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Finding creative drivers of advertising effectiveness with modern data analysis 用现代数据分析寻找广告有效性的创造性驱动因素
IF 3 4区 管理学 Q3 BUSINESS Pub Date : 2022-10-14 DOI: 10.1177/14707853221134258
John R. Williams, Nicole Hartnett, G. Trinh
The Modern Data Analysis paradigm (Williams, 2021) advocates using multiple methods to address the same research question, which is rarely done in studies of advertising creative effects. In this paper, we apply the MDA paradigm to data from Hartnett, Kennedy, et al. (2016), which coded 158 creative variables for 312 television advertisements with commercially validated short-term sales effectiveness outcomes. We found that many models give higher classification accuracy than the ordinal regression model previously applied, some significantly higher. Importantly, by applying many alternative but equally plausible analytical methods, we can identify creative variables associated with commercial success and have evidence-based confidence that these creative variables are artefacts of the data, and not artefacts of any particular analytical method and its associated assumptions. The findings reveal several alternative creative variables that are consistently associated with sales success across methods, which relate to the timing aspects of visual branding.
现代数据分析范式(Williams, 2021)提倡使用多种方法来解决相同的研究问题,这在广告创意效果的研究中很少做。在本文中,我们将MDA范式应用于Hartnett, Kennedy等人(2016)的数据,该数据为312个具有商业验证的短期销售效果结果的电视广告编码了158个创意变量。我们发现许多模型的分类精度高于之前使用的有序回归模型,有些模型的分类精度明显更高。重要的是,通过应用许多可选择但同样合理的分析方法,我们可以识别与商业成功相关的创造性变量,并有证据证明这些创造性变量是数据的人工产物,而不是任何特定分析方法及其相关假设的人工产物。研究结果揭示了几个与销售成功相关的创意变量,这些变量与视觉品牌的时机有关。
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引用次数: 2
Unmuted: An Indigenist truth-telling provocation Unmuted:靛蓝主义的真相挑衅
IF 3 4区 管理学 Q3 BUSINESS Pub Date : 2022-10-07 DOI: 10.1177/14707853221132447
M. Raciti
This article is different, in a good way. This article draws inspiration from Australian Indigenous scholar Nakata’s (2007) theory of the cultural interface—the touchpoint between Western knowledge systems and Indigenous knowledge systems. Come with me, and let me tell you a story about Indigenous methodologies and other acts of research sovereignty using an Indigenous storytelling methodology. Let me tell you about my reflections as an Aboriginal marketing professor, and be warned, I will challenge you with provocative questions designed to shock you into new thinking and truth-telling. I will also provide guidance to improve your market research practice.
这篇文章与众不同。本文的灵感来源于澳大利亚土著学者Nakata(2007)的文化界面理论——西方知识体系和土著知识体系之间的接触点。跟我来,让我给你讲一个关于土著方法论和其他使用土著讲故事方法论的研究主权行为的故事。让我告诉你我作为一名原住民营销教授的反思,请注意,我会用挑衅性的问题来挑战你,这些问题旨在让你产生新的思维和讲真话。我还将提供指导,以改进您的市场研究实践。
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引用次数: 1
Cash Lotteries in Online Access Panels: Stating the Odds of Winning? 在线访问面板中的现金彩票:说明中奖几率?
IF 3 4区 管理学 Q3 BUSINESS Pub Date : 2022-09-22 DOI: 10.1177/14707853221129504
Tobias Gummer, Irina Bauer
Since cash lotteries are frequently employed to stimulate participation in web surveys sampled from online access panels, the present study assesses the research gap concerning the relevance of respondents knowing their odds of winning these cash lotteries. Prior studies on the use of cash lotteries have not provided the odds of winning to respondents, which may have obscured their effects. Based on an experiment in which we varied the number of prizes, the size of prizes, and whether respondents knew the odds of winning, we replicated the findings of prior studies on the use of cash lotteries. Most importantly, our findings show that knowing the odds of winning cash lotteries did not affect the participation in our survey and did not influence the effects of other survey design elements. In our study, we provide survey practitioners with recommendations on the use of cash lotteries in online access panels and close with an outlook for future research on this topic.
由于现金彩票经常被用来刺激人们参与从在线访问面板中抽样的网络调查,本研究评估了受访者知道自己中奖几率的相关性方面的研究差距。先前关于现金彩票使用的研究没有向受访者提供中奖几率,这可能掩盖了其影响。基于一项实验,我们改变了奖品的数量、奖品的大小以及受访者是否知道中奖几率,我们复制了之前关于现金彩票使用的研究结果。最重要的是,我们的研究结果表明,知道赢得现金彩票的几率不会影响参与我们的调查,也不会影响其他调查设计元素的影响。在我们的研究中,我们向调查从业者提供了关于在在线访问面板中使用现金彩票的建议,并对该主题的未来研究进行了展望。
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引用次数: 0
Does ticket sales information disclosure affect speed of ticket sales? 售票信息披露是否影响售票速度?
IF 3 4区 管理学 Q3 BUSINESS Pub Date : 2022-08-16 DOI: 10.1177/14707853221119382
Chia-Ning Chiu, Ling-Chieh Kung, Pei-Yu Sun
We analyze a Taiwanese theatre company’s ticket sales from 2008 to 2012 to investigate whether a consumer’s willingness to pay for a ticket was affected by the company’s disclosure of sales information (sales outcome). Sales are stratified by price band in order to understand the unique demand of each price bracket. We hypothesize that the sales outcome of a price band has a positive effect on the willingness to pay for a ticket in that price band, but that effect from other price bands is negative. Our findings support this hypothesis using the historical data of ticket sales from a Taiwanese theater. We also find that the sales speed decreases when the length of selling period becomes longer.
我们分析了一家台湾戏剧公司2008年至2012年的门票销售情况,以调查消费者的购票意愿是否受到该公司披露销售信息(销售结果)的影响。销售额按价格段进行分层,以了解每个价格段的独特需求。我们假设,一个价格区间的销售结果对该价格区间的购票意愿有积极影响,但其他价格区间的影响是负面的。我们的研究结果支持了这一假设,使用了台湾剧院门票销售的历史数据。我们还发现,当销售周期的长度变长时,销售速度会下降。
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引用次数: 1
Call for papers: 20 years of Net Promoter Score: Looking back and looking forward 征文:20年的净推荐值:回顾和展望
IF 3 4区 管理学 Q3 BUSINESS Pub Date : 2022-08-09 DOI: 10.1177/14707853221115062
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引用次数: 0
Does making less effort entail satisfaction? A large empirical study on client relationship services 付出更少的努力会带来满足感吗?客户关系服务的大型实证研究
IF 3 4区 管理学 Q3 BUSINESS Pub Date : 2022-07-19 DOI: 10.1177/14707853221113953
Caroline Ardelet, C. Benavent
The customer effort score has become one of the indicators most monitored by companies in recent years. The idea is that the less effort customers exert when interacting with a brand, the more satisfied they will be, the more likely they will recommend and continue interacting with the brand. In this article, we explore the actual relationship between the client’s effort to solve the problem that led them to contact the brand and the satisfaction derived from this interaction. We present a weekly survey conducted over 2 years, covering 314 194 interactions with 96 brands from 2016 to 2017. The results show a negative effect of client effort intensity on satisfaction, except in some situations where effort intensity increases satisfaction, with an interaction effect of the interaction channel, and the business sector.
近年来,客户努力度评分已成为企业最关注的指标之一。其理念是,消费者在与品牌互动时付出的努力越少,他们就会越满意,他们就越有可能推荐并继续与该品牌互动。在本文中,我们探讨了客户为解决导致他们接触品牌的问题所做的努力与这种互动所产生的满意度之间的实际关系。我们每周进行一次调查,为期两年,涵盖2016年至2017年与96个品牌的314194次互动。结果显示,客户努力强度对满意度有负向影响,但在某些情况下,努力强度会增加满意度,并具有互动渠道和业务部门的互动效应。
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引用次数: 2
A practical review of electroencephalography’s value to consumer research 脑电图在消费者研究中的实用价值综述
IF 3 4区 管理学 Q3 BUSINESS Pub Date : 2022-07-08 DOI: 10.1177/14707853221112622
Aaron N. McInnes, B. Sung, Reyhaneh Hooshmand
Electroencephalography (EEG) offers insights into the neural responses of consumers to marketing stimuli which can be used to evaluate the effectiveness of such stimuli in directing favorable consumer behavior in real-world settings. This practical review provides guidelines for using EEG in consumer and marketing research. It provides recommendations for how EEG may effectively be employed in neuromarketing in the future. EEG requires careful experimental design, and as such, we outline current recommendations for the collection, processing, analysis, and interpretation of EEG evoked potentials (i.e., event related potentials; ERP) and spectral content (i.e., EEG frequency). By providing an introductory overview of EEG measures in marketing and consumer research, this practical review extends previous literature that is primarily focused on other neuroimaging techniques (e.g., functional magnetic resonance imaging) and other disciplines (e.g., economics and organizational behaviour). Furthermore, by reviewing how EEG has been used throughout psychophysiological and neuromarketing research, we provide recommendations on how EEG can be used to measure marketing-related outcomes. These include processes relating to perception, attention, memory, emotion, and cognitive load, demonstrating the unique value of considering the neural responses captured by EEG in understanding and predicting consumer behavior.
脑电图(EEG)提供了消费者对营销刺激的神经反应的见解,可用于评估此类刺激在现实世界环境中引导有利消费者行为的有效性。这篇实用综述为在消费者和市场研究中使用脑电图提供了指导。它为脑电在未来如何有效地应用于神经营销提供了建议。EEG需要仔细的实验设计,因此,我们概述了当前关于EEG诱发电位(即事件相关电位;ERP)和频谱内容(即EEG频率)的收集、处理、分析和解释的建议。通过提供营销和消费者研究中脑电图测量的介绍性概述,本实用综述扩展了以前主要关注其他神经成像技术(如功能磁共振成像)和其他学科(如经济学和组织行为学)的文献。此外,通过回顾脑电图在整个心理生理学和神经营销研究中的使用情况,我们就如何使用脑电图来衡量营销相关结果提出了建议。这些过程包括与感知、注意力、记忆、情绪和认知负荷有关的过程,证明了考虑脑电图捕捉的神经反应在理解和预测消费者行为方面的独特价值。
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引用次数: 4
A Question of Gender: Gender classification in international research 性别问题:国际研究中的性别分类
IF 3 4区 管理学 Q3 BUSINESS Pub Date : 2022-06-29 DOI: 10.1177/14707853221108663
Trixie Cartwright, Clive Nancarrow
The research community acknowledges that in many countries and cultures there is greater recognition of the diversity of genders with which people identify. In this paper we define and discuss the categories of “sex”, “gender” and related categories and how research participants might identify themselves within these categories. We discuss methods researchers use to classify participants. We examine in depth the principal method the research community uses, namely “asking questions”, but we also cover techniques based on observation. We evaluate the possible formats of questions – the introductory question posed, the response options, and, where appropriate, offer suggestions. We note the implications for international research, especially in countries where diversity and associated inclusivity are not yet recognised. The need for research in different cultures is recommended. We note the consequences and implications of adopting or not adopting questions that recognise diversity.
研究界承认,在许多国家和文化中,人们更加认识到性别的多样性。在本文中,我们定义并讨论了“性”、“性别”和相关类别的类别,以及研究参与者如何在这些类别中识别自己。我们讨论了研究人员对参与者进行分类的方法。我们深入研究了研究界使用的主要方法,即“提问”,但我们也涵盖了基于观察的技术。我们评估问题的可能形式——提出的介绍性问题、回答选项,并在适当的情况下提出建议。我们注意到这对国际研究的影响,特别是在多样性和相关包容性尚未得到承认的国家。建议在不同文化中进行研究。我们注意到采用或不采用承认多样性的问题的后果和影响。
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引用次数: 3
The impact of social media visual features on acceptance of meat substitute 社交媒体视觉特征对肉类替代品接受度的影响
IF 3 4区 管理学 Q3 BUSINESS Pub Date : 2022-06-09 DOI: 10.1177/14707853221107309
F. Septianto, Joya A. Kemper, H. P. Quang, Shuge Li, Junbum Kwon
There is a growing demand for meat substitutes among consumers, given that excessive meat consumption is associated with negative consequences for personal health and the environment. However, the market shares of such meat substitutes remain low, thus highlighting the need to further investigate how to increase consumer acceptance of meat substitutes. The present research investigates social media data of plant-based meat brands and explores how visual features could lead to a high number of likes, which is a numerical representation of social acceptance. The findings of this research show that social media posts with warm color, vertical symmetry, and horizontal symmetry receive a higher number of likes. Further, there is a joint effect between warm color and vertical symmetry, such that vertical symmetry would strengthen the positive effect of warm color on the number of likes. These findings offer a more nuanced understanding of how to increase consumer acceptance of meat substitutes and how to promote plant-based meat brands in social media.
鉴于过度食用肉类会对个人健康和环境造成负面影响,消费者对肉类替代品的需求越来越大。然而,此类肉类替代品的市场份额仍然很低,因此需要进一步调查如何提高消费者对肉类替代品。本研究调查了植物肉品牌的社交媒体数据,并探讨了视觉特征如何导致大量点赞,这是社会接受度的数字表示。这项研究的结果表明,具有暖色、垂直对称和水平对称的社交媒体帖子获得了更高的点赞数量。此外,暖色和垂直对称之间存在联合效应,因此垂直对称将加强暖色对点赞数量的积极影响。这些发现为如何提高消费者对肉类替代品的接受度以及如何在社交媒体上推广植物肉品牌提供了更细致的理解。
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引用次数: 2
Brand evaluations in sponsorship versus celebrity endorsement 赞助与名人代言中的品牌评价
IF 3 4区 管理学 Q3 BUSINESS Pub Date : 2022-06-03 DOI: 10.1177/14707853221106309
Oliver Schnittka, J. Hofmann, Marius Johnen, Carsten Erfgen, Z. Rezvani
Prior research conceptually assumes that sponsorships might have a stronger impact on brand attitude than do celebrity endorsements primarily due to the more indirect and less commercial intent to persuade. However, empirical evidence is lacking on why and under what conditions this assumed effect of sponsorships actually occurs. This paper empirically analyses potential mediating and moderating drivers of the effect of sponsorships compared with that of celebrity endorsements. The results reveal that higher level of perceived brand authenticity mediates the effect of sponsorships versus celebrity endorsement on brand attitude. Furthermore, the effect of sponsorships on brand authenticity is superior when (a) relative corporate social responsibility (CSR) spending in the industry is low and (b) the corporate reputation of the firm is good.
先前的研究从概念上假设赞助可能比名人代言对品牌态度的影响更大,主要是因为赞助更间接,更少的商业意图。然而,关于赞助的这种假设效应为什么以及在什么条件下实际发生,缺乏经验证据。本文实证分析了赞助效应与名人代言效应的潜在中介和调节驱动因素。结果表明,较高的品牌真实性感知水平在赞助与名人代言对品牌态度的影响中起中介作用。此外,当(a)行业内相对企业社会责任(CSR)支出较低,(b)企业声誉良好时,赞助对品牌真实性的影响更大。
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引用次数: 1
期刊
International Journal of Market Research
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