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Online Exploration When Search Topic and Popularity Ranking Are Decoupled: Insights on Echo Chambers 当搜索主题和人气排名解耦时的在线探索:对回音室的洞察
Pub Date : 2017-08-05 DOI: 10.2139/ssrn.3017442
Sagit Bar-Gill, Neil Gandal
Personalized search algorithms produce results that are both topically relevant and ranked by their general popularity and individual fit to users’ previous searches and choices. New choices from such tailored lists feed back into the algorithms, over time creating content echo chambers, where content exposure is increasingly biased toward users’ and their friends’ interests and views. We create an online search environment for TED Talks, where topic and popularity are separately controlled, and study the relationship between users’ characteristics and their reliance on own interests vs. crowd-based popularity sorting in content exploration. In topic-based searches, we randomly block/show popularity information to examine its impact on the tendency to explore. We find that high levels of sociability, previous experience with similar content, and a younger age are associated with an increased susceptibility to echo chambers, represented by little to no exploration and popularity sorting prior to content choice. Opinion leaders may alleviate echo chambers in their social circles as they conduct more topic-based exploration and exhibit lower popularity reliance. Showing popularity information increases opinion leaders’ popularity sorting, but does not impact non-leaders’ exploration. Our findings identify users’ echo chamber risk factors, and suggest that reducing the salience of popularity information may contribute to more balanced content exposure facilitated by opinion leaders.
个性化搜索算法产生的结果既与主题相关,又根据其普遍受欢迎程度和用户先前搜索和选择的个人适合程度进行排名。这些定制列表中的新选择反馈到算法中,随着时间的推移,创建了内容回音室,在那里,内容暴露越来越偏向于用户及其朋友的兴趣和观点。我们创建了一个TED演讲的在线搜索环境,将话题和热度分开控制,研究用户的特征和他们对自身兴趣的依赖与基于人群的热度排序在内容探索中的关系。在基于主题的搜索中,我们随机屏蔽/显示流行信息,以检查其对探索倾向的影响。我们发现,高水平的社交能力、之前接触过类似内容的经历以及较年轻的年龄与回声室的易感性增加有关,回声室表现为在内容选择之前很少或根本没有探索和人气排序。意见领袖在社交圈的回声室可能会减轻,因为他们会进行更多的话题性探索,并表现出较低的人气依赖。显示人气信息增加了意见领袖的人气排序,但不影响非领袖的探索。我们的研究结果确定了用户的回音室风险因素,并建议减少流行信息的显着性可能有助于意见领袖促进更平衡的内容曝光。
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引用次数: 0
RRA of HAAT: Revisiting Rural India's Periodic Markets HAAT的RRA:重新审视印度农村的周期性市场
Pub Date : 2017-06-27 DOI: 10.2139/ssrn.2993077
Pravat Surya Kar
Serving the remote rural consumers of the emerging economies like India have always been a challenge for marketers. Similarly, researchers have often found that the conventional tools used in the urban areas are not easily adaptable to the rural context. Growing importance of the emerging markets in general and their rural segment requires marketers and researchers to use innovative research tools that would help them to understand the rural markets in an effective manner. Rapid Rural Appraisal (RRA) is one such tool that can help the marketers in such endeavours. This tool has evolved over time and has recently attracted the attention of rural market researchers. This tool, until now, has largely been used by the non-profit sector to study the needs of the beneficiaries’ and to explore non-explicit barriers to social projects’. In this paper we report how this tool was adopted to study a traditional periodic rural markets – Haats. Then we briefly discus how the findings of such studies may help marketers to develop appropriate marketing strategies to efficiently reach the rural consumers.
为印度等新兴经济体的偏远农村消费者提供服务一直是营销人员面临的挑战。同样,研究人员经常发现,城市地区使用的传统工具不容易适应农村环境。新兴市场及其农村部分的重要性日益增加,要求营销人员和研究人员使用创新的研究工具,帮助他们以有效的方式了解农村市场。快速农村评估(RRA)就是这样一种工具,可以帮助营销人员在这方面的努力。这个工具随着时间的推移而发展,最近引起了农村市场研究人员的注意。到目前为止,这个工具主要被非营利部门用来研究受益者的需求,并探索社会项目的非显性障碍。在本文中,我们报告了如何采用该工具来研究传统的周期性农村市场- Haats。然后,我们简要讨论了这些研究的发现如何帮助营销人员制定适当的营销策略,以有效地接触农村消费者。
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引用次数: 0
The Government Legislative Index and Stock Market Outcomes 政府立法指数与股市结果
Pub Date : 2017-06-21 DOI: 10.2139/ssrn.2990586
Yosef Bonaparte, R. Christie-David
We compose a Government Certainty Index (GCX), which measures a government’s ability to execute its own policy; encompass president seniority, political capital, and calculus. We show that GCX co-moves positively with stock market performance and negatively (mostly) with stock market volatility (for high GCX). The intuition of our finding is driven from the asset pricing behavioral and risk prospective: stronger government reflects consensus of the people; thus investors overreact to strong leadership and prices go up (return); and a stronger government provides clarity and less uncertainty (risk). We find that the effect of GCX varies across sectors and deciles, and on average, GCX is higher during a second-term presidency and for Democratic presidents by 6.7%, which sheds light on understanding the presidential puzzle. A trading strategy that exploits the GCX demand-based return predictability generates an annualized risk-adjusted performance of 4.8%. Altogether, GCX enhances our understanding of overall uncertainty and a valuable predictor for the financial market.
我们编制了政府确定性指数(GCX),衡量政府执行自己政策的能力;包括总统资历、政治资本和微积分。我们表明GCX与股票市场表现正相关,与股票市场波动负相关(对于高GCX)。我们发现的直觉来自于资产定价行为和风险预期:更强大的政府反映了人民的共识;因此,投资者对强势领导反应过度,股价上涨(回报);一个更强大的政府提供了清晰和更少的不确定性(风险)。我们发现,GCX的影响因行业和十分位数而异,平均而言,GCX在总统第二任期和民主党总统任期内要高6.7%,这有助于理解总统之谜。利用GCX基于需求的回报可预测性的交易策略,经风险调整后的年化回报率为4.8%。总之,GCX增强了我们对整体不确定性的理解,是金融市场的一个有价值的预测指标。
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引用次数: 0
Changing Their Tune: How Consumers' Adoption of Online Streaming Affects Music Consumption and Discovery 改变他们的调子:消费者对在线流媒体的采用如何影响音乐消费和发现
Pub Date : 2017-05-09 DOI: 10.2139/ssrn.2782911
H. Datta, George Knox, Bart J. Bronnenberg
Constructing a unique panel data set of individual consumers’ listening behavior on digital music platforms, e.g., iTunes and Spotify, we study the effect of adopting streaming services on individual music consumption. Achieving quasi-randomization via a matching procedure, we estimate the changes in quantity, variety and new music discovery after adopting a streaming service like Spotify. Adopting streaming services leads to substantial increases in quantity, variety in any measure, plays of new content, and discovery of new favorites. It is also associated with a large drop in concentration. We document that adopting Spotify leads to more discovery of highly valued music. Relative to using iTunes, adopting Spotify raises repeat listening for consumers’ best new discoveries, although - consistently with the marginal variety on Spotify being free - lowers repeat listening for the average new discovery relative to non-adopters. We discuss the implications for platforms, labels, artists, and consumers.
构建独特的个人消费者在数字音乐平台(如iTunes和Spotify)上的聆听行为面板数据集,研究采用流媒体服务对个人音乐消费的影响。通过匹配过程实现准随机化,我们估计了采用Spotify等流媒体服务后在数量、种类和新音乐发现方面的变化。采用流媒体服务可以在数量、种类、新内容播放和发现新宠方面大幅增加。它还与浓度大幅下降有关。我们证明,采用Spotify可以发现更多高价值的音乐。相对于使用iTunes,采用Spotify提高了消费者对最佳新发现的重复收听次数,尽管——与Spotify免费的边际品种一致——相对于不采用Spotify的用户,降低了对平均新发现的重复收听次数。我们讨论了对平台、厂牌、艺人和消费者的影响。
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引用次数: 192
Social Media Mavenism and Metrics: An Action-Driven Exemplary for Knowledge Dissemination on Social Networks 社交媒体马文主义与度量:社交网络上知识传播的行动驱动范例
Pub Date : 2017-04-19 DOI: 10.2139/ssrn.3025395
Muhammad Aljukhadar, S. Sénécal, Amélie Bériault Poirier
Research is yet to address market mavenism and knowledge sharing in the age of new media. Firms’ exploitation of social media to connect with consumers is becoming the norm. Hinging on product imagery, and led by such platforms as Pinterest, Wanelo, and WeHeartIt, a breed of social media is gaining ground by attracting female consumers. Accordingly, there is a need to (1) conceptualize social media mavenism in a way that deliberates the specificities of these media, (2) theorize about its relationship with the social commerce-related behaviors consumers conduct on these networks, and (3) investigate its attitudinal and experiential determinants. With Pinterest as a case in point, this research fills these gaps by conceptualizing social media mavenism and placing it in nomological network using interviews and data from 528 consumers. The results supported our thesis that the social network’s utilitarian attitude, role in decision making, and digital virtual consumption generate maven-like behavior by fueling three social commerce-related behaviors (network expansion, social privatization, and knowledge creation). The maven-like behavior, which amounts to knowledge dissemination on the social network, strongly predicts the network’s opinion leadership and account attachment. Post-hoc analysis reveals that individual factors help discriminate social media mavens, showing predictive validity and drawing parallel with market mavenism. The results thus lay the groundwork for a measure (the SMM metric) that reflects knowledge dissemination on a social network, enticing the practitioners eager to capture the potential of a network’s influencers to not only target mavens but also discern the social commerce-related behaviors the members conduct, which can be nurtured by enhancing the network’s attitudinal and experiential factors.
对于新媒体时代的市场至上主义和知识共享问题,研究还不够深入。企业利用社交媒体与消费者建立联系正在成为一种常态。以产品形象为卖点,在Pinterest、Wanelo和wehealtht等平台的引领下,一种社交媒体正通过吸引女性消费者而取得进展。因此,有必要(1)以一种考虑这些媒体特殊性的方式将社交媒体马克思主义概念化,(2)将其与消费者在这些网络上进行的社交商务相关行为的关系理论化,以及(3)调查其态度和经验决定因素。以Pinterest为例,本研究通过对528名消费者的访谈和数据,将社交媒体至上主义概念化,并将其置于nomological network中,填补了这些空白。研究结果支持了我们的理论,即社会网络的功利态度、决策作用和数字虚拟消费通过促进三种与社会电子商务相关的行为(网络扩张、社会私有化和知识创造)而产生了类似maven的行为。类maven行为相当于知识在社交网络上的传播,对网络的意见领导和账户依恋有很强的预测作用。事后分析表明,个体因素有助于区分社交媒体专家,显示出预测有效性,并与市场唯物主义相似。因此,研究结果为反映社交网络上知识传播的测量(SMM度量)奠定了基础,吸引渴望捕捉网络影响者潜力的从业者不仅针对专家,而且还辨别成员的社交商务相关行为,这可以通过增强网络的态度和经验因素来培养。
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引用次数: 2
Antecedents of Attitude toward Counterfeit Wrist Watches 对假冒手表态度的前因后果
Pub Date : 2017-04-01 DOI: 10.22555/PBR.V19I1.1263
Mazhar Ali, Kashif Farhat
This study aims to identify factors shaping attitude toward counterfeit products and their relative influence on attitude formation. This involves 200 potential and actual consumers of counterfeit products in an explanatory research. Antecedents of attitude toward counterfeit purchases extracted from literature review are Price-Quality Inference, Subjective Norms, Past Experience, Risk Aversion and Personal Gratification. Multiple regression and Independent Sample t-test are used to analyze the data. Results show a significant impact of past experience, risk aversion and personal gratification and insignificant impact of subjective norms and price-quality inference on attitude formation toward counterfeit wrist watches.It is recommended to use experiential marketing to convey delicate difference of experiencing original brands and enhance the perceived risk of using copied products.
本研究旨在找出影响人们对假冒产品态度的因素,以及这些因素对态度形成的相对影响。在一项解释性研究中,涉及200名潜在和实际的假冒产品消费者。从文献综述中提取出对假货购买态度的前因是价格质量推断、主观规范、过去经验、风险规避和个人满足。采用多元回归和独立样本t检验对数据进行分析。结果显示,过去经验、风险规避和个人满足对假冒手表态度形成的影响显著,主观规范和价格质量推断对假冒手表态度形成的影响不显著。建议采用体验式营销,传达体验原创品牌的微妙差异,增强使用山寨产品的感知风险。
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引用次数: 1
Consumer Reactance to Promotional Favors 消费者对促销优惠的抗拒
Pub Date : 2017-03-08 DOI: 10.2139/ssrn.2804455
Marco Bertini, Aylin Aydinli
A common practice in business is to condition the receipt of a discount on specific actions by consumers — anything from buying a minimum quantity to registering for direct debit. The tactic is often justified as a means for price discrimination, but it is also possible that promotional restrictions frustrate consumers and, as a result, provoke behaviors that harm the firm. Critically, conditional discounts that do not control what consumers purchase, which are increasingly popular, run the risk that such “psychological reactance” manifests precisely as a cut in spending. We report evidence from the field and laboratory that supports this prediction and highlights factors at the discretion of the firm or inherent to consumers that play a moderating role. The concluding section considers implications and lays out opportunities for future research.
商业上的一种常见做法是根据消费者的特定行为(从购买最低数量到登记直接借记)来收取折扣。这种策略通常被认为是价格歧视的一种手段,但促销限制也有可能使消费者感到沮丧,从而引发损害公司的行为。至关重要的是,不控制消费者购买的有条件折扣(这种折扣越来越受欢迎)有可能导致这种“心理抗拒”恰恰表现为支出削减。我们报告了来自现场和实验室的证据,这些证据支持这一预测,并强调了公司酌情决定的因素或消费者固有的因素,这些因素起着调节作用。结论部分考虑了影响,并列出了未来研究的机会。
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引用次数: 21
Design of an Optimal Frequency Reward Program in the Face of Competition 面对竞争的最优频率奖励方案设计
Pub Date : 2017-02-19 DOI: 10.2139/ssrn.2920132
Arpit Goel, Nolan Skochdopole
We optimize the design of a frequency reward program against traditional pricing in a competitive duopoly, where customers measure their utilities in rational economic terms. We assume two kinds of customers: myopic and strategic [19]. Every customer has a prior loyalty bias [6] toward the reward program merchant, a parameter drawn from a known distribution, indicating an additional probability of choosing the reward program merchant over the traditional pricing merchant. Under this model, we characterize the customer behavior: the loyalty bias increases the switching costs [11] of strategic customers until a tipping point, after which they strictly prefer and adopt the reward program merchant. Subsequently, we optimize the reward parameters to maximize the revenue objective of the reward program merchant. We show that under mild assumptions, the optimal parameters for the reward program design to maximize the revenue objective correspond exactly to minimizing the tipping point of customers and are independent of the customer population parameters. Moreover, we characterize the conditions for the reward program to be better when the loyalty bias distribution is uniform - a minimum fraction of population needs to be strategic, and the loyalty bias needs to be in an optimal range. If the bias is high, the reward program creates loss in revenues, as customers effectively gain rewards for “free”, whereas a low value of bias leads to loss in market share to the competing merchant. In short, if a merchant can estimate the customer population parameters, our framework and results provide theoretical guarantees on the pros and cons of running a reward program against traditional pricing.
我们优化了频率奖励计划的设计,以对抗竞争性双寡头垄断中的传统定价,其中客户以理性的经济条件衡量他们的效用。我们假设两类客户:短视客户和战略客户[19]。每个顾客对奖励计划商家都有一个先验的忠诚偏差[6],这是一个从已知分布中得出的参数,表明选择奖励计划商家比选择传统定价商家的可能性更大。在该模型下,我们对顾客行为进行了表征:忠诚偏差增加了战略顾客的转换成本[11],直到达到临界点,之后他们才会严格选择并采用奖励计划商家。随后,我们对奖励参数进行优化,使奖励计划商家的收益目标最大化。研究表明,在温和的假设条件下,实现收益目标最大化的奖励方案设计的最优参数正好对应于最小化客户临界点,并且与客户群体参数无关。此外,我们描述了忠诚偏差分布均匀时奖励计划更好的条件-最小比例的人口需要是战略性的,忠诚偏差需要在最佳范围内。如果偏差值高,奖励计划就会造成收入损失,因为顾客会因为“免费”而有效地获得奖励,而偏差值低则会导致竞争商家失去市场份额。简而言之,如果商家能够估算出顾客数量参数,那么我们的框架和结果就可以提供理论上的保证,说明与传统定价相比,运行奖励计划的利弊。
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引用次数: 0
Customer Perception on Bank Service Quality: A Comparative Study Between Conventional Commercial Banks and Islamic Commercial Banks in Bangladesh 客户对银行服务质量的感知:孟加拉国传统商业银行与伊斯兰商业银行的比较研究
Pub Date : 2016-12-30 DOI: 10.18034/GDEB.V5I2.135
S. Rezina, N. Ahmad, F. Mitu, M. Mustafi
Customer perception refers to the process by which a customer selects, organizes, and interprets information inputs to create a meaningful picture of the service quality within an organization. In the fast growing banking industry like Bangladesh, every bank is looking forward towards faster growth through providing better service quality than others. However, there are certain challenges started rising in front of the booming banking sector which are needed to be addressed immediately; such as, managing compliance, mitigating fraud/ cyber security, managing hiring decisions etc. It is obvious that, those who will efficiently handle these challenges will certainly lead the market and gain higher customer contentment. The main purpose of this study is to compare the customer perception towards the service Quality offered by Conventional Commercial Banks and Islamic Shariah-based Commercial Banks in Bangladesh through using SERVQUAL instrument. 204 respondents have been randomly selected for the study among them 162 is from Conventional banks and 42 are from Islamic banks. The findings of the research should help the policy makers and regulators in banking industry to have a deep insight towards the different perception of customers and assist in taking effective measures to achieve organizational goal through improving their service Quality.
顾客感知是指顾客选择、组织和解释输入的信息,从而对组织内的服务质量形成一幅有意义的图景的过程。在孟加拉国这样快速发展的银行业中,每家银行都希望通过提供更好的服务质量来实现更快的增长。然而,在蓬勃发展的银行业面前,一些挑战开始上升,需要立即解决;例如,管理合规性、减少欺诈/网络安全、管理招聘决策等。显然,谁能有效地应对这些挑战,谁就一定能引领市场,获得更高的客户满意度。本研究的主要目的是通过使用SERVQUAL工具比较客户对孟加拉国传统商业银行和伊斯兰教法商业银行提供的服务质量的看法。此次调查随机抽取了204名受访者,其中162人来自传统银行,42人来自伊斯兰银行。研究结果有助于银行业决策者和监管机构深入了解客户的不同感知,并有助于采取有效措施,通过提高服务质量来实现组织目标。
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引用次数: 0
Framework of Technology in Marketing World: A Theoretical Review 营销世界中的技术框架:一个理论回顾
Pub Date : 2016-12-08 DOI: 10.2139/ssrn.2910276
K. Dilogini, Dr.Mrs. Shivany Shanmugathas
Abstract This concept paper aims to assess a significant part of technology in marketing. Commonly, the mission of technology is the search for innovation and theorizing about new process. There are many types of technologies such as high technology, digital technology, information technology, communication technology, manufacturing and transportation technology, productivity technology and some other types of technologies are connected with all activities of people as well as marketing activities all over the world. From the past years to contemporary situation technology contributes to main parts in the marketing field. There are several parts in marketing area, like service marketing, retail marketing, marketing communication and etc. In this competitive business world technology is one of the most important factors for every organization. Without technology concern, marketing associated firms cannot survive within the industry. As an uncontrollable factor of business environment, the evaluation of technology develops day-by-day. In this way new methods of technologies are making marketing activities very much effective trends than past eras that used traditional methods. The main purpose of this concept paper from the researchers’ point of view is to develop a framework to understand the applications of technology in contemporary marketing world. This concept paper gives a general idea of technology connected with marketing aspect through the heavy literature review. This concept paper concludes by citing the past researchers’ findings and suggestions. Especially this paper is a review of theories of past literatures. Finally, from the vast theories of literatures and articles this paper found ten applications of technology in the marketing world. Such as; marketing communication, consumer portal and social interaction, internal communication, integrated promotional activities, delivery platforms, customer relationship management, sales force automations, money-making or profit-making transactions, service process integration and research links through the findings derived from the literatures. This study has implications to the theories in marketing as well as technology as a conceptual ground for research ideas. Keywords: Applications, Contemporary Marketing, Literatures, Technology
这篇概念论文旨在评估营销中技术的重要组成部分。通常,技术的使命是寻求创新和对新过程进行理论化。有许多类型的技术,如高科技、数字技术、信息技术、通信技术、制造和运输技术、生产力技术和一些其他类型的技术,与世界各地的人们的所有活动以及营销活动联系在一起。从过去的几年到现在的情况,技术是营销领域的主要贡献部分。营销领域有几个部分,如服务营销、零售营销、营销传播等。在这个竞争激烈的商业世界中,技术是每个组织最重要的因素之一。没有技术的关注,营销相关公司无法在行业中生存。技术评价作为商业环境的不可控因素,其发展日新月异。通过这种方式,新的技术方法使营销活动比过去使用传统方法的时代更加有效。从研究人员的角度来看,这篇概念论文的主要目的是建立一个框架,以理解技术在当代营销领域的应用。这篇概念论文通过大量的文献回顾,对技术与市场营销方面的联系给出了一个大致的概念。这篇概念论文的最后引用了过去研究者的发现和建议。特别是对以往文献的相关理论进行了综述。最后,从大量的文献和文章理论中,本文发现了技术在营销领域的十种应用。等;营销传播、消费者门户和社会互动、内部沟通、整合促销活动、交付平台、客户关系管理、销售队伍自动化、赚钱或盈利交易、服务流程集成和研究环节。本研究对市场营销理论以及作为研究思路的概念基础的技术具有启示意义。关键词:应用,当代营销,文献,技术
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引用次数: 3
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Behavioral Marketing eJournal
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