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Development of a hybrid model to plan segment based optimal promotion strategy 基于细分市场的最优促销策略混合规划模型的建立
IF 3 4区 管理学 Q3 BUSINESS Pub Date : 2022-11-16 DOI: 10.1177/14707853221139599
Y. Ekinci, A. Güran
The study addresses the long-term effects of promotions in terms of movement in a value-based segmentation (lead, iron, gold, platinum), instead of simply looking at response rates that occur shortly after the promotion. The study develops a framework for planning an optimal promotion strategy via Markov Decision Processes and Machine Learning methods for an online department store. In the first phase, the states are set as the customer profitability segments in order to conduct the MDPs. Then, MDP model is solved, and the optimal decision for each segment is determined. In the second phase, in order to aid the company for making their plans for the next year, the segment that the customer will belong to next year should be predicted. Prediction of the future customer profitability segment is performed by using several machine learning algorithms, and the best performing model is selected. Using this best performing model, the company can predict the future (potential) profitability segment of the customer and make plans which include the optimal promotions that will be directed to the customers depending on their segments (these optimal promotions are the outcomes of the first phase). The proposed framework can be applied by practitioners in e-commerce companies which keep customer data.
该研究从基于价值的细分市场(铅、铁、金、白金)的移动角度来解决促销的长期影响,而不是简单地关注促销后不久的回复率。该研究通过马尔可夫决策过程和机器学习方法为在线百货商店开发了一个规划最佳促销策略的框架。在第一阶段,为了执行MDPs,将各州设置为客户盈利能力部分。然后,对MDP模型进行求解,确定各区段的最优决策。在第二阶段,为了帮助公司制定下一年的计划,需要预测客户明年将属于哪个细分市场。通过使用几种机器学习算法对未来客户盈利能力细分进行预测,并选择表现最佳的模型。使用这个最佳表现模型,公司可以预测客户的未来(潜在)盈利部分,并制定计划,其中包括将根据客户的细分直接针对客户的最佳促销(这些最佳促销是第一阶段的结果)。所建议的框架可由电子商务公司的从业人员应用,这些公司保存客户数据。
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引用次数: 0
Amplifying marginalised consumers’ voices: A case for trauma-informed qualitative methodologies 扩大边缘化消费者的声音:基于创伤的定性方法
IF 3 4区 管理学 Q3 BUSINESS Pub Date : 2022-11-16 DOI: 10.1177/14707853221139576
Elizabeth Crosby, Kim McKeage, T. Rittenburg, N. Adkins
The lived experiences of marginalised consumers are relatively absent in the marketing canon. In this article, we propose layering a trauma-informed approach onto the qualitative research methodologies of depth-interviewing and collaging to enhance the voices of marginalised consumers. Although marketing researchers are trained to consider potential risks to research participants, little formal guidance exists on how to negotiate the research space when the phenomenon of interest involves or intersects with consumer marginalisation. Application of a trauma-informed approach (TIA) not only offers a path toward effective methodologies to better understand the lived experiences of marginalised consumers, but also provides a method to amplify their voices. Adopting a TIA approach ensuring informants’ physical and emotional safety can build trust, engage informants in the research process, and encourage open, honest responses among marginalised consumers who often feel disenfranchised in the marketplace.
在营销经典中,边缘化消费者的生活经历相对缺失。在本文中,我们建议将创伤知情方法分层到深度访谈和拼贴的定性研究方法上,以增强边缘化消费者的声音。尽管市场研究人员接受过考虑研究参与者潜在风险的培训,但当感兴趣的现象涉及或与消费者边缘化交叉时,关于如何协商研究空间的正式指导很少。创伤知情方法(TIA)的应用不仅为更好地理解边缘化消费者的生活经历提供了有效的方法,而且还提供了一种放大他们声音的方法。采用TIA方法确保举报人的身体和情感安全,可以建立信任,使举报人参与研究过程,并鼓励经常感到在市场中被剥夺权利的边缘化消费者做出公开、诚实的回应。
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引用次数: 1
Value Co-Creation: For respectful research with Aboriginal Australians 价值共同创造:尊重澳洲原住民的研究
IF 3 4区 管理学 Q3 BUSINESS Pub Date : 2022-11-16 DOI: 10.1177/14707853221139700
Jayne Lawrence (Wiradjuri), Mark Lock (Ngiyampaa), Jodie Kleinschafer, Phillip Naden (Wiradjuri and Gamilaraay), Cassandra Gibbs (Gamilaraay), Joseph Gordon (Ngemba and Barranbinja), Oliver K Burmeister
Bringing together individuals of diverse perspectives in a research team can be challenging, especially when one perspective has been largely unacknowledged. The phrase ‘Value co-creation’ is used ...
在一个研究团队中汇集具有不同观点的个人可能具有挑战性,特别是当一种观点在很大程度上未得到承认时。使用了“价值共同创造”这个短语……
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引用次数: 1
Researching vulnerable participants: The role of critical reflexivity in overcoming methodological challenges 研究弱势参与者:关键反身性在克服方法论挑战中的作用
IF 3 4区 管理学 Q3 BUSINESS Pub Date : 2022-11-05 DOI: 10.1177/14707853221137467
Mona Nikidehaghani, Freda Hui-Truscott, C. Cortese
In this paper, we critically reflect on the methodological challenges encountered during a qualitative research project that examined the effectiveness of the Australian National Disability Insurance Scheme (NDIS). We draw on Lewis and Mehmet’s (2021) approach that combines aspects of autoethnography and reflexivity to focus on three key areas, inclusive research, informed consent, and recruitment, which we have considered in terms of mistrust and the roles of the gatekeeper. This paper contributes to our understanding of researching vulnerable and marginalised populations and highlights learnings for marketers as they seek to identify how to adequately capture the voices of the often voiceless. Key implications include acknowledging vulnerability as a multi-dimensional concept, adopting a continual reflective approach, selecting appropriate channels of communication, and considering team dynamics before and during research implementation. By showcasing our learning experiences, we guide other market researchers who are interested in exploring similarly marginalised or vulnerable groups.
在本文中,我们批判性地反思了在一个定性研究项目中遇到的方法论挑战,该项目研究了澳大利亚国家残疾保险计划(NDIS)的有效性。我们借鉴Lewis和Mehmet(2021)的方法,结合了自我民族志和反身性的各个方面,重点关注三个关键领域:包容性研究、知情同意和招聘,我们从不信任和看门人的角色角度考虑了这三个领域。本文有助于我们对研究弱势群体和边缘化人群的理解,并强调了营销人员的学习,因为他们试图确定如何充分捕捉经常无声的声音。关键含义包括承认脆弱性是一个多维概念,采用持续反思的方法,选择适当的沟通渠道,并在研究实施之前和期间考虑团队动态。通过展示我们的学习经验,我们指导其他有兴趣探索类似边缘化或弱势群体的市场研究人员。
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引用次数: 1
Impact of social media brand blunders on brand trust and brand liking 社交媒体品牌失误对品牌信任和喜爱的影响
IF 3 4区 管理学 Q3 BUSINESS Pub Date : 2022-11-01 DOI: 10.1177/14707853221132216
Ceren Hayran, Melis Ceylan
More companies are engaging with consumers in real-time on digital platforms, which may lead to accidental or unintentional sharing of messages. Accordingly, how to manage online brand crises has become an increasingly important issue for marketing managers. The present research explores how online brand blunders influence consumers’ trust and liking toward the blunderer brand, and the role of brand commitment in this relationship. Three studies show that consumers evaluate online brand blunders differently than they do product performance problems. Specifically, upon receiving negative brand blunder information, high (vs. low)-commitment consumers’ brand trust and brand liking decrease to a higher extent due to finding the blunder less humorous and more offensive. On the contrary, upon receiving negative product performance information, low (vs. high)-commitment consumers’ brand trust and brand liking decrease to a higher extent, which supports previous literature. Our findings suggest that managers should prioritize high and low-commitment consumers differently and tailor blunder communication in handling online brand crises.
越来越多的公司在数字平台上与消费者实时互动,这可能导致意外或无意的信息共享。因此,如何应对网络品牌危机已成为营销管理者日益关注的问题。本研究探讨线上品牌错误如何影响消费者对品牌的信任和喜爱,以及品牌承诺在这一关系中的作用。三项研究表明,消费者对在线品牌失误的评价与对产品性能问题的评价不同。具体而言,在收到负面的品牌失误信息后,高承诺消费者(相对于低承诺消费者)的品牌信任和品牌喜欢度下降的程度更高,因为他们认为品牌失误更不幽默,更具攻击性。相反,在收到负面的产品性能信息后,低承诺(相对于高承诺)消费者的品牌信任和喜爱度下降的程度更高,这与之前的文献相支持。我们的研究结果表明,在处理在线品牌危机时,管理者应该区分高承诺和低承诺消费者的优先级,并量身定制错误沟通。
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引用次数: 2
Impact of question topics and filter question formats on web survey breakoffs 问题主题和筛选问题格式对网络调查中断的影响
IF 3 4区 管理学 Q3 BUSINESS Pub Date : 2022-11-01 DOI: 10.1177/14707853211068008
Zeming Chen, A. Cernat, N. Shlomo, S. Eckman
Web surveys have become increasingly popular over the last decade, but they tend to suffer from breakoffs, which take place when respondents start the survey but do not complete it. Many studies have investigated the factors impacting breakoffs, but they often ignored the breakoff timing and gave scant attention to two factors: question topics and filter question formats (grouped vs. interleafed as defined by whether filter questions are presented upfront or not). Using survival analysis, this study first identifies when breakoffs are more likely to happen and what are the time-varying predictors of breakoffs. Then, by using a web survey that experimentally manipulates the filter question format and randomly orders the question topic, this study investigates the effect of question topics and filter question formats on the breakoff event and its timing. We find that most breakoffs tend to happen at the beginning of the questionnaire and at the place where a new question topic is introduced. While item nonresponse is associated with more breakoffs, it is surprising to see that open-ended and long questions are associated with a lower breakoff risk. Additionally, we discover that grouping the filter questions leads to fewer breakoffs at the beginning compared to the interleafed counterpart, but the breakoff risk in the grouped format catches up quickly when respondents realise their previous answers will trigger more questions. This study also shows that questions about insurance have more breakoffs while questions on demographics and income have fewer breakoffs despite their sensitivity level.
在过去的十年里,网络调查越来越受欢迎,但它们往往会出现中断,这种中断发生在受访者开始调查但没有完成的时候。许多研究都调查了影响中断的因素,但他们经常忽略中断时间,很少关注两个因素:问题主题和筛选问题格式(根据筛选问题是否提前提出的定义,分组与穿插)。通过生存分析,这项研究首先确定了何时更容易发生中断,以及中断的时变预测因素是什么。然后,通过实验操作过滤问题格式并随机排序问题主题的网络调查,本研究调查了问题主题和过滤问题格式对中断事件及其时间的影响。我们发现,大多数中断往往发生在问卷的开头和引入新问题主题的地方。虽然项目无回答与更多的中断有关,但令人惊讶的是,开放式和长问题与较低的中断风险有关。此外,我们发现,与插入式问题相比,对过滤问题进行分组在一开始会导致更少的中断,但当受访者意识到他们之前的答案会引发更多问题时,分组形式的中断风险会迅速上升。这项研究还表明,关于保险的问题有更多的中断,而关于人口统计和收入的问题尽管具有敏感性,但中断较少。
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引用次数: 1
The philosophical and methodological guidelines for ethical online ethnography 伦理在线人种志的哲学和方法指南
IF 3 4区 管理学 Q3 BUSINESS Pub Date : 2022-11-01 DOI: 10.1177/14707853221137459
Neil Hair, Duygu Akdevelioglu, Moira K. Clark
Ethical considerations are increasingly important because new online techniques of research such as online ethnography often have novel ethical challenges. Our research aims to help online ethnographers by providing a moral/philosophical framework to be used in making ethical decisions and guiding them to reflect on how these decisions affect and justify their methodological choices. We draw upon prior research on ethics and online ethnography, and utilize five key dimensions of moral and philosophical principles (autonomy, non-maleficence, beneficence, justice and trust, explicability) for our framework. Our research highlights essential ethical questions such as selecting a philosophical basis as your ethical frame and coming to terms with ambiguity, and related methodological guidelines such as avoiding personal prejudice, assumptions and bias, research site entry strategy, researcher’s communication with the participants, protection of data, research site exit strategy and communicating online research findings. This paper contributes to the existing literature by identifying how moral and philosophical guidelines impact our ethical and methodological choices when engaging in online ethnography and what this means in terms of research practice.
伦理考虑越来越重要,因为新的在线研究技术,如在线人种学,往往面临新的伦理挑战。我们的研究旨在通过提供一个道德/哲学框架来帮助在线人种学家做出伦理决定,并指导他们反思这些决定如何影响和证明他们的方法选择。我们借鉴了先前关于伦理和在线人种学的研究,并利用道德和哲学原则的五个关键维度(自主、非恶意、仁慈、正义和信任、可解释性)作为我们的框架。我们的研究突出了基本的伦理问题,如选择一个哲学基础作为你的伦理框架,并与歧义达成协议,以及相关的方法指南,如避免个人偏见,假设和偏见,研究站点进入策略,研究者与参与者的沟通,数据保护,研究站点退出策略和在线交流研究结果。本文通过确定道德和哲学准则如何影响我们在从事在线人种志时的伦理和方法选择,以及这在研究实践方面的意义,对现有文献做出了贡献。
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引用次数: 2
The novice nose knows: How olfactory knowledge shapes evaluation confidence 新手鼻子知道:嗅觉知识如何塑造评估信心
IF 3 4区 管理学 Q3 BUSINESS Pub Date : 2022-10-25 DOI: 10.1177/14707853221135542
Hua Meng, C. Zamudio, Jamie L. Grigsby
Prior consumer knowledge research compares differences between experts and novices within a product category, implicitly assuming that novices are similar across categories. Relying on the differences between incidental and intentional learning, as well as on the unique physiological characteristics of olfaction processing, we examine this assumption, comparing novice consumers between olfactory and non-olfactory categories and suggesting that olfactory novices are unique. Using electronic word-of-mouth (eWOM) analysis and experiments, we find that olfactory novices are more familiar with technical terms than non-olfactory novices in their product category. Thus, when exposed to technical olfactory product descriptions, olfactory novices are more confident in evaluating products by gaining a higher sense of understanding. This cross-category novice comparison and the underlying cognitive mechanism are new to the literature. The research highlights the theoretical importance of how olfactory novices are unique and shows how eWOM and experimental data can be combined in sensory marketing. Practically, we suggest scented product managers to provide more technical product descriptions for olfactory novices, especially when product trial is not feasible (e.g., online purchases).
先前的消费者知识研究比较了一个产品类别内专家和新手之间的差异,隐含地假设新手在不同类别之间是相似的。根据偶然学习和有意学习之间的差异,以及嗅觉加工的独特生理特征,我们检验了这一假设,比较了嗅觉和非嗅觉类别的新手消费者,并表明嗅觉新手是独特的。通过电子口碑分析和实验,我们发现嗅觉新手比非嗅觉新手更熟悉其产品类别中的技术术语。因此,当接触到技术嗅觉产品描述时,嗅觉新手通过获得更高的理解感,更有信心评估产品。这种跨类别新手比较及其潜在的认知机制在文献中是新的。该研究突出了嗅觉新手如何独特的理论重要性,并展示了eom和实验数据如何在感官营销中结合起来。实际上,我们建议气味产品经理为嗅觉新手提供更多的技术产品描述,特别是在产品试用不可行的情况下(例如,在线购买)。
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引用次数: 0
A template for conducting qualitative sales research in the Middle East 在中东进行定性销售研究的模板
IF 3 4区 管理学 Q3 BUSINESS Pub Date : 2022-10-22 DOI: 10.1177/14707853221136004
A. Malshe, J. Al-Khatib
Potential challenges in conducting international sales research, coupled with the lack of systematic guidance currently prevent western sales scholars from conducting research in emerging market contexts. The authors draw upon (a) their decade-long experience in conducting qualitative sales research in the Middle East (ME), as well as (b) depth interview data they collected specifically for this paper from eleven academics engaged in doing sales research in that region to propose a three-step framework for conducting qualitative sales research within the ME. The exclusivity of this framework to the ME context is rooted in its responsiveness to the unique elements and idiosyncrasies inherent within the ME culture. In addition to offering a systematic guidance, the framework implies that it is not the research expertise of the western scholars, but their ability to understand and respond to cultural nuances, and cultivate and employ soft skills such as communication, trust, relationship building, and/or mutual respect that may make or break their foray into conducting sales research in the ME markets.
开展国际销售研究的潜在挑战,加上目前缺乏系统的指导,阻碍了西方销售学者在新兴市场背景下开展研究。作者利用(a)他们在中东(ME)进行定性销售研究的十年经验,以及(b)他们专门为本文收集的来自该地区从事销售研究的11位学者的深度访谈数据,提出了在中东进行定性销售调查的三步框架。该框架对ME环境的排他性植根于其对ME文化中固有的独特元素和特质的反应。除了提供系统的指导外,该框架还意味着,不是西方学者的研究专业知识,而是他们理解和回应文化细微差别的能力,以及培养和运用沟通、信任、建立关系和/或相互尊重等软技能的能力,这可能会决定他们在中小企业市场进行销售研究的成败。
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引用次数: 1
The Impact of Behavioural Framing Effects on Market Research Conversion Rates 行为框架效应对市场研究转化率的影响
IF 3 4区 管理学 Q3 BUSINESS Pub Date : 2022-10-14 DOI: 10.1177/14707853221133048
Christopher Martin, Tom Mathar, Charlotte Duff, Katharine Johnson, Tereza Anderson
The cause-and-effect relationship between incentives and market research response rates is well documented. In general, we understand that - mediated by factors such as privacy and difficulty - the greater the compensation offered to participants, the greater propensity for task completion. However, there is little understanding of how the way in which an incentive is communicated impacts results. We believe studying this field will help insight industry practitioners who are often challenged by limited or fixed incentive budgets. By exploring and ranking framing methods, we aim to recommend to researchers the tactical options that will maximise return on investment. In this initial exploration, we have narrowed framing choices to a set identified by the field of behavioural economics. In particular, we investigate the relative impact of: (1) financial incentives, (2) the endowment effect, (3) social proof, (4) altruism and, (5) financial incentives plus loss aversion. These conditions can be considered to broadly fit within one of three categories: (a) financial incentives alone, (b) behavioural principles alone, (c) financial incentives plus behavioural principles. To replicate the real-world challenges of insight professionals, this was tested in an experimental design that sought to recruit existing Aegon customers into a new research panel. The experimental case study format also lends itself to high volumes. The results of this study are based on 91,289 recruitment emails delivered to Aegon customers across various weekday mornings. Each email contained either neutral information regarding the incentive to join - the opportunity to win up to £250 - or the same message framed using one of the experimental methods in test. Messages were repeated both in the subject line and the email body. Results were measured and analysed at the points of: (A) email open, (B) email click, (C) conversion as defined by screener completion, (D) conversion as defined by panel account created, and (E) engagement as defined by completing at least one task on the panel eligible for a point reward within 3 months of signup. Additionally, the unsubscribe rate was measured and compared across all messages. Prior to the launch of the study, our hypotheses were that email communications which utitlised the endowment effect, social proof or altruism would lead to higher conversion rates than messages regarding incentivisation. Further, we hypothesised that emails which utilised both financial incentives plus loss aversion framing in an additive capacity would deliver the highest conversion rate. Our analysis led to a rejection of all hypotheses. Ultimately, it was concluded that none of the tested framing effects performed significantly better, as per chi-squared tests, than the financial incentive group across open rate, click rate, conversion rate or engagement rate. However, the addition of loss aversion performed on par with the incentive only group for panel engage
激励和市场调查反应率之间的因果关系是有据可查的。总的来说,我们明白,在隐私和困难等因素的影响下,给参与者的报酬越大,完成任务的倾向就越大。然而,很少有人了解激励的传播方式如何影响结果。我们相信,研究这一领域将有助于洞察经常受到有限或固定激励预算挑战的行业从业者。通过探索和排名框架方法,我们的目标是向研究人员推荐将投资回报最大化的战术选择。在这一初步探索中,我们将框架选择缩小到行为经济学领域确定的一组。我们特别研究了以下因素的相对影响:(1)财务激励;(2)禀赋效应;(3)社会认同;(4)利他主义;(5)财务激励加损失厌恶。这些条件可以被认为大致符合以下三类之一:(a)单独的财政激励,(b)单独的行为原则,(c)财政激励加行为原则。为了复制洞察专业人士在现实世界面临的挑战,我们在一项实验设计中进行了测试,该实验设计试图将现有的Aegon客户招募到一个新的研究小组中。实验案例研究的形式也适合于高容量。这项研究的结果是基于在各个工作日上午发送给Aegon客户的91289封招聘邮件。每封邮件要么包含关于加入动机的中立信息——有机会赢得最高250英镑——要么包含使用测试中的一种实验方法编写的相同信息。邮件的主题和正文都是重复的。结果在以下几个点进行测量和分析:(A)电子邮件打开,(B)电子邮件点击,(C)通过筛选完成定义的转换,(D)通过创建小组帐户定义的转换,以及(E)通过在注册后3个月内完成至少一项有资格获得积分奖励的小组任务定义的参与度。此外,还测量并比较了所有消息的退订率。在这项研究开始之前,我们的假设是,利用禀赋效应、社会认同或利他主义的电子邮件交流,会比有关激励的信息产生更高的转化率。此外,我们假设,同时使用财务激励和损失规避框架的电子邮件将提供最高的转化率。我们的分析否定了所有的假设。最终,我们得出结论,根据卡方测试,在打开率、点击率、转化率或参与度方面,没有任何一种测试框架效应比财务激励组表现得更好。然而,在小组参与方面,损失厌恶的加入与只有激励的小组表现相当。此外,使用损失厌恶、利他主义和禀赋效应都导致退订率明显低于只有激励的组。这导致了一个微妙的结论,该结论推测,当在财务激励的附加能力中使用损失厌恶策略时,似乎为研究专业人员提供了最平衡的风险概况,而禀赋效应、社会认同和利他主义则提供了中等至更糟的风险概况。最后,我们强调在这一领域需要更多的证据——建议未来的努力用一般人群样本或非金融服务案例研究来复制这项研究。
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引用次数: 2
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International Journal of Market Research
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