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The role of energy consumption in robotic mobile fulfillment systems: Performance evaluation and operating policies with dynamic priority 能耗在机器人移动履行系统中的作用:性能评估和具有动态优先权的运行策略
IF 6.7 2区 管理学 Q1 MANAGEMENT Pub Date : 2024-08-10 DOI: 10.1016/j.omega.2024.103168
Wanying Chen , Peng Wu , Yeming Gong , Zhengmin Zhang , Kun Wang

The robotic mobile fulfillment system (RMFS), with wide application in warehousing and logistics, requires many robots powered by electricity, which significantly impacts energy consumption. This paper investigates the energy consumption in the RMFS under a classic e-business environment, which classifies the orders into regular orders and expedited orders. We evaluate the impact of three dynamic priority policies (the earliest deadline first policy, waiting time-dependent policy, and weighted waiting time first policy) on throughput time and energy consumption. This paper proposes multi-class semi-open queuing network models (SOQN) with dynamic priority policies to investigate energy consumption. We validate the accuracy of the analytical models by simulation models. This paper makes the following contributions: (1) In methodology, we propose new methods to solve the SOQN with dynamic priority policies. (2) In operational planning and control, we are among the earliest to investigate the impact of dynamic priority policies on order throughput time and energy consumption in an RMFS. (3) In design optimization, we propose a decision tool to optimize the robot number for realizing the required throughput time with minimal energy consumption. Our model can also decide the optimal warehouse shape to minimize energy consumption. (4) In system analysis, we estimate the energy consumption per transaction in an RMFS, providing logistics managers insights into energy saving of warehouses.

机器人移动履约系统(RMFS)广泛应用于仓储和物流领域,需要许多机器人以电力为动力,这极大地影响了能源消耗。本文研究了传统电子商务环境下 RMFS 的能耗,该环境将订单分为普通订单和加急订单。我们评估了三种动态优先级策略(最早截止时间优先策略、等待时间相关策略和加权等待时间优先策略)对吞吐时间和能耗的影响。本文提出了具有动态优先权策略的多类半开放式排队网络模型(SOQN)来研究能耗。我们通过仿真模型验证了分析模型的准确性。本文的贡献如下:(1)在方法论方面,我们提出了解决具有动态优先权策略的 SOQN 的新方法。(2) 在运营规划和控制方面,我们是最早研究动态优先级策略对 RMFS 中订单吞吐时间和能耗影响的研究者之一。(3) 在优化设计方面,我们提出了优化机器人数量的决策工具,以最小的能耗实现所需的吞吐时间。我们的模型还能决定最佳仓库形状,以最大限度地降低能耗。(4) 在系统分析方面,我们估算了 RMFS 中每笔交易的能耗,为物流管理者提供了仓库节能的见解。
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引用次数: 0
Two-echelon collaborative many-to-many pickup and delivery problem for agricultural wholesale markets with workload balance 具有工作量平衡的农产品批发市场多对多协同取货和交货问题
IF 6.7 2区 管理学 Q1 MANAGEMENT Pub Date : 2024-08-06 DOI: 10.1016/j.omega.2024.103164
Jian Li , Lu Cang , Yisheng Wu , Zhaotong Zhang

In the context of cooperation distribution among multiple wholesale markets, each customer can place orders with multiple agricultural wholesale markets, and each agricultural wholesale market can supply different products. To improve their distribution efficiency and avoid traffic congestion, cargoes need to be transshipped among collaborative distribution of different agricultural wholesale markets owing to their product heterogeneity. Each agricultural wholesale market undertakes the cost of completing the task for the reassigned customers of finding a balance among them, respectively. Fairness of allocation is achieved through workload balance and individual rationality constraints instead of monetary transfer payments. Aimed at the collaboration problem, a two-echelon collaborative many-to-many pickup and delivery problem with workload balance (2E-MPDP-WB) is presented in this study. A mixed-integer programming model for 2E-MPDP-WB is established, and a two-stage iterative algorithm combining branch-and-bound algorithm and adaptive large neighborhood search algorithm is proposed according to the problem structure. Some valid inequalities are also proposed. Finally, computational experiments show the correctness of the model and effectiveness of the algorithm, and sensitivity analysis is performed from four aspects, namely, costs before and after collaboration, workload balance, market geographical distribution, and demand mixing degree. The findings provide management insights for the collaborative distribution of multiple wholesale markets.

在多个批发市场合作配送的背景下,每个客户可以向多个农产品批发市场下订单,每个农产品批发市场可以供应不同的产品。为提高配送效率,避免交通拥堵,不同农产品批发市场的合作配送货物因其产品的异质性,需要在不同农产品批发市场之间进行转运。每个农产品批发市场分别承担为重新分配的客户完成任务的成本,以在它们之间找到平衡。分配的公平性是通过工作量平衡和个人理性约束而不是货币转移支付来实现的。针对协作问题,本研究提出了一个具有工作量平衡的双总部协作多对多取送问题(2E-MPDP-WB)。建立了 2E-MPDP-WB 的混合整数编程模型,并根据问题结构提出了结合分支-约束算法和自适应大邻域搜索算法的两阶段迭代算法。同时还提出了一些有效的不等式。最后,计算实验证明了模型的正确性和算法的有效性,并从协作前后成本、工作量平衡、市场地理分布和需求混合程度四个方面进行了敏感性分析。研究结果为多个批发市场的协作分配提供了管理启示。
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引用次数: 0
Robust online portfolio optimization with cash flows 利用现金流进行稳健的在线投资组合优化
IF 6.7 2区 管理学 Q1 MANAGEMENT Pub Date : 2024-08-02 DOI: 10.1016/j.omega.2024.103169
Benmeng Lyu , Boqian Wu , Sini Guo , Jia-Wen Gu , Wai-Ki Ching

One fundamental issue in finance is portfolio selection, which seeks the best strategy for assigning capital among a group of assets. There has been growing interest in online portfolio selection where the investment strategy is frequently readjusted in a short time as new financial market data arrives constantly. Numerous effective algorithms have been extensively examined both in terms of theoretical analysis and empirical evaluation. Previous online portfolio selection algorithms that incorporate transaction costs are limited by the fact that they often approximate the transaction remainder factor instead of calculating it precisely. This could lead to suboptimal investment performance. To address this issue, we present an innovative method that considers transaction costs and resolves the accurate transaction remainder factor and the optimal portfolio allocation simultaneously for each period. In addition, we take into account the open-end fund, which permits constant cash inflows, and develop a framework for online portfolio selection. We also incorporate the uncertainty set to minimize the impact of the prediction error during the prediction process. Utilizing the framework presented in this innovative model, we develop a novel algorithm for online portfolio selection that incorporates transaction costs and continuous cash inflows with the objective of maximizing cumulative wealth. Numerical experiments show that the proposed algorithms are able to handle transaction costs and constant cash inflows effectively.

金融领域的一个基本问题是投资组合选择,即在一组资产中寻找分配资本的最佳策略。人们对在线投资组合选择的兴趣与日俱增,因为随着新的金融市场数据不断到来,投资策略会在短时间内频繁调整。许多有效的算法在理论分析和实证评估方面都得到了广泛的研究。以往包含交易成本的在线投资组合选择算法的局限性在于,它们通常是对交易剩余因素进行近似计算,而不是精确计算。这可能会导致投资绩效不理想。为解决这一问题,我们提出了一种创新方法,该方法考虑了交易成本,并能同时求解准确的交易剩余因子和每个时期的最优投资组合分配。此外,我们还考虑到开放式基金允许持续的现金流入,并开发了在线投资组合选择框架。我们还纳入了不确定性集,以尽量减少预测过程中预测误差的影响。利用这一创新模型中提出的框架,我们开发了一种在线投资组合选择的新算法,该算法将交易成本和持续现金流入纳入其中,目标是实现累积财富最大化。数值实验表明,所提出的算法能够有效地处理交易成本和持续的现金流入。
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引用次数: 0
Modeling collaborative data service provision around an open source platform under uncertainty with stochastic provision games 用随机供应博弈模拟不确定情况下围绕开源平台提供的协作数据服务
IF 6.7 2区 管理学 Q1 MANAGEMENT Pub Date : 2024-07-31 DOI: 10.1016/j.omega.2024.103167
Paolo Pisciella, Alexei A. Gaivoronski

This paper uses concepts taken from Cooperative Game Theory to model the incentives to join forces among a group of agents involved in collaborative provision of a mobile app under uncertainty around an open source platform. Demand uncertainty leads the agents to reach a noncooperative equilibrium by offering low quality apps. This can be avoided by introducing a coordination scheme through a common platform that eliminates the effects of lack of information. Coordination is achieved by providing a revenue sharing scheme enforcing the stability of the collaboration but also defined in a “fair” way, depending on the importance of the resources that each provider supplies to the app. To this aim, we introduce the concept of Stochastic Provision Games. This coordination leads both to higher app quality and improved profitability for the participants.

本文利用合作博弈论的概念,模拟了在开源平台不确定的情况下,参与合作提供移动应用程序的一组代理之间联合的激励机制。需求的不确定性导致代理商通过提供低质量的应用程序达到非合作均衡。通过共同平台引入协调方案,消除信息匮乏的影响,就可以避免这种情况。实现协调的方法是提供一个收入共享方案,该方案不仅能确保合作的稳定性,还能根据每个供应商为应用程序提供的资源的重要性,以 "公平 "的方式进行定义。为此,我们引入了"...... "的概念。 这种协调既提高了应用程序的质量,也改善了参与者的盈利能力。
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引用次数: 0
As a service or a product? A comparison of electric vehicle battery supply models 是服务还是产品?电动汽车电池供应模式比较
IF 6.7 2区 管理学 Q1 MANAGEMENT Pub Date : 2024-07-30 DOI: 10.1016/j.omega.2024.103166
Xiaoyang Zhou, Bowen Pang, Runyu Tang

In response to the challenges posed by high costs and rapid degradation of electric vehicle (EV) batteries, Battery as a Service (BaaS) is introduced as a new EV battery supply model, alongside the traditional model of Battery as a Product (BaaP). Under this background, how to choose a battery supply model is a major strategic problem. Through game theory approach, we analyze and compare the BaaS and BaaP models under a durable goods framework. Firstly, we find that the BaaS model is more profitable than the BaaP model when battery cost or degradation rate is excessively high. The firm under BaaS can relieve cost pressures by selectively retaining used batteries and reducing the price threshold for consumers to acquire batteries. Secondly, through premature disposal of used batteries, a firm can endogenously determine the quality of battery service, making the BaaS model more profitable when battery cost or degradation rate is excessively low. Thirdly, we show that the firm under BaaS always benefits from the decrease of battery degradation rate. However, a lower battery degradation rate may reduce the firm’s profit under BaaP because of the cannibalization effect from the secondary market.

为应对电动汽车(EV)电池高成本和快速衰减所带来的挑战,电池服务(BaaS)作为一种新的电动汽车电池供应模式,与传统的电池即产品(BaaP)模式并驾齐驱。在此背景下,如何选择电池供应模式是一个重要的战略问题。通过博弈论方法,我们分析比较了耐用品框架下的 BaaS 和 BaaP 模式。首先,我们发现当电池成本或衰减率过高时,BaaS 模式比 BaaP 模式更有利可图。BaaS 模式下的企业可以有选择地保留废旧电池,降低消费者购买电池的价格门槛,从而缓解成本压力。其次,通过提前处理废旧电池,企业可以内生地决定电池服务的质量,从而使 BaaS 模式在电池成本或降解率过低时更有利可图。第三,我们的研究表明,BaaS 模式下的企业总是能从电池降解率的降低中获益。然而,由于二级市场的蚕食效应,较低的电池降解率可能会降低企业在 BaaP 模式下的利润。
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引用次数: 0
A multi-objective lot sizing procurement model for multi-period cold chain management including supplier and carrier selection 用于多期冷链管理的多目标批量采购模型,包括供应商和承运商选择
IF 6.7 2区 管理学 Q1 MANAGEMENT Pub Date : 2024-07-30 DOI: 10.1016/j.omega.2024.103165
Yong Wang , Weixin Sun , Mohammad Zoynul Abedin , Petr Hajek , Wenting Xue

The rapid expansion of the cold chain market is a key supply chain trend, but its high energy consumption conflicts with low-carbon goals. To address this, the paper proposes a multi-objective lot sizing procurement (LSP) model for managing the procurement of perishable products in the cold chain. This model, constrained by limited inventory and transportation capacity, aims to optimize multi-period procurement plans and order allocation and minimize total costs and carbon emissions. The proposed multi-objective LSP model adopts a posteriori mode, which contributes to enhancing the model's applicability, especially in countries where carbon tax and trading systems are not fully developed. To enhance decision makers’ decision efficiency and preserve the diversity of the original Pareto solutions as much as possible, the K-means++ algorithm is employed to prune the original Pareto solution set, providing decision-makers with three representative solutions (cost priority, balanced, and carbon priority solutions). In addition, the paper conducts sensitivity analysis, stability experiments, and compares the multi-objective LSP model with the benchmark model (relaxed carbon emission constraints). Experiments show that the multi-objective LSP model quickly and stably provides decision-makers with lot sizing purchasing plans for numerical examples of different scales and effectively controls the total carbon footprint of the entire cold chain at a low cost.

冷链市场的快速扩张是供应链的主要趋势,但其高能耗与低碳目标相冲突。为此,本文提出了一种多目标批量采购(LSP)模型,用于管理冷链中易腐产品的采购。该模型受限于有限的库存和运输能力,旨在优化多期采购计划和订单分配,最大限度地降低总成本和碳排放量。所提出的多目标 LSP 模型采用后验模式,有助于提高模型的适用性,尤其是在碳税和碳交易体系尚未完全建立的国家。为了提高决策者的决策效率,并尽可能保留原始帕累托方案的多样性,本文采用 K-means++ 算法对原始帕累托方案集进行剪枝,为决策者提供了三种代表性方案(成本优先方案、平衡方案和碳优先方案)。此外,本文还进行了敏感性分析和稳定性实验,并将多目标 LSP 模型与基准模型(放宽碳排放约束)进行了比较。实验表明,多目标 LSP 模型能快速、稳定地为决策者提供不同规模数值实例的批量采购计划,并能以低成本有效控制整个冷链的总碳足迹。
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引用次数: 0
Environmental sustainability under production competition with costly adjustments: An appraisal of firms’ behavior with regard to pollution dynamics 在有成本调整的生产竞争条件下的环境可持续性:企业在污染动态方面的行为评估
IF 6.7 2区 管理学 Q1 MANAGEMENT Pub Date : 2024-07-26 DOI: 10.1016/j.omega.2024.103163
Konstantin Kogan , Fouad El Ouardighi

The waning efficiency of natural pollution sinks and the predicted consequence of their irreversible transformation into pollution sources within the current century call into question the environmental sustainability of economic activity and, more specifically, its basic engine: horizontal competition. Among factors likely to cast doubt on the environmental sustainability of competition, competing firms’ approaches to pollution control deserve particular attention because myopic approaches that ignore pollution dynamics accelerate such transformations. Another potentially harmful factor is the cost of adjusting production, which can hinder firms’ ability to reduce their polluting emissions in a timely way. In the context of a Cournot market structure, we consider competing firms that incur a cost when adjusting production and are subject to pollution emission taxes. We analyze how production adjustment costs and firms’ choice of myopic or farsighted pollution control policies affect their competitiveness and the long-run sustainability of the environmental system. We show that competition is not compatible with environmental sustainability under a myopic pollution control policy when the maximum threshold of pollution absorption has already been exceeded. Myopic policies cannot neutralize history dependency, and extremely large production adjustment costs exacerbate the problem. In contrast, farsighted pollution control policies can eliminate history-dependency as long as the tax policy is not too restrictive, though they lead to a more polluted environment than myopic policies operating below the maximum absorption efficiency threshold.

本世纪内,自然污染汇的效率不断降低,而且预计它们将不可逆转地转变为污染源,这使人们对经济活动的环境可持续性,更具体地说,对其基本动力--横向竞争--产生了质疑。在可能对竞争的环境可持续性产生怀疑的因素中,竞争企业的污染控制方法值得特别关注,因为忽视污染动态的短视方法会加速这种转变。另一个潜在的有害因素是调整生产的成本,这会阻碍企业及时减少污染排放的能力。在库诺市场结构的背景下,我们考虑到竞争企业在调整生产时会产生成本,并且需要缴纳污染排放税。我们分析了生产调整成本和企业对近视或远视污染控制政策的选择如何影响其竞争力和环境系统的长期可持续性。我们的研究表明,在近视型污染控制政策下,当污染吸收的最大阈值已经被超过时,竞争与环境的可持续性是不相容的。近视政策无法中和历史依赖性,而极高的生产调整成本会加剧这一问题。相反,只要税收政策不是过于严格,有远见的污染控制政策就能消除历史依赖性,尽管与低于最大吸收效率阈值的近视政策相比,这些政策会导致更严重的环境污染。
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引用次数: 0
Incentivization in centrally managed systems: Inconsistencies resolution 中央管理系统中的激励机制:解决不一致问题
IF 6.7 2区 管理学 Q1 MANAGEMENT Pub Date : 2024-07-26 DOI: 10.1016/j.omega.2024.103160
Mostafa Davtalab-Olyaie , Mehmet A. Begen , Zijiang Yang , Masoud Asgharian

In centrally managed systems (CMSs), the need for incentivization systems at the local management level is crucial to optimize overall performance. Three alternative incentive systems have emerged within the centralized resource allocation (CRA) framework, aiming to measure the contribution of decision-making units (DMUs) in CMSs. However, we identify inconsistencies within these approaches and present them through illustrative examples. First, existing methods may struggle to effectively distinguish between CRA-efficient and CRA-inefficient DMUs, potentially resulting in inappropriate penalties or rewards for some the DMUs. Second, they may encounter difficulty in differentiating among CRA-efficient DMUs, especially when dealing with non-extreme DMUs or masked data within the dataset. Third, these methods may lack precision in measuring the impact of non-extreme CRA-efficient DMUs on overall performance. To address these limitations, we first highlight certain misconceptions related to individual efficiency within CMSs in the existing literature. Subsequently, we establish a fundamental characterization of individual efficient DMUs by outlining necessary and sufficient conditions for categorizing a DMU as CRA-efficient. For the second and third limitations, we adopt an endogenous perspective to quantify the influence of each CRA-efficient DMU. This involves calculating the maximum potential contribution of the DMU under evaluation in constructing the projection points of other DMUs. Furthermore, we propose a new method to handle masked data well in differentiating among CRA-efficient DMUs. We show the validity and applicability of our approaches using a real dataset.

在中央管理系统(CMS)中,地方管理层对激励制度的需求对于优化整体绩效至关重要。在集中资源分配(CRA)框架内出现了三种可供选择的激励制度,旨在衡量中央管理系统中决策单位(DMU)的贡献。然而,我们发现了这些方法中的不一致之处,并通过实例加以说明。首先,现有方法可能难以有效区分 CRA 效率高的 DMU 和 CRA 效率低的 DMU,从而可能导致对某些 DMU 进行不适当的惩罚或奖励。其次,这些方法在区分 CRA 效率高的 DMU 时可能会遇到困难,特别是在处理非极端 DMU 或数据集中的遮蔽数据时。第三,这些方法在衡量非极端 CRA 高效 DMU 对整体绩效的影响时可能缺乏精确性。为了解决这些局限性,我们首先强调了现有文献中与 CMS 内部个体效率相关的某些误解。随后,我们通过概述将 DMU 归类为 CRA 高效的必要条件和充分条件,建立了单个高效 DMU 的基本特征。对于第二和第三个限制条件,我们采用内生视角来量化每个具有 CRA 效率的 DMU 的影响。这包括计算被评估的 DMU 在构建其他 DMU 的投影点时的最大潜在贡献。此外,我们还提出了一种新方法,可在区分具有 CRA 效率的 DMU 时很好地处理遮蔽数据。我们使用真实数据集展示了我们方法的有效性和适用性。
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引用次数: 0
Sharing service in healthcare systems: A recent survey 医疗系统共享服务:最新调查
IF 6.7 2区 管理学 Q1 MANAGEMENT Pub Date : 2024-07-24 DOI: 10.1016/j.omega.2024.103158
Ziwei Wang , Hongmin Chen , Jun Luo , Chunming Wang , Xinyi Xu , Ying Zhou

Innovation in the sharing economy continues to thrive within healthcare systems. Emerging internet platforms and traditional hospitals/alliances have created diverse healthcare sharing scenarios, integrating a wide range of dispersed specialized medical resources to provide more convenient and efficient solutions to meet diverse demands. We adopt a classification framework based on staff, supplies, information, and alliances, guided by the concepts and scenarios of healthcare sharing. We mainly review research issues in the fields of operations management and information systems over the past decade, encompassing service pricing and matching, patient flow management, inventory management, multiple resources scheduling and allocation, network and mechanism design, quality evaluation, technology impact and cost-effectiveness analysis. Combining the advancements of digital intelligence technology and the evolution of healthcare sharing modes, we present some new problems, scenarios, and approaches, which offer potential opportunities for future research.

创新在医疗保健系统中继续蓬勃发展。新兴的互联网平台和传统的医院/联盟创造了多样化的医疗共享场景,整合了各种分散的专业医疗资源,为满足多样化的需求提供了更加便捷高效的解决方案。我们以医疗共享的概念和场景为指导,采用基于人员、物资、信息和联盟的分类框架。我们主要回顾了近十年来运营管理与信息系统领域的研究课题,包括服务定价与匹配、患者流管理、库存管理、多资源调度与分配、网络与机制设计、质量评估、技术影响与成本效益分析等。结合数字智能技术的发展和医疗共享模式的演变,我们提出了一些新问题、新情景和新方法,为未来研究提供了潜在的机会。
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引用次数: 0
How to achieve targeted advertising with the e-commerce platform’s membership system? 如何利用电子商务平台的会员系统实现有针对性的广告宣传?
IF 6.7 2区 管理学 Q1 MANAGEMENT Pub Date : 2024-07-24 DOI: 10.1016/j.omega.2024.103156
Li Hu , Weiyi Zhang , Shaofu Du , Xiahui Sun

Targeted advertising has been extensively researched and utilized, yet it remains a challenge for the majority of small and medium-sized enterprises (SMEs) to effectively implement. To tackle this issue, e-commerce platforms have established member-oriented marketing windows that attract high-quality merchants and consumers, creating new opportunities for SMEs. Unlike traditional mass advertising (MA) in public windows, SMEs can achieve targeted advertising (TA) marketing to member and non-member groups separately by joining the membership marketing system. Two typical advertising cost-bearing structures are included for the platform’s membership marketing system: the Platform-Bearing-Cost (PBC) and the Merchant-Bearing-Cost (MBC) mechanisms. The results show that, regardless of the cost-bearing mechanism, the narrow fee gap between the two marketing windows leads to a higher advertising level and advertising investment for members under TA. Moreover, we identify the criteria under which the merchant adopts TA: a limited cross-purchase for the members in public windows. Furthermore, a sufficiently low members’ cross-purchase coefficient in public windows contributes to a TA win–win outcome for the platform and the merchant. Nevertheless, the platform does not always benefit from the merchant’s adoption of TA, which has inspired us to refine the platform’s membership marketing system further. Two viable options are proposed for consideration: discount adjustment and product screening. The former, which is a strategic adjustment of member-only discounts, is designed to induce merchants to adopt the ad format that aligns with the platform’s expectations. The latter, which is a set of rigorous entry criteria, is intended to permit only those products that are in high demand to participate.

有针对性的广告已被广泛研究和利用,但对于大多数中小企业(SMEs)来说,如何有效实施仍是一个挑战。为解决这一问题,电子商务平台建立了面向会员的营销窗口,吸引优质商家和消费者,为中小企业创造了新的机遇。与传统的公共窗口大众广告(Mass Advertising,MA)不同,中小企业通过加入会员营销体系,可以分别实现针对会员和非会员群体的定向广告(Targeted Advertising,TA)营销。平台的会员营销体系包括两种典型的广告成本承担结构:平台承担成本(PBC)和商家承担成本(MBC)机制。结果表明,无论采用哪种成本承担机制,两个营销窗口之间较小的费用差距都会提高会员的广告水平和广告投入。此外,我们还确定了商家采用 TA 的标准:会员在公共窗口的交叉购买有限。此外,公共窗口中足够低的会员交叉购买系数有助于实现平台和商家的双赢。然而,平台并不总能从商家采用 TA 的行为中获益,这启发我们进一步完善平台的会员营销系统。现提出两种可行方案供参考:折扣调整和产品筛选。前者是对会员专享折扣进行策略性调整,旨在促使商家采用符合平台预期的广告形式。后者是一套严格的准入标准,旨在只允许需求量大的产品参与。
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引用次数: 0
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