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EXPRESS: Driving Mobile App User Engagement through Gamification 快讯:通过游戏化提高移动应用程序用户的参与度
IF 5.1 1区 管理学 Q1 BUSINESS Pub Date : 2024-08-09 DOI: 10.1177/00222437241275927
J. Paschmann, Hernán A. Bruno, Harald J. van Heerde, Franziska Völckner, Kristina Klein
Many mobile app providers offer their apps for free and base their business models on user engagement. However, declining app usage over time threatens the ability of apps to add business value. To keep users engaged, app providers use gamification, i.e., they use game elements (e.g., levels, points) in their non-game apps. Complementing traditional loyalty strategies that reward value-added activities (e.g., purchases) through value rewards, gamification rewards ongoing engagement through game elements. Thus, reward architectures of many apps have become hybrid, with value- and game-reward pursuit simultaneously driving engagement. However, it is unclear to what extent gamification helps to drive user engagement and add business value. To address this question, the authors study unique data from a gamified market research app comprising daily individual-level app usage observations of 18,952 users. The findings show that game rewards increase engagement significantly over and above value rewards, leading to a lift in business value, especially when users are in closer proximity to both types of rewards. However, the analysis also shows a dark side of gamification: when users enter a state of flow in the game, game engagement has a weaker effect on value-added engagement. The authors discuss implications for gamified reward architectures.
许多移动应用程序提供商免费提供应用程序,其商业模式以用户参与为基础。然而,随着时间的推移,应用程序的使用率不断下降,威胁到应用程序增加商业价值的能力。为了保持用户的参与度,应用程序提供商采用了游戏化手段,即在非游戏应用程序中使用游戏元素(如关卡、积分)。传统的忠诚度战略通过价值奖励来奖励增值活动(如购买),而游戏化则通过游戏元素来奖励用户的持续参与。因此,许多应用程序的奖励架构已成为混合架构,同时追求价值奖励和游戏奖励,从而推动参与度。然而,目前还不清楚游戏化在多大程度上有助于推动用户参与并增加商业价值。为了解决这个问题,作者研究了一款游戏化市场调研应用程序的独特数据,包括对 18,952 名用户的每日个人级应用程序使用观察。研究结果表明,与价值奖励相比,游戏奖励能显著提高用户参与度,从而提升商业价值,尤其是当用户更接近这两种类型的奖励时。然而,分析也显示了游戏化的阴暗面:当用户在游戏中进入流动状态时,游戏参与对增值参与的影响较弱。作者讨论了游戏化奖励架构的意义。
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引用次数: 0
EXPRESS: Bayesian Nonparametric Sequential Search EXPRESS:贝叶斯非参数序列搜索
IF 5.1 1区 管理学 Q1 BUSINESS Pub Date : 2024-08-09 DOI: 10.1177/00222437241274660
Kohei Onzo, Asim Ansari
Sequential search models are popular in marketing for studying consumer search behavior. Current search models use parametric assumptions regarding different aspects of the models, such as random shocks, search costs, and consumer preferences. These assumptions can be restrictive. The authors develop a novel Bayesian nonparametric framework for sequential search to flexibly model unknown distributions. They also develop Markov chain Monte Carlo (MCMC) methods for inferring the model unknowns. The paper uses simulation studies to demonstrate that currently popular parametric search models can yield incorrect estimates and inferences when the data generating process deviates from their assumptions. In contrast, the proposed model accurately recovers these quantities for various data generating processes. The methodology is then applied to online search and purchase data from a Japanese retailer. The results show that several heterogeneity distributions have complex patterns, such as multimodality and skewness, something that is not captured by a parametric benchmark model. The authors also estimate the monetary value of search costs, the price elasticities, and a counterfactual profit gain under a personalized couponing strategy and find substantial differences in the results from the two models.
顺序搜索模型是市场营销领域研究消费者搜索行为的常用方法。当前的搜索模型对模型的不同方面(如随机冲击、搜索成本和消费者偏好)使用参数假设。这些假设可能具有限制性。作者为顺序搜索开发了一个新颖的贝叶斯非参数框架,以灵活地为未知分布建模。他们还开发了马尔科夫链蒙特卡罗(MCMC)方法,用于推断模型未知数。论文通过模拟研究证明,当数据生成过程偏离假设时,目前流行的参数搜索模型会产生错误的估计和推断。相比之下,所提出的模型能针对各种数据生成过程准确地恢复这些数量。该方法随后被应用于一家日本零售商的在线搜索和购买数据。结果表明,一些异质性分布具有复杂的模式,如多模态和偏斜,而参数基准模型却无法捕捉到这一点。作者还估算了搜索成本的货币价值、价格弹性以及个性化优惠券策略下的反事实利润收益,并发现两种模型的结果存在很大差异。
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引用次数: 0
EXPRESS: Generative Interpretable Visual Design: Using Disentanglement for Visual Conjoint Analysis EXPRESS:生成式可解释视觉设计:在视觉联合分析中使用解缠技术
IF 5.1 1区 管理学 Q1 BUSINESS Pub Date : 2024-08-09 DOI: 10.1177/00222437241276736
Ankit Sisodia, Alex Burnap, Vineet Kumar
This article develops a method to automatically discover and quantify human-interpretable visual characteristics directly from product image data. The method is generative, and can create new visual designs spanning the space of visual characteristics. It builds on disentanglement methods in deep learning using variational autoencoders, which aim to discover underlying statistically independent and interpretable visual characteristics of an object. The impossibility theorem in the deep learning literature indicates that supervision with ground truth characteristics would be required to obtain unique disentangled representations. However, these are typically unknown in real world applications, and are in fact exactly the characteristics we want to discover. Extant machine learning methods require ground truth labels for each visual characteristic, resulting in a task requiring human evaluation and judgment to both design and operationalize. In contrast, this method postulates the use of readily available product characteristics (such as brand and price) as proxy supervisory signals to enable disentanglement. This method discovers and quantifies human-interpretable and statistically independent characteristics without any specific domain knowledge on the product category. It is applied to a dataset of watches to automatically discover interpretable visual product characteristics, obtain consumer preferences over visual designs, and generate new ideal point designs targeted to specific consumer segments.
本文开发了一种方法,可直接从产品图像数据中自动发现和量化人类可解读的视觉特征。该方法具有生成性,可在视觉特征空间内创建新的视觉设计。该方法建立在深度学习中使用变异自动编码器的解纠缠方法基础之上,旨在发现物体在统计上独立且可解释的潜在视觉特征。深度学习文献中的不可能性定理表明,要获得独特的解缠表征,就需要对地面真实特征进行监督。然而,在现实世界的应用中,这些特征通常是未知的,而实际上正是我们想要发现的特征。现有的机器学习方法需要为每个视觉特征贴上地面真实标签,从而导致在设计和操作上都需要人为评估和判断。与此相反,本方法假定使用现成的产品特征(如品牌和价格)作为代理监督信号,以实现分离。这种方法可以发现并量化人类可解释的、统计上独立的特征,而不需要任何有关产品类别的特定领域知识。它被应用于一个手表数据集,以自动发现可解释的视觉产品特征,获得消费者对视觉设计的偏好,并生成针对特定消费群体的新的理想点设计。
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引用次数: 0
EXPRESS: Wait for Free: A Consumption-Decelerating Promotion for Serialized Digital Media 快递:等待免费:连载数字媒体的消费加速促销活动
IF 6.1 1区 管理学 Q1 BUSINESS Pub Date : 2024-07-31 DOI: 10.1177/00222437241270194
Jangwon Choi, Inyoung Chae, Fred Feinberg
Promotions for digital goods have typically focused on enticing users to hasten their consumption. Here, we investigate a novel deceleration-incentivizing promotional policy, “Wait For Free” (WFF), applied to serialized digital content – sequences of interconnected episodes – monetized via episode-level paywalls. Specifically, customers can sample early episodes of promoted series for free, and can continue to do so by waiting a pre-specified time; or for those unwilling to wait, by paying. WFF can draw users to start viewing a promoted series, and generate revenue through two sources: impatient users opting to pay to consume the next episode immediately; and additional users continuing through to paid-only episodes at the end. We analyze large-scale viewership data from a platform that enacted WFF for digital comics. A comic-level Difference-in-Differences (DiD) analysis provides robust evidence that WFF boosts paid viewership for the promoted series, and the degree of lift varies by user type and over time. A more granular episode-level analysis incorporating inter-comic spillovers and promotional lift heterogeneity suggests that WFF can boost net-of-cannibalization revenue at the platform level: specifically, the model-optimized set of promoted comics performs roughly 18% better than the firm-enacted one and 25% better than the no-promotion baseline; furthermore, WFF and paid-only episodes each receive nontrivial degrees of lift, 70% and 59% respectively.
数字商品的促销通常侧重于吸引用户加速消费。在这里,我们研究了一种新颖的减速激励促销政策--"免费等待"(WFF),该政策适用于系列化数字内容--相互关联的剧集序列--通过剧集级付费墙进行货币化。具体来说,用户可以免费试看推广系列剧的早期剧集,并可在预先规定的时间内继续观看;对于不愿等待的用户,则可付费观看。WFF 可以吸引用户开始观看推广剧集,并通过两个来源产生收入:没有耐心的用户选择立即付费观看下一集;以及更多用户继续观看最后的付费剧集。我们分析了一个为数字漫画制定 WFF 的平台的大规模收视率数据。漫画层面的差异分析(DiD)提供了有力的证据,证明WFF提高了推广剧集的付费收视率,而且提高的程度因用户类型和时间而异。包含漫画间溢出效应和推广提升异质性的更细化的剧集级分析表明,WFF 可以在平台层面提高 "蚕食净收入":具体而言,经过模型优化的推广漫画集的表现比公司实施的漫画集好大约 18%,比未实施推广的基线好 25%;此外,WFF 和付费剧集分别获得了 70% 和 59% 的提升。
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引用次数: 0
EXPRESS: Designing Quality Certificates: Insights from eBay 快递:设计质量证书:来自 eBay 的启示
IF 6.1 1区 管理学 Q1 BUSINESS Pub Date : 2024-07-31 DOI: 10.1177/00222437241270222
Xiang Hui, Ginger Zhe Jin, Meng Liu
Quality certification is a common tool to enhance trust in marketplaces. Should the certification be based on consumer reports, such as ratings, or administrative data on seller behavior, such as the number of seller-initiated cancellations? In theory, incorporating consumer reports makes the quality certificate more relevant for consumer experience but may discourage seller effort, because consumer reports can be driven by factors not entirely within sellers’ control. Alternatively, using administrative data makes the certification more controllable by sellers, but these data track only a subset of seller behavior and may not be fully aligned with consumer experience. To answer the above question, we study a major redesign of eBay’s quality certification that removed most consumer reports from its criteria and added administrative data. This change motivates seller effort in dimensions highlighted by the new criteria, as well as allowing sellers to more precisely target their effort at the threshold. Buyers place a higher value on the quality certificate and are more likely to purchase again on the platform in markets where administrative data are more correlated with consumer reports. Lastly, the proportion of certified sellers becomes more homogenized across markets, and sales seem to become more concentrated towards large sellers.
质量认证是提高市场信任度的常用工具。认证应该基于消费者报告,如评级,还是基于卖家行为的行政数据,如卖家主动取消订单的数量?从理论上讲,纳入消费者报告能使质量认证更贴近消费者的体验,但可能会打击卖家的积极性,因为消费者报告可能是由卖家无法完全控制的因素驱动的。或者,使用行政数据会使认证更容易被卖家控制,但这些数据只跟踪卖家行为的一部分,可能与消费者体验不完全一致。为了回答上述问题,我们研究了对 eBay 质量认证的重大重新设计,将大部分消费者报告从认证标准中删除,并增加了行政数据。这一改变激励了卖家在新标准所强调的维度上做出努力,同时也让卖家能够更精确地将努力目标锁定在门槛上。在行政数据与消费者报告关联度较高的市场,买家更看重质量证书,也更有可能在平台上再次购买。最后,各市场的认证卖家比例变得更加单一,销售似乎更加集中于大型卖家。
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引用次数: 0
EXPRESS: The Rank Length Effect 快讯等级长度效应
IF 6.1 1区 管理学 Q1 BUSINESS Pub Date : 2024-07-31 DOI: 10.1177/00222437241268439
Vivian (Jieru) Xie, Fengyan Cai, Rajesh Bagchi
Rank lists vary in the number of items ranked on the list (e.g., Top 5 vs. Top 20 movies on IMDb), that is, the rank length. Across ten studies, including both field and laboratory experiments, we examine the influence of rank length on evaluations, willingness to pay, and choice. We document a novel rank length effect: The same ranked items elicit more positive judgments when the rank length is longer (vs. shorter), although the differences in judgments between the ranked items are smaller. This effect is driven both by consumers’ tendency to narrowly focus on the rank list and by the manner via which they map the rank list onto their mental number line. The rank length effect extends to willingness to pay, and choice. We explore three different kinds of choice contexts, discuss implications, and offer suggestions for future research.
排名榜上排名的项目数量各不相同(例如,IMDb 上排名前 5 位的电影与排名前 20 位的电影),即排名长度不同。我们通过现场和实验室实验等十项研究,考察了排名长度对评价、支付意愿和选择的影响。我们发现了一种新的排名长度效应:当等级长度较长(相对于较短)时,相同等级的项目会引起更多的积极评价,尽管不同等级项目之间的评价差异较小。造成这种效应的原因是消费者倾向于将注意力集中在排名表上,以及他们将排名表映射到心理数字线上的方式。排序长度效应延伸至支付意愿和选择。我们探讨了三种不同的选择情境,讨论了其影响,并对未来研究提出了建议。
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引用次数: 0
EXPRESS: Sharing to Persuade: the Role of Donor- versus Charity-Focused WOM 快讯分享以说服:以捐赠者为中心的 WOM 与以慈善为中心的 WOM 的作用
IF 6.1 1区 管理学 Q1 BUSINESS Pub Date : 2024-07-31 DOI: 10.1177/00222437241268491
Laura Boman, Xin He
Charitable organizations are increasingly soliciting donors to engage in word-of-mouth (WOM) as a strategy to foster future contributions. While some organizations encourage donors to share WOM that focuses on their own donations (donor-focused WOM; e.g., “I just donated to the kids of @StJude. Join me in saving children’s lives.”), others prompt donors to share WOM that focuses on the organization itself (charity-focused WOM; e.g., “Smile Train gives children with clefts the #PowerOfASmile.”). Contrary to the common belief that people mostly want to talk about themselves, the current research demonstrates that donor-focused WOM backfires, such that donors are less likely to share donor- than charity-focused WOM. This effect is driven by their belief that donor-focused WOM is less altruistic and is therefore less efficacious in persuading others to contribute to the same cause. In addition to sharing, the type of WOM solicited exerts far-reaching impact, with donor-focused WOM attracting fewer new donors in comparison to charity-focused WOM. Together, the current research improves the understanding of WOM type, its effect, and the underlying processes.
作为促进未来捐款的一种策略,慈善组织越来越多地邀请捐赠者参与口碑传播(WOM)。一些组织鼓励捐赠者分享以自己的捐赠为中心的 WOM(以捐赠者为中心的 WOM;例如,"我刚刚为 @StJude 的孩子们捐了款。与我一起拯救儿童的生命。"),其他一些组织则鼓励捐赠者分享以组织本身为中心的 WOM(以慈善为中心的 WOM;例如,"微笑列车为患有唇裂的儿童带来 #微笑的力量。")。人们普遍认为,人们大多愿意谈论自己,与此相反,目前的研究表明,以捐赠者为中心的 WOM 会适得其反,捐赠者分享以捐赠者为中心的 WOM 的可能性要低于分享以慈善为中心的 WOM 的可能性。造成这种效果的原因是,他们认为以捐赠者为中心的 WOM 不那么利他,因此在说服他人为同一事业做出贡献方面效果较差。除了分享之外,所征集的 WOM 类型也产生了深远的影响,与以慈善为重点的 WOM 相比,以捐赠者为重点的 WOM 吸引的新捐赠者更少。总之,目前的研究加深了人们对 WOM 类型、其影响和潜在过程的理解。
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引用次数: 0
EXPRESS: Zooming in on the Very Early Days: The Role of Trademark Applications in the Acquisition of Venture Capital Seed Funding 快讯放大早期阶段:商标申请在获得风险资本种子基金中的作用
IF 6.1 1区 管理学 Q1 BUSINESS Pub Date : 2024-07-31 DOI: 10.1177/00222437241272192
Verena Rieger, Anne Dreller, Andreas Engelen
New ventures are essential for developing innovations and generating economic and societal value, but they depend on external resources, especially from venture capitalists, who provide seed funding to make necessary advances in the development and commercialization of their innovative products. From the marketing discipline’s perspective, the question is whether marketing actions play a role in this early acquisition of critical resources. Building on organizational legitimacy theory, we argue that trademark applications are important from day one, as they send important information cues to venture capitalists (e.g., on marketing-related professionalism) that foster the acquisition of venture capital (VC) seed funding. We build a dataset using Crunchbase and USPTO data that follows 5,370 ventures founded between 2007 and 2010 over several years up to 2018. We find that new ventures that file trademark applications have an increased likelihood of acquiring VC seed funding compared to firms that do not file trademark applications. This association is strongest during the first 100 days and diminishes about 1,000 days after foundation. The effect is particularly pronounced in industries characterized by low technological uncertainty and when new ventures do not operate from a location with a cluster of startups, such as Silicon Valley.
新创企业对于开发创新和创造经济及社会价值至关重要,但它们依赖于外部资源,特别是风险资本家提供的种子资金,以便在创新产品的开发和商业化方面取得必要的进展。从营销学科的角度来看,问题在于营销行动是否在早期获取关键资源的过程中发挥了作用。在组织合法性理论的基础上,我们认为商标申请从第一天起就很重要,因为它们向风险资本家发出了重要的信息提示(如营销相关的专业性),从而促进了风险资本(VC)种子基金的获得。我们利用Crunchbase和美国专利商标局的数据建立了一个数据集,该数据集跟踪了5,370家在2007年至2010年期间成立的风险企业,历时数年,直至2018年。我们发现,与未提出商标申请的企业相比,提出商标申请的新创企业获得风险投资种子资金的可能性更大。这种关联在企业成立后的头 100 天内最为明显,大约在 1000 天后逐渐减弱。在技术不确定性较低的行业,以及新创企业不在硅谷等初创企业聚集地运营时,这种效应尤为明显。
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引用次数: 0
EXPRESS: The Closing-the-Gap Effect: Joint Evaluation Leads Donors to Help Charities Farther from Their Goal 快讯缩小差距效应:联合评估导致捐助者帮助慈善机构远离目标
IF 6.1 1区 管理学 Q1 BUSINESS Pub Date : 2024-07-31 DOI: 10.1177/00222437241270225
RISHAD HABIB, DAVID J. HARDISTY, KATHERINE WHITE, BAEK JUNG KIM
Charitable donations can be influenced by the level of progress of a cause towards its fundraising goal. The current work demonstrates how jointly considering more than one charitable cause along with their goal progress information shifts consumers’ donation decisions. When charitable causes are evaluated jointly (vs. separately), the comparison makes relative need for help more salient and easier to evaluate, leading to greater giving to the cause farther from its goal. A multi-method investigation, involving six pre-registered experimental studies, seven supplemental studies, and a large secondary dataset with over 10,000 projects from a micro-crowdfunding platform, provides evidence for this phenomenon and demonstrates that it is robust to variations in the type of cause, number of projects, and the donor being able to personally complete the goal. Conversely, the effect is eliminated or reversed when charities are evaluated separately (as relative need for help is less salient), when the gap between charities is smaller (as perceptions of relative need for help are diminished), or when for-profit businesses are evaluated (as the context does not heighten sensitivity to need). This work contributes to research on goal progress and evaluation mode and has implications for charitable giving in comparative contexts like crowdfunding.
慈善捐赠会受到慈善事业在实现筹款目标方面的进展程度的影响。目前的研究表明,共同考虑一个以上的慈善事业及其目标进展信息会如何改变消费者的捐赠决策。当对慈善事业进行联合评估(与单独评估相比)时,比较会使相对的帮助需求更加突出,也更容易评估,从而导致对距离目标较远的慈善事业提供更多捐赠。一项涉及六项预先登记的实验研究、七项补充研究和一个微型众筹平台上超过 10,000 个项目的大型二手数据集的多方法调查为这一现象提供了证据,并证明了这一现象在慈善事业类型、项目数量和捐赠者是否能够亲自完成目标等方面的变化中都是稳健的。相反,如果对慈善机构进行单独评估(因为相对帮助需求不那么突出)、慈善机构之间的差距较小(因为对相对帮助需求的感知减弱)或对营利性企业进行评估(因为环境不会提高对需求的敏感度),则会消除或逆转这种效应。这项研究为目标进展和评估模式研究做出了贡献,并对众筹等比较环境下的慈善捐赠产生了影响。
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引用次数: 0
EXPRESS: Getting the Board on Board: Marketing Department Power and Board Interlocks 快讯让董事会参与进来:市场部权力与董事会互锁
IF 6.1 1区 管理学 Q1 BUSINESS Pub Date : 2024-07-31 DOI: 10.1177/00222437241272180
Peter Ebbes, Frank Germann, Rajdeep Grewal
Although the power held by the marketing department can determine key organizational outcomes, including firm performance, this power seemingly has been decreasing. To address this apparent disconnect, the authors propose that the board of directors is a critical but overlooked antecedent of marketing department power (MDP). In particular, the authors demonstrate that directors’ exposure through board service at other firms (i.e., board interlocks) affects MDP in the firms on whose boards they also serve (i.e., focal firms). A sample of 6,008 firms, spanning 2007–2021, reveals that MDP in board-interlocked firms has a positive effect on MDP in focal firms. Despite evidence that board interlock effects have diminished or even disappeared, the findings suggest the board interlock effect remains a potent antecedent of MDP—and this effect did not decrease during the observation period. Adapting the 3R (reach–richness–receptivity) framework, the authors also find that the board interlock effect increases with greater reach and richness of a focal firm’s board interlock network and its executives’ receptivity to information. The marketing department’s decreasing power is concerning for the discipline; the robust results of this study suggest that firms need to get the board “on board” to stem this diminishing trend.
尽管市场营销部门的权力可以决定包括公司业绩在内的关键组织结果,但这种权力似乎一直在下降。为了解决这一明显的脱节问题,作者提出,董事会是营销部门权力(MDP)的一个重要但被忽视的前因。作者特别证明,董事通过在其他公司的董事会任职(即董事会互锁),会影响他们同时在其董事会任职的公司(即焦点公司)的营销部门权力。对 2007-2021 年间 6 008 家公司的抽样调查显示,董事会互锁公司的 MDP 对焦点公司的 MDP 有积极影响。尽管有证据表明董事会互锁效应已经减弱甚至消失,但研究结果表明,董事会互锁效应仍然是 MDP 的有力前因,而且这种效应在观察期内并没有减弱。通过调整 3R(覆盖面-丰富度-接受度)框架,作者还发现,董事会连锁效应会随着焦点公司董事会连锁网络的覆盖面和丰富度以及高管对信息的接受度的增加而增加。市场营销部门的力量不断减弱,这对这门学科来说令人担忧;本研究的有力结果表明,企业需要让董事会 "加入",以阻止这种减弱的趋势。
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引用次数: 0
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Journal of Marketing Research
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