确定公布双边数字平台采用者编号的正确时间:一种基于代理的模拟优化方法

IF 2.3 Q3 MANAGEMENT
Michelle D. Haurand, Christian Stummer
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引用次数: 0

摘要

双边数字平台的采用受到跨侧网络效应的影响,也就是说,平台需求侧的采用者数量会影响供应方的采用者人数,反之亦然。因此,公布采用者数量可能会刺激平台的成功。然而,很难找到合适的时间点,因为很少或根本没有对相应的战略进行研究,基于已经成功的平台的最佳实践也没有定论。本文通过(i)证明公布采用者数量对平台增长的影响,(ii)分析市场特征对此类信息共享策略的战略契合度的影响,(iii)引入一种基于代理的模拟优化工具,旨在确定在广告信息开始之前,平台另一端应该达到的采用者的最佳数量,以及(iv)通过真实世界的用例说明这种工具的适用性。之所以选择基于代理的建模和模拟,是因为广告采用者数量的有效性取决于(潜在)平台用户之间的各种互动,这导致了一个复杂的系统,无法通过传统的分析方法正确捕捉。该模拟说明了利益相关者的决策过程,并可以支持平台运营商关于何时开始公布采用者编号的决定。我们的数字实验结果表明,对于广告采用人数何时开始的问题,没有单一的结论性答案,因为正确的时间取决于具体的市场特征。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Determining the right time to advertise adopter numbers for a two-sided digital platform: An agent-based simulation optimization approach

The adoption of two-sided digital platforms is influenced by cross-side network effects, that is, the number of adopters on the demand side of a platform affects the number of adopters on the supply side and vice versa. Accordingly, publicizing adopter numbers might stimulate platform success. However, finding the right point in time to do so is difficult because there is little or no research on corresponding strategies and best practices based on already successful platforms are inconclusive. This paper addresses this research gap by (i) demonstrating the impact of publicizing adopter numbers on platform growth, (ii) analyzing the effect of market characteristics on the strategic fit of such information-sharing strategies, (iii) introducing an agent-based simulation optimization tool that aims to identify the optimal number of adopters on the other side of the platform that should be reached before advertising information is begun, and (iv) illustrating the applicability of such a tool by means of a real-world use case. Agent-based modeling and simulation was chosen because the effectiveness of advertising adopter numbers depends on various interactions between (potential) platform users, which gives rise to a complex system that cannot be properly captured via traditional analytical approaches. The simulation accounts for the stakeholders’ decision processes and can support the platform operator's decision on when to start publicizing adopter numbers. The results of our numerical experiments indicate that there is no single conclusive answer to the question when advertising adopter numbers should begin, as the right time depends on the specific market characteristics.

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来源期刊
CiteScore
2.70
自引率
10.00%
发文量
15
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