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1.
    
A basic aim of marketing research is to predict consumers’ preferences and the success of marketing campaigns at the population-level. However, traditional marketing tools have various limitations, calling for novel measures to improve predictive power. In this study, we use multiple types of measures extracted from electroencephalography (EEG) recordings and machine learning (ML) algorithms to improve preference prediction based on self-reports alone. Subjects watched video commercials of six food products as we recorded their EEG activity, after which they responded to a questionnaire that served as a self-report benchmark measure. Thereafter, subjects made binary choices over the food products. We attempted to predict within-sample and population level preferences, based on subjects’ questionnaire responses and EEG measures extracted during the commercial viewings. We reached 68.5% accuracy in predicting between subjects’ most and least preferred products, improving accuracy by 4.07 percentage points compared to prediction based on self-reports alone. Additionally, EEG measures improved within-sample prediction of all six products by 20%, resulting in only a 1.91 root mean squared error (RMSE) compared to 2.39 RMSE with questionnaire-based prediction alone. Moreover, at the population level, assessed using YouTube metrics and an online questionnaire, EEG measures increased prediction by 12.7% and 12.6% respectively, compared to only a questionnaire-based prediction. We found that the most predictive EEG measures were frontal powers in the alpha band, hemispheric asymmetry in the beta band, and inter-subject correlation in delta and alpha bands. In summary, our novel approach, employing multiple types of EEG measures and ML models, offers marketing practitioners and researchers a valuable tool for predicting individual preferences and commercials’ success in the real world.  相似文献   

2.
    
Astoundingly, recent technological advancements have enabled robots to display emotions. Yet, while emotional expression is valued in the field of service, understanding emotions in human-robot interaction remains underexplored. Since emotions are contagious/transmittable, this study utilised Instagram data to uncover how emotional robots influence potential consumers’ affective feelings. By employing machine learning algorithms and sentiment analysis, the findings suggest that the expressions of surprise and happiness are key to creating positive impacts on potential consumers. The cross-disciplinary nature of this study lays the groundwork for next-level social, design, and creative experiences in artificial intelligence research regarding consumer service and experience contexts.  相似文献   

3.
    
Consumer services literature offers substantial evidence that ethnocentric consumers tend to prefer domestic over foreign products. Yet no research to date has delved into the question how consumer ethnocentrism (CE) modulates the neural processing of products. This is the first study resorting to neuroimaging to explore to what extent CE levels affect the processing of domestic (Spain) and foreign (USA and China) products. The brain data yielded by neuroimaging reveal that highly ethnocentric consumers experience a greater degree of activation in brain regions linked to self-reference and reward when considering to purchase domestic products and a greater activation in brain regions related to risk in the case of foreign products.  相似文献   

4.
    
The purpose of this study is to investigate (1) if online celebrities can directly emotionally influence consumers, and (2) if the other audiences of the same livestream can indirectly emotionally influence consumers to increase their willingness to buy the products recommended by the online celebrities. Therefore, to understand the reasons for the successes of livestreaming e-commerce. Two studies have been conducted: in Study 1, a questionnaire-based survey has been used for data collection and AMOS version 17.0 software was used to analyze the data of the Structural Equation Modelling (SEM); in Study 2, a web data crawler for data collection was developed using python software, and the collected data were processed by ICTCLAS text splitting tool and analyzed by Stata/MP 13.0 software for the econometric model constructed in this paper. This study found that the performance of online celebrities can stimulate consumers' emotions, and thus enhance consumers' purchase intention regarding the products recommended. This study also found that pleasure, arousal, admiration, and emotional trust can influence purchase behavior for cosmetics and clothing. For food products, only pleasure emotion, arousal emotion and admiration emotion can increase the willingness to purchase such products. For other audiences who watch the same Online celebrity for food products, the pleasure, arousal, and admiration emotions can increase searches for, and purchases of the products recommended. This study identified that online celebrities' performances can emotionally influence consumers' willingness to purchase products recommended by online celebrities directly. In addition, the emotions of audiences watching the online celebrities can indirectly influence consumers' willingness to purchase products recommended by the online celebrities.  相似文献   

5.
    
This research explores the pandemic-related experiences of frontline employees (FLEs) relative to customer rule-enforcement interactions within retail and service industries. Using a survey, incorporating closed-ended and CIT questions, we investigated, from the FLEs' perspectives, the occupational stress of rule-enforcement, company expectations of FLEs regarding rule enforcement, and the emotional impact of customer interactions on FLEs. Results indicate that several customer misbehaviors, such as not following rules and being rude, produce significant occupational stress. Further, based on our CIT assessments, many of the FLEs’ recounted rule-enforcement incidents involved negative customer reactions, translating to heightened negativity for FLEs due to emotional contagion.  相似文献   

6.
    
This paper enlarges extant theory on environmental retail by providing evidence that motivational orientation moderates the relationship between arousal and response. Our conceptual model focuses on the phenomenon of motivational orientation as moderator on the relationship between arousal and shopping intention. We extend Kaltcheva and Weitz model, since their focus was on the association between arousal and pleasure. We measured shopping behavior, as consequence variable in the framework, in six different formats (e.g. satisfaction, loyalty, money $, minutes, products). We did four studies in a 2×3 design with motivational orientation (hedonic vs. utilitarian) and arousal (high vs. moderate vs. low levels). After the procedures, the questionnaire listed the scales. The four studies did provide enough evidence that motivational orientation moderates the relationships proposed by Mehrabian and Russell's theoretical framework and those ones proposed by our model.  相似文献   

7.
The increasing number of active Internet users has encouraged companies to compete to design the most efficient online ads for their target audience. While some companies build their ads based on the functional and instrumental benefits of their advertised products (i.e., utilitarian banners), others emphasize the experiential, personal, and emotional advantages of purchasing their product (i.e., hedonic banners). This is the first study to use neuroimaging to address the debate in the literature regarding the processing and effectiveness of these types of messages. By means of functional Magnetic Resonance Imaging (fMRI), we explored the neural mechanisms by which an individual consumer trait, namely consumer impulsiveness, influences the evaluation of hedonic and utilitarian banners. The neural results revealed that more impulsive consumers exhibit a higher level of activation in brain regions linked to reward, trust, emotion, as well as a reduction of activity in self-control brain networks, when viewing hedonic banners. Consumers reporting lower levels of impulsiveness (i.e., prudent users), in turn, exhibited stronger activation in brain regions associated with self-control and cognition when evaluating utilitarian banners. Consequently, on the basis of an objective and neuropsychological approach, these results can be used to inform companies about the type of online advertising they should use based on the characteristics of their target audience.  相似文献   

8.
    
There is growing evidence indicating that background music has a significant impact on consumer purchasing behavior. However, there is limited research on the placement of background music in live streaming commerce. This study conducted a single-factor experiment with three conditions (playing during purchase phase, continuous playing, and control group) to investigate the effects on arousal, consumer memory, and purchase intention. Results show that live streaming with background music increase consumer's purchase intention and arousal. Specifically, background music playing during purchase phase leads to higher purchase intention and consumer memory than continuous playing. Continuous playing induces higher arousal than background music playing during purchase phase. Process measures reveal that playing during purchase phase (vs. continuous playing) reduces arousal, thus enhancing consumer memory and leads to higher purchase intention. Continuous playing, however, induces arousal but impairs consumer memory, subsequently leading to lower purchase intention.  相似文献   

9.
    
Drawing on service encounters and experiential marketing theories, this study examined the relationship between geriatric service, memorable experience, emotional intelligence, and senior customers' attitudinal and behavioural responses. The research was conducted at geriatric hotels in Portugal. The results showed that, compared to impersonal encounters, employee service has a significantly greater effect on customer satisfaction, memorable experience, and customer loyalty. In addition, customers' memorable experiences mediated the relationship between different service encounters and organisational outcomes. However, customers’ emotional intelligence had minimal effects on these relationships. The discussion and implications of these findings are offered to researchers and practitioners.  相似文献   

10.
    
The COVID-19 pandemic has altered consumer behaviour, leading to varying levels of perceived risk for different products and services. Companies must reassess their market segmentation strategies and adapt them to take effective countermeasures to improve employee performance and achieve the desired results. Research on post-pandemic segmentation is lacking. Thus, this study aims to create consumer archetypes based on perceived risk and examine how they affect behaviour and emotions post-pandemic. Based on 1,140 survey responses from Taiwanese consumers, consumer segments are classified into three archetypes: Moderate, Aggressive, and Hesitant. The Hesitant group mainly comprised senior women who faced high physical and psychological risks. In contrast, the moderate archetype group had the lowest levels of perceived risk but showed less interest in shopping activities and personal hygiene than the other two groups. Aggressive shoppers prioritise quality and convenience, with fluctuating emotions during shopping, despite moderate concerns about the virus.  相似文献   

11.
站在全球经济大系统的高度,分析国际金融危机的实体传染机制、金融传染机制和预期传染机制。为切断危机传染的途径、防范危机传染的发生,应提高实体部门、金融机构和金融市场的抗传染能力,减少市场预期的负面影响,加强国际协调与合作等。  相似文献   

12.
13.
The present study aims to examine how consumer guilt and consumer animosity, as moderators, can impact consumers' purchase intention toward domestic products. A total of 385 responses were used to test the proposed relationship. PROCESS macro was used to examine the mediating and moderating relationships. The present study provides guidance to international marketers on why and how they should do extra efforts to mitigate guilt feeling. The study contributes to the growing body of literature on consumer ethnocentrism by investigating moderating role of consumer guilt and consumer animosity.  相似文献   

14.
改革开放三十年来,社会生活的各个方面都发生了巨大变化。消费日益成为人们日常生活不可或缺的组成部分。本文深入分析了不同时期城市居民的消费特征,对改革开放三十年来城市居民的消费演变进行系统梳理。总体来看,改革开放后至20世纪80年代,城市居民消费结构连渐优化,在20世纪80年代中后期形成耐用消费品热潮;在消费态度方面.居民从被动消费向主动消费转变,但“他人取向”仍占据主流。20世纪90年代至今,城市居民耐用消费品升级,形成“倒金字塔”结构.居民文化消费领域扩大,个性化消费意识增强。  相似文献   

15.
    
Insights and tools from neuroscience are of great value to marketers. Neuroscientific techniques allow consumer researchers to understand the fundamental neural underpinnings of psychological processes that drive consumer behavior, and elucidate the “black box” that is the consumer's mind. In the following review, we provide an overview of the fundamental tenets of consumer neuroscience, selectively outline key areas of marketing that consumer neuroscience has contributed to, compare and contrast neuroscientific tools and methods, and discuss future directions for neurophysiological work in marketing. In doing so, we illustrate the broad substantive landscape that neuroscience can add value to within marketing.  相似文献   

16.
Decision Neuroscience   总被引:2,自引:0,他引:2  
This article presents an introduction to and analysis of an emerging area of research, namely decision neuroscience, whose goal is to integrate research in neuroscience and behavioral decision making. The article includes an exposition of (1) how the exponential accumulation of knowledge in neuroscience can potentially enrich research on decision making, (2) the range of techniques in neuroscience that can be used to shed light on various decision making phenomena, (3) examples of potential research in this emerging area, and (4) some of the challenges readers need to be cognizant of while venturing into this new area of research. The genesis of this workshop session and article was a meeting that Dipankar Chakravarti, Antoine Bechara, and Baba Shiv had one balmy Iowa City summer afternoon in 2003. We coined the term Decision Neuroscience to describe the emerging stream of research outlined in this article.  相似文献   

17.
论消费者忠诚与理性的均衡   总被引:1,自引:0,他引:1  
郭国庆  孟捷 《财贸经济》2004,(11):87-91
本文从企业、消费者和社会等不同角度研究了消费者忠诚与消费者理性问题.企业培育消费者忠诚的前提是必须加强营销道德建设,为消费者创造并传递有价值的产品或服务,而不仅仅是营销手段的应用.与此同时,企业也应为消费者理性的培养切实负起责任,以实现消费者忠诚与理性的均衡统筹,从而为企业的长远发展奠定坚实基础.  相似文献   

18.
This work utilizes the theory of social power as a lens through which to analyze the power structure of firms and consumers involved in crowdsourcing and discusses the managerial implications of this power balance. The results of this analysis reveal how power is structured differently in each form of crowdsourcing, with consumer power being strongest in the case of idea crowdsourcing and weakest in the case of microtask crowdsourcing. These differences in power have implications for managers who initiate and maintain crowdsourcing endeavors. Understanding the structure of consumer power in different types of crowdsourcing allows firms to better prepare for the wide range of possible outcomes as consumers inevitably push their own agendas regardless of whether or not these agendas are aligned with those of the firm.  相似文献   

19.
Over the period between end‐2009 and end‐2015, Greece experienced two discernible financial crises. This paper undertakes a correlation analysis of risk premia to investigate the nature and extent of contagion from these crises to other selected Eurozone countries. A commonly expressed view is that the effects of the second crisis were more muted since the systemic risks were seen by markets as being lower. However, using a rolling correlation model, a Dynamic Conditional Correlation GARCH (DCC‐GARCH) model and a t‐copula model we find that this is not the case. Broadly speaking, the contagion effects of the second crisis were at least as large as those associated with the first one.  相似文献   

20.
The current bilateral relationship between the United States and Iran is fraught with intense political and military tension revolving around the nuclear issue in Iran. Open hostility between the two governments has recently spilled over into national, regional, and global forums. Despite this turmoil, the Iranian consumer is actively engaged in the global marketplace, buying goods from around the world. Our research spotlights Iranian consumers’ attitudes toward importing and buying foreign-made products, with a special focus on American-made products. Our 2006 survey of 902 Iranian consumers suggests that Iranians are very open, but not exclusively so, to the purchase of foreign-made and American-made products. We also found the political-military bilateral tension or animosity between the Iranian and American governments has not transferred to the Iranian consumer. The Iranian consumers’ openness to foreign-made (including American-made) goods, coupled with low consumer animosity vis-à-vis the United States from Iranian consumers, provides an opportunity for American and Western multinational companies to actively compete for and engage with the Iranian consumer in the Iranian marketplace.  相似文献   

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