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Image features and demand in the sharing economy: A study of Airbnb 共享经济中的形象特征与需求——基于Airbnb的研究
IF 7 2区 管理学 Q1 BUSINESS Pub Date : 2023-04-20 DOI: 10.1016/j.ijresmar.2023.04.001
Jiaxiu He , Bingqing Li , Xin (Shane) Wang

Peer-to-peer marketplaces and the sharing economy are reshaping many markets. Airbnb is attractive to many customers because of its non-standardized, diverse selections and superior value over hotels, but Airbnb properties also come with more uncertainty than hotels. Images of the property can help resolve uncertainty. This study focuses on the background image (the image displayed in search results) and examines how the background image’s content features (living room, bedroom, and interior design) and aesthetic features (clarity, brightness, and contrast) affect the booking rate during a 16-night end-of-year holiday period. The authors develop a model that includes the amount of visual information, property characteristics, and host characteristics, and correct for endogeneity by using a pair of markets (New York City and San Francisco) to calculate propensity scores and construct instrumental variables. The results show that having a background image that features the living room and shows more interior design elements increases the booking rate, while featuring a bedroom decreases it. The effects of the content features are larger than the effects of the aesthetic features, and the effects are economically significant: for example, the effect of featuring the living room in the background image translates into a 35% increase in the booking rate, which amounts to $728 more revenue during the holiday period.

点对点市场和共享经济正在重塑许多市场。Airbnb因其非标准化、多样化的选择和高于酒店的价值而吸引了许多客户,但Airbnb的房产也比酒店有更多的不确定性。该属性的图像可以帮助解决不确定性。本研究主要关注背景图片(搜索结果中显示的图片),并研究背景图片的内容特征(客厅、卧室和室内设计)和美学特征(清晰度、亮度和对比度)如何影响年底16晚假期期间的预订率。作者开发了一个模型,其中包括视觉信息量、财产特征和主人特征,并通过使用一对市场(纽约市和旧金山)来计算倾向得分和构建工具变量来纠正内生性。结果表明,以客厅为背景并展示更多室内设计元素的背景图像会增加预订率,而以卧室为背景则会降低预订率。内容特色的效果比美学特色的效果更大,而且效果在经济上也很显著:例如,在背景图片中突出客厅的效果转化为35%的预订率增加,这相当于在假期期间增加了728美元的收入。
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引用次数: 1
One-of-a-kind products: Leveraging strict uniqueness in mass customization 独一无二的产品:在大规模定制中充分利用严格的独特性
IF 7 2区 管理学 Q1 BUSINESS Pub Date : 2023-04-17 DOI: 10.1016/j.ijresmar.2023.04.002
Franziska Krause , Jonas Görgen , Emanuel de Bellis , Nikolaus Franke , Pia Burghartz , Ilse-Maria Klanner , Gerald Häubl

This research examines product uniqueness in its most pure form—products that are literally one of a kind. It does so in mass customization (MC) settings where consumers configure their own products. Due to extremely large solution spaces that are typically available in MC, a specific product configured by a consumer is often one of a kind in that it has never been produced before. How might firms leverage such strict product uniqueness to enhance consumer value? A natural way of doing so is to simply inform consumers that the product they have configured is one of a kind—through a feedback message that is either present-oriented (e.g., “this specific product has never been produced before”) or future-oriented (e.g., “this product will remain one of a kind in perpetuity”). Evidence from five experiments, including a large-scale field experiment, shows that one-of-a-kind feedback can cause a substantial increase in consumers’ product valuation. This value-enhancing effect of one-of-a-kind feedback specifically occurs in product domains that are primarily matters of subjective taste. By contrast, such feedback tends to reduce consumers’ product valuation in domains that are primarily matters of objective quality. These findings advance our understanding of the concept of product uniqueness, and of how firms can harness the one-of-a-kindness of mass-customized products to unlock consumer value.

本研究以其最纯粹的形式考察产品的独特性-产品实际上是独一无二的。它在大规模定制(MC)环境中这样做,消费者可以配置自己的产品。由于MC中通常有非常大的解决方案空间,因此消费者配置的特定产品通常是以前从未生产过的产品之一。企业如何利用这种严格的产品独特性来提高消费者价值?一种自然的方法是简单地告诉消费者,他们所配置的产品是独一无二的——通过反馈信息,这种反馈信息要么面向现在(例如,“这种特定的产品以前从未生产过”),要么面向未来(例如,“这种产品将永远是独一无二的”)。包括大规模现场实验在内的五个实验的证据表明,独一无二的反馈可以使消费者对产品的评价大幅提高。这种独一无二的反馈的价值提升效应特别发生在主要是主观品味问题的产品领域。相比之下,这种反馈往往会降低消费者在主要是客观质量问题的领域中的产品评价。这些发现促进了我们对产品独特性概念的理解,以及企业如何利用大规模定制产品的独一无二来释放消费者价值。
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引用次数: 0
Complementing human effort in online reviews: A deep learning approach to automatic content generation and review synthesis 在线评论中的人力互补:一种自动内容生成和评论合成的深度学习方法
IF 7 2区 管理学 Q1 BUSINESS Pub Date : 2023-03-01 DOI: 10.1016/j.ijresmar.2022.02.004
Keith Carlson , Praveen K. Kopalle , Allen Riddell , Daniel Rockmore , Prasad Vana

Online product reviews are ubiquitous and helpful sources of information available to consumers for making purchase decisions. Consumers rely on both the quantitative aspects of reviews such as valence and volume as well as textual descriptions to learn about product quality and fit. In this paper we show how new achievements in natural language processing can provide an important assist for different kinds of review-related writing tasks. Working in the interesting context of wine reviews, we demonstrate that machines are capable of performing the critical marketing task of writing expert reviews directly from a fairly small amount of product attribute data (metadata). We conduct a kind of “Turing Test” to evaluate human response to our machine-written reviews and show strong support for the assertion that machines can write reviews that are indistinguishable from those written by experts. Rather than replacing the human review writer, we envision a workflow wherein machines take the metadata as inputs and generate a human readable review as a first draft of the review and thereby assist an expert reviewer in writing their review. We next modify and apply our machine-writing technology to show how machines can be used to write a synthesis of a set of product reviews. For this last application we work in the context of beer reviews (for which there is a large set of available reviews for each of a large number of products) and produce machine-written review syntheses that do a good job – measured again through human evaluation – of capturing the ideas expressed in the reviews of any given beer. For each of these applications, we adapt the Transformer neural net architecture. The work herein is broadly applicable in marketing, particularly in the context of online reviews. We close with suggestions for additional applications of our model and approach as well as other directions for future research.

在线产品评论是无处不在的,也是消费者做出购买决策的有用信息来源。消费者依靠评论的数量方面,如价格和数量,以及文本描述来了解产品质量和适合性。在本文中,我们展示了自然语言处理方面的新成就如何为不同类型的复习相关写作任务提供重要帮助。在葡萄酒评论的有趣背景下,我们证明了机器能够直接从相当少量的产品属性数据(元数据)中执行撰写专家评论的关键营销任务。我们进行了一种“图灵测试”来评估人类对我们的机器书面评论的反应,并对机器可以写与专家写的评论无法区分的评论这一断言表示强烈支持。我们设想了一种工作流程,其中机器将元数据作为输入,并生成一份人类可读的综述作为综述的初稿,从而帮助专家评审员撰写综述,而不是取代人工评审员。接下来,我们修改并应用我们的机器写作技术,以展示如何使用机器来撰写一组产品评论的合成。对于最后一个应用程序,我们在啤酒评论的背景下工作(对于大量产品中的每一种,都有大量可用的评论),并制作机器书面评论合成,这些评论合成在捕捉任何给定啤酒评论中表达的想法方面做得很好——再次通过人类评估来衡量。对于这些应用程序中的每一个,我们都采用Transformer神经网络架构。本文的工作广泛适用于市场营销,特别是在在线评论的背景下。最后,我们对我们的模型和方法的其他应用以及未来研究的其他方向提出了建议。
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引用次数: 8
Designing Distributed Ledger technologies, like Blockchain, for advertising markets 为广告市场设计分布式账本技术,如区块链
IF 7 2区 管理学 Q1 BUSINESS Pub Date : 2023-03-01 DOI: 10.1016/j.ijresmar.2022.08.004
Mingyu Joo , Seung Hyun Kim , Anindya Ghose , Kenneth C. Wilbur

Distributed Ledger Technologies (DLTs), like Blockchain, could help improve brand safety, consumer privacy and transparency in digital advertising. However, paid advertisements transfer attention, money, and data between three parties: advertiser, consumer, and publisher. Therefore advertising-focused DLTs face more complex design considerations than currency-focused DLTs. We describe four key DLT characteristics: structure, participation/governance, transparency, and terms of exchange. We survey current advertising-focused DLTs and find they each serve only two of the three contracting parties in advertising transactions. We make design recommendations for future advertising-focused DLTs, including a goal of serving both consumers and publishers in addition to advertisers. We also recommend governance, transparency and terms-of-trade considerations. Advertising-focused DLTs have significant promise but also significant obstacles, including multi-sided “chicken-and-egg” problems in standards adoption.

分布式账本技术(DLT)与区块链一样,可以帮助提高数字广告的品牌安全、消费者隐私和透明度。然而,付费广告在广告商、消费者和出版商三方之间转移注意力、金钱和数据。因此,与以货币为中心的DLT相比,以广告为重点的DLT面临更复杂的设计考虑。我们描述了DLT的四个关键特征:结构、参与/治理、透明度和交换条件。我们调查了当前以广告为重点的DLT,发现它们在广告交易中只为三个签约方中的两个提供服务。我们为未来以广告为重点的DLT提供设计建议,包括为消费者和出版商以及广告商服务的目标。我们还建议考虑治理、透明度和贸易条件。以广告为重点的DLT有很大的前景,但也有很大的障碍,包括标准采用中的多方面“鸡和蛋”问题。
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引用次数: 7
How can non-fungible tokens bring value to brands 非真菌代币如何为品牌带来价值
IF 7 2区 管理学 Q1 BUSINESS Pub Date : 2023-03-01 DOI: 10.1016/j.ijresmar.2022.07.003
Anatoli Colicev

Non-fungible tokens (NFTs) have registered tremendous growth in the past year, and their importance is expected to increase with the expected development of Web3. From a brand perspective, NFTs can be seen as representations of the brand components, such as the product, the logo, or the image. I argue that NFTs have immense potential to become standalone brand assets. I illustrate how this can be achieved by relating the brand's NFT strategies to the marketing funnel stages. Brands can turn into an NFT their physical products such as shoes, shirts, or art to attract brand awareness, generate cross-selling opportunities, and spark stronger perceived ownership of certain brand elements. Importantly, NFTs can allow brands to form a highly engaging brand community that can support the brand, blend online and offline product ownership, and potentially create a bond between the brand and consumers. These exciting possibilities generate a rich research agenda I present in this paper.

不可替代代币(NFT)在过去一年中取得了巨大的增长,其重要性预计将随着Web3的预期发展而增加。从品牌的角度来看,NFT可以被视为品牌组成部分的代表,如产品、标志或图像。我认为NFT具有成为独立品牌资产的巨大潜力。我举例说明了如何通过将品牌的NFT战略与营销漏斗阶段联系起来来实现这一点。品牌可以将其实物产品(如鞋子、衬衫或艺术品)转化为NFT,以吸引品牌知名度,创造交叉销售机会,并激发对某些品牌元素更强的所有权。重要的是,NFT可以让品牌形成一个高度参与的品牌社区,支持品牌,融合线上和线下产品所有权,并有可能在品牌和消费者之间建立联系。这些令人兴奋的可能性产生了我在本文中提出的丰富的研究议程。
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引用次数: 30
Immediate and enduring effects of digital badges on online content consumption and generation 数字徽章对在线内容消费和生成的直接和持久影响
IF 7 2区 管理学 Q1 BUSINESS Pub Date : 2023-03-01 DOI: 10.1016/j.ijresmar.2022.06.001
Shijie Lu , Ying Xie , Xingyu Chen

Awarding users digital badges for their contributions such as generating valuable content and participating in community activities has become an increasingly popular practice on user-generated content (UGC) platforms to incentivize user engagement. Beyond their immediate effects, digital badges can have enduring effects on UGC consumption and generation by affecting users’ underlying engagement states. To account for both effects, the authors develop a bivariate negative binomial hidden Markov model of content consumption and generation and estimate the model using a panel data set obtained from a large UGC platform. They find that users increase their content generation but decrease their content consumption immediately after being awarded a digital badge. Furthermore, being awarded a digital badge has a positive enduring effect on both content consumption and content generation behaviors of a user. This positive enduring effect mainly applies to users in relatively engaged states but not to users in the least engaged state. Finally, the authors demonstrate the value of the proposed model with respect to assessing consumer responses to the design of digital badges.

在用户生成内容(UGC)平台上,为用户的贡献(如生成有价值的内容和参与社区活动)颁发数字徽章已成为一种越来越流行的做法,以激励用户参与。除了直接影响之外,数字徽章还可以通过影响用户的潜在参与状态,对UGC的消费和生成产生持久的影响。为了考虑这两种影响,作者开发了一个内容消费和生成的双变量负二项隐马尔可夫模型,并使用从大型UGC平台获得的面板数据集对该模型进行了估计。他们发现,用户在获得数字徽章后会立即增加内容生成量,但减少内容消耗。此外,获得数字徽章对用户的内容消费和内容生成行为都有积极的持久影响。这种积极的持久效应主要适用于处于相对参与状态的用户,而不适用于处于参与程度最低状态的用户。最后,作者证明了所提出的模型在评估消费者对数字徽章设计的反应方面的价值。
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引用次数: 7
Design of product quality scales for conveying information by infomediaries 信息媒体传递信息的产品质量量表设计
IF 7 2区 管理学 Q1 BUSINESS Pub Date : 2023-03-01 DOI: 10.1016/j.ijresmar.2022.07.002
Nina Baranchuk , Ashutosh Prasad

Infomediaries, such as movie critics, often evaluate product quality using discrete grades, such as thumbs-up and thumbs-down. Their reports are used by potential consumers to decide whether to purchase the product. Our aim is to examine how the grading can be improved by answering research questions such as: What is the quality cutoff for each grade? How many grades should the grading scale use? How should grading be done for other goals than informativeness, such as maximizing reviewer’s traffic? How should grading be done to encourage producers to improve quality? Using an analytical model, we show that optimal grade cutoffs depend on the distributions of product quality and consumer taste, and the resulting scale may have unequal intervals. As few as five grades can be near-optimal for consumer welfare and grades should be made more difficult to achieve when producers can invest in quality improvement. These results should help improve the design of scales for reporting quality.

信息媒体,如影评人,经常使用离散的等级来评估产品质量,如竖起大拇指和竖起大拇指。他们的报告被潜在消费者用来决定是否购买该产品。我们的目的是通过回答研究问题来研究如何提高评分,例如:每个年级的质量界限是多少?分级表应该使用多少个等级?除了信息性之外,还应该如何为其他目标进行评分,比如最大限度地提高评论者的流量?应该如何进行分级以鼓励生产商提高质量?使用一个分析模型,我们表明最优的品位界限取决于产品质量和消费者口味的分布,并且由此产生的规模可能具有不相等的区间。对于消费者福利来说,只有五个等级可以接近最佳,当生产商可以投资于质量改进时,等级应该更难实现。这些结果应有助于改进报告质量量表的设计。
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引用次数: 0
What blockchain can and can’t do: Applications to marketing and privacy 区块链能做什么和不能做什么:营销和隐私应用
IF 7 2区 管理学 Q1 BUSINESS Pub Date : 2023-03-01 DOI: 10.1016/j.ijresmar.2022.09.001
Alex Marthews , Catherine Tucker

Marketing has enjoyed unparalleled transformation in terms of its effectiveness and ability to delivery measurable return on investment due to the digital revolution. The spread of blockchain technology has led to suggestions that it may have significant marketing applications. Though blockchain is indeed an amazing technology with significant applications, this paper argues that its usefulness in many traditional marketing applications may be limited. The reasons why throw important light on the interactions between blockchain technologies, data and privacy. Blockchain, by its nature, may lead to substantial privacy harms when used indiscriminately for marketing purposes.1

由于数字革命,营销在其有效性和提供可衡量投资回报的能力方面经历了前所未有的变革。区块链技术的传播导致人们认为它可能具有重要的营销应用。尽管区块链确实是一项具有重大应用的惊人技术,但本文认为,它在许多传统营销应用中的作用可能是有限的。原因揭示了区块链技术、数据和隐私之间的互动。从本质上讲,区块链在不分青红皂白地用于营销目的时,可能会对隐私造成严重伤害。1
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引用次数: 10
Investigating the effect of status changes in review platforms 调查审查平台中状态变化的影响
IF 7 2区 管理学 Q1 BUSINESS Pub Date : 2023-03-01 DOI: 10.1016/j.ijresmar.2022.07.001
Ali Tamaddoni , Satheesh Seenivasan , Jason I. Pallant , Bernd Skiera

Review platforms often use transient status reward systems where the granted status is not permanent, and reviewers can experience gains and losses in status. To evaluate the effectiveness of such systems, review platforms need to consider a trade-off between the potential positive effects of a status gain and the potential negative effects of a status loss on the quantity and characteristics of reviewers’ contributions. This article examines this trade-off. The results of an empirical study that uses matched difference-in-differences analysis of data from Yelp show that: (i) the positive effect of a status gain on the number of reviews is about three times greater than the negative effect of a status loss; (ii) these effects are more pronounced for reviewers with less experience; and (iii) status changes also change the valence and elaborateness of reviews.

评审平台通常使用临时状态奖励系统,其中授予的状态不是永久性的,评审员可能会经历状态上的得失。为了评估此类系统的有效性,审查平台需要考虑地位获得的潜在积极影响和地位丧失对审查人员贡献的数量和特征的潜在负面影响之间的权衡。本文探讨了这种权衡。一项使用Yelp数据的匹配差异分析的实证研究结果表明:(i)地位增加对评论数量的积极影响大约是地位丧失的负面影响的三倍;(ii)对于经验较少的评审员来说,这些影响更为明显;以及(iii)地位的变化也改变了评论的效价和详细程度。
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引用次数: 0
Cryptopricing: Whence comes the value for cryptocurrencies and NFTs? 加密货币定价:加密货币和NFT的价值在哪里?
IF 7 2区 管理学 Q1 BUSINESS Pub Date : 2023-03-01 DOI: 10.1016/j.ijresmar.2022.08.002
Z. John Zhang

This article provides a critical review of pricing issues related to cryptocurrency and NFTs from a marketing perspective and tries to answer the question of whence comes the value for cryptocurrencies and NFTs. It shows that the value for a cryptocurrency like Bitcoin hinges on the collective belief in the marketplace in its long-term survival as a store of value and a unit of exchange. As such, the belief can give rise to a plethora of pricing equilibria for Bitcoin, and it can also be swayed by many demand factors. Consequently, Bitcoin prices will beset with uncertainties and speculations for the foreseeable future and can swing widely and wildly at times. However, the plethora of pricing equilibria also suggests that it is unlikely that Bitcoin may suddenly disappear after its long, successful run so far. In contrast, NFT prices find their value bases not so much in the collective belief in NFTs as a viable product category, although there are many reasons for optimism in that regard, but in the willingness to pay by individuals that depends on many familiar and well-studied factors. This article proposes many pricing-related research questions.

本文从市场营销的角度对加密货币和NFT的定价问题进行了批判性的回顾,并试图回答加密货币和NFC的价值从何而来的问题。它表明,像比特币这样的加密货币的价值取决于市场对其作为价值存储和交换单位的长期生存的集体信念。因此,这种信念可能会导致比特币出现过多的定价均衡,也可能受到许多需求因素的影响。因此,在可预见的未来,比特币价格将受到不确定性和猜测的困扰,有时可能会大幅波动。然而,过多的定价均衡也表明,比特币在长期成功运行后不太可能突然消失。相比之下,NFT价格的价值基础与其说是对NFT的集体信念,不如说是一种可行的产品类别,尽管在这方面有很多乐观的理由,但取决于个人的支付意愿,这取决于许多熟悉和深入研究的因素。本文提出了许多与定价相关的研究问题。
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引用次数: 18
期刊
International Journal of Research in Marketing
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