times in the 63 vignettes, and absent from 57 vignettes. 3. The vignettes are of unequal sizes. The underlying experimental design calls for 31 vignettes comprising four answers, 22 vignettes three answers, and 10 vignettes comprising two answers. 4. Each respondent evaluated a unique set of combinations. That is, the experimental design was fixed mathematically, ensuring that all 35 answers or elements were statistically independent of each other. However, each of the 251 respondents evaluated a unique set of 63 vignettes, enabling the experimental design to cover a great deal of the so-called design space of possible combinations. Running the Study The 251 respondents who participated were selected to be beauty product shoppers. The study used a commercial e-panel provider, specializing in these types of on-line studies. The respondents had already signed up to participate in various studies and were incentivized by the panel company. No one from the researcher group ‘knew’ the identity of the panelists, who could only be identified by their answers, and by an extensive, self-profiling questionnaire administered AFTER the evaluation of the 63 test vignettes. Figure 1 shows the orientation page. The page provides very little data about the purpose of the study, and the nature of the test stimuli. The reason for the paucity of information is that we want the respondent to be free of any expectations, so that the answers reflect her attitudes alone. The only information of any relevance beyond the topic is the fact that the orientation page reinforces the fact that all vignettes differed from each other. Although this might seem a bit excessive, the reality of the Mind Genomics studies is that the same elements repeat in different vignettes. Some respondents are upset, feeling that they have ‘already evaluated that vignette.’ The orientation page dispels that worry. Figure 2 presents an example of a four-element vignette. No effort is made to connect the rows of text. The objective is not to present a densely worded paragraph containing all the information, but rather to throw the different ideas at the respondent, and let the respondent evaluate the combination. The respondent often does so in an intuitive manner, rather than in a considered, intellectual manner, precisely in the manner desired. 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引用次数: 0

摘要

然而,对于每天遇到的具体情况,大量缺乏可操作的数据。此外,在几乎任何领域都缺乏能够快速“理解”消费者心理的方法,即基于实验的方法。Mind Genomics提供了一种生成这些数据的方法。心智基因组学的前提是,对于几乎任何可以被维度化的情况,人们都可以发现在消费者群体中共存的相关角色或心态。我们需要做一些小实验来揭示这些心态。这些心态不可能简单地、迅速地、廉价地通过了解一个人是谁来揭示。也就是说,了解一个人的想法是不同的,而且往往是难以捉摸的,不容易被今天的技术(如大数据)捕获。从精神上讲,这项研究部分是基于诺贝尔奖得主丹尼尔·卡尼曼(Daniel Kahneman)的突破性思想,他谈到了两种思维模式,理性思维,即系统2,以及更典型的购物模式,即系统1,冲动导致[8]。Method Mind Genomics首先确定主题,然后提出一组问题,并为每个问题提供一组六个答案。对于Mind Genomics这个案例,我们继续创建6个问题,每个问题有6个答案。问题和答案如表1所示。没有固定的问题和答案,但有一个规定,即这些问题应该“讲述一个故事”,就像记者用“什么,如何,在哪里,为什么,谁”来讲述一个故事一样。这些问题从不显示给被调查者,而只是用来发展答案。向被调查者展示的是答案或者是答案的系统组合。如表1所示,问题和答案并不严格适用于框架。这种格式的真正原因是“记账”。当两个答案或元素被放入同一个筒仓或回答同一个问题时,它们永远不会同时出现在一个小插图中。簿记系统对分析完全透明,最终将35个答案或元素视为完全独立的想法。Mind Genomics使用实验设计[9,10],将表1中的答案组合成简短、易于阅读的小短文。试验设计规定了要试验的具体组合。每个受访者评估63个独特的组合,即小插曲。本设计结构如下:每个问题在63个小片段中有30次从5个答案中给出答案,33个小片段中没有给出答案。2. 每个答案在63个小片段中出现了6次,在57个小片段中没有出现。3.这些小插图大小不等。潜在的实验设计要求31个小插曲包括四个答案,22个小插曲三个答案,10个小插曲包括两个答案。4. 每个受访者都评估了一组独特的组合。也就是说,实验设计在数学上是固定的,确保所有35个答案或元素在统计上彼此独立。然而,251名受访者中的每一位都评估了一组独特的63个小插曲,使实验设计能够涵盖大量所谓的可能组合的设计空间。251名受访者被选为美容产品的购买者。这项研究使用了一个商业电子面板提供商,专门从事这些类型的在线研究。受访者已经报名参加各种研究,并受到面板公司的激励。研究小组中没有人“知道”小组成员的身份,他们只能通过他们的答案和在对63个测试小片段进行评估后进行的广泛的自我分析问卷来识别。图1显示了方向页面。该页面提供的关于研究目的和测试刺激性质的数据很少。信息缺乏的原因是我们希望被调查者没有任何期望,这样答案就只反映了她的态度。除了主题之外,唯一相关的信息是介绍页面强调了所有插图彼此不同的事实。虽然这可能看起来有点过分,但心智基因组学研究的现实是,相同的元素在不同的小片段中重复。一些受访者感到不安,觉得他们“已经评估了那个小插曲”。导览页消除了这种担忧。图2给出了一个包含四个元素的小插图的例子。不需要连接文本行。目的不是呈现一个包含所有信息的密集的段落,而是把不同的想法扔给被调查者,让被调查者评估这些组合。被访者通常以一种直觉的方式,而不是以一种深思熟虑的、理智的方式,准确地以所期望的方式来做这件事。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
https://researchopenworld.com/optimizing-consumer-involvement-in-cosmetics-at-point-of-purchase-a-mind-genomics-exploration/#
We present a novel approach to understand what women want when they go to a high-end store to buy beauty products. We embed a survey into an experiment, presenting systematically varied vignettes about shopping for beauty products. Different messages are combined in a systematic way, with the respondent required to assign a rating to the entire combination. A deconstruction of the responses to the contribution of elements reveals different points of view held by those who respond. These four segments are Focus on self-confidence; Focus on the product/expert; Focus on the experience; and Focus on nothing specific. These four mind-sets can be identified by a short interaction with the salesperson, or with a computer tablet, smartphone, and appropriate, sales-driving message given to the shopper. Introduction During the past two or three decades a swell of interest in the shopping experienced has swept over the world of consumer package goods. Whereas in the 1960’s to 1980’s it sufficed to know what consumers liked and wanted to hear, and what packages would appeal to them, attention in the late 1980’s and onwards has turned to the experience of shopping. By experience we do not mean just the perception of packages on the shelf, but rather on the experience, such as the interaction of the shopper with the store, and with the people who work there. Our focus here is the experience of the department store, and specifically the make-up counter found in high end department stores where specialists, individuals paid by the cosmetics manufacturers, sell their expensive make-up products to women shoppers. One need simply visit any high-end department store around the world to see these make up professionals competing for the shopper’s attention, often gifts, expertise, or just an easy way to purchase. The question motivating this research was quite simple. It was ‘just what does it take to make a shopper interested in purchasing from a specific vendor, with a stand at the store?’ In more concrete terms, what does the shopper want, and what specifically must one say to the shopper to drive purchase at the vendor’s stand. The approach is this study is motivated by the emerging science of Mind Genomics, focusing on the relation between messaging given to consumers/customers, and choice. The objective of Mind Genomics is to uncover the persona of an individual for a given experience, such as shopping for cosmetics. Often the unspoken hope is that somehow by minding terabytes of purchase data, one might figure out exactly what to say to a specific individual about a specific product. The result is an explosion of methods using pattern recognition and artificial but rarely the simple prescription of what exactly to say to a specific person who presents herself at the cosmetic counter and will only 30 seconds of her time before moving on. By uncovering the mind-set of a shopper at the time of shopping in the store, the salesperson or company representative can use the proper language to drive interest and a sale. In a sense, Mind Genomics identifies the mind-set of a shopper for a topic, and prescribes what to say, following the way an experienced salesperson ‘sizes up’ a customer and knows what are the word which might sway the customer. Mind Genomics is based upon the approach in mathematical known as Conjoint Measurement [1,2] and Information Integration Theory [3]. Many of the traditional uses have been methodological in nature, showing the power and application of new variations of the technique. It is only in the past three decades that conjoint measurement, in the form of Mind Genomics has been used to create banks of knowledge, rather than one-off exercises in method. Mind Genomics has been used for more than three decades in the consumer products world [4–6], as well as finding use in the world of health to communicate the right messages with patients [7], along with efforts in car sales and insurance sales (unpublished data from author HRM.) The application of Mind Genomics is thus appropriate. The objective of this study is to determine whether a woman accustomed to shopping in a high-end store for cosmetics could be understood in terms of the messages to which she respondents, and whether, in fact, is there more than just one mind-set for shoppers. Howard Moskowitz (2019) Optimizing Consumer Involvement in Cosmetics at Point of Purchase: A Mind Genomics Exploration ARCH Women Health Care, Volume 2(2): 2–11, 2019 Discovering a shopper’s mind-set in almost an instantaneous way (15–30 seconds) might well help to increase the sales. Furthermore, the interaction would go a long way towards removing the fear of being ‘followed’ on the web through cookies, and having intrusive advertising pushed as one traverses the internet, either for shopping or for information. In today’s world, where information is overflowing, there is no dearth of information about a person. There is, however, a massive lack of actionable data for specific situations encountered every day. Moreover, there is an absence of methods which quickly ‘understand’ the mind of a consumer in virtually any area, methods based on experimentation. Mind Genomics provides one way to generate that data. The ingoing premise of Mind Genomics is that for virtually any situation that can be dimensionalized, one can uncover the relevant personas or mind-sets which co-exist in a population of consumers, mind-sets. One needs to do small experiments to uncover these mindsets. These mind-sets cannot easily, readily, quickly and inexpensively be uncovered simply by KNOWING WHO A PERSON IS. That is, KNOWING WHAT A PERSON THINKS is different, and often elusive, not easily captured by today’s technologies such as Big Data. The research, in spirit, is based in part on the breakthrough ideas of Nobelist Daniel Kahneman, who talked about the two modes of thinking, the rational thought, System 2, and the more typical mode in shopping, System 1, where impulse leads [8]. Method Mind Genomics begins by identifying the topic, then asking a set of questions, and for each question providing a set of six answers. For this case of Mind Genomics, we proceed with the creation of six questions, each of which is given six answers. The questions and answers are shown in Table 1. There are no fixed questions and answer, but there is the stipulation that the questions should ‘tell a story,’ in the same way that a reporter uses the ‘what, how, where, why, and who’ to tell a story. The questions are never shown to the respondents, but only used to develop answers. It is the answers or really the systematic combination of answers that are shown to the respondent. As Table 1 shows, the questions and answers do not rigidly fit into a framework. The real reason for the format is ‘bookkeeping.’ When two answers or elements are put into the same silo or answer the same question, they never will appear together in a vignette. The bookkeeping system is totally transparent to the analysis, which ends up looking at the 35 answers or elements as completely independent ideas. Mind Genomics combines the answers in Table 1 into short, easy-to-read vignettes, using an experimental design [9,10]. The experimental design stipulates the specific combinations to be tested. Each respondent evaluated 63 unique combinations, the vignettes. The design is structured as follows: 1. Each question contributes an answer from its five answers 30 times in the 63 vignettes, and absent from 33 vignettes. 2. Each answer appears 6 times in the 63 vignettes, and absent from 57 vignettes. 3. The vignettes are of unequal sizes. The underlying experimental design calls for 31 vignettes comprising four answers, 22 vignettes three answers, and 10 vignettes comprising two answers. 4. Each respondent evaluated a unique set of combinations. That is, the experimental design was fixed mathematically, ensuring that all 35 answers or elements were statistically independent of each other. However, each of the 251 respondents evaluated a unique set of 63 vignettes, enabling the experimental design to cover a great deal of the so-called design space of possible combinations. Running the Study The 251 respondents who participated were selected to be beauty product shoppers. The study used a commercial e-panel provider, specializing in these types of on-line studies. The respondents had already signed up to participate in various studies and were incentivized by the panel company. No one from the researcher group ‘knew’ the identity of the panelists, who could only be identified by their answers, and by an extensive, self-profiling questionnaire administered AFTER the evaluation of the 63 test vignettes. Figure 1 shows the orientation page. The page provides very little data about the purpose of the study, and the nature of the test stimuli. The reason for the paucity of information is that we want the respondent to be free of any expectations, so that the answers reflect her attitudes alone. The only information of any relevance beyond the topic is the fact that the orientation page reinforces the fact that all vignettes differed from each other. Although this might seem a bit excessive, the reality of the Mind Genomics studies is that the same elements repeat in different vignettes. Some respondents are upset, feeling that they have ‘already evaluated that vignette.’ The orientation page dispels that worry. Figure 2 presents an example of a four-element vignette. No effort is made to connect the rows of text. The objective is not to present a densely worded paragraph containing all the information, but rather to throw the different ideas at the respondent, and let the respondent evaluate the combination. The respondent often does so in an intuitive manner, rather than in a considered, intellectual manner, precisely in the manner desired. The objective of Mind Genomics is to pierce the intellectual veneer and move to the emotionally-driven aspect
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