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Synergistic effects of social media and traditional marketing on brand sales: capturing the time-varying effects

机译:社交媒体和传统营销对品牌销售的协同效应:捕捉时变效应

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摘要

As social media gains more importance, managers are challenged to quantify its return on sales. The academic understanding in the effectiveness of social media is limited, and in fact the synergistic effects between social media and traditional marketing efforts have rarely been investigated. Despite the dynamics in marketing effectiveness on sales, the time-varying effectiveness of social media has never been studied either. In this study, we capture the time-varying effects of social media and the time-varying synergistic effects of social media and traditional marketing with a time-varying effect model (TVEM) approach. The empirical analyses of a large U.S. ice-cream brand sales reveal that a) the effectiveness of social media and traditional marketing vary over time, b) the synergistic effects vary over time for social media with product sampling and with in-store promotions, c) the proposed TVEM approach has a higher predictive accuracy than the benchmark models, and d) the proposed TVEM approach saves marketing costs by $0.4 million per year, compared to the time-invariant benchmark model. Overall, this study enables managers to not only better understand the synergistic effects of social media marketing and traditional marketing, but also the time-varying effectiveness of their marketing efforts with TVEM approach for better resource allocation.
机译:随着社交媒体越来越重要,管理人员面临着量化其销售回报的挑战。对社交媒体有效性的学术理解是有限的,事实上,很少研究社交媒体与传统营销活动之间的协同效应。尽管营销对销售的有效性产生了动态变化,但社交媒体随时间变化的有效性也从未得到研究。在这项研究中,我们使用时变效应模型(TVEM)方法来捕获社交媒体的时变效应以及社交媒体和传统营销的时变协同效应。对美国大型冰淇淋品牌销售的实证分析表明,a)社交媒体和传统营销的有效性随时间而变化,b)社交媒体随产品采样和店内促销而产生的协同效应随时间而变化,c )拟议的TVEM方法比基准模型具有更高的预测准确性,并且d)与时变基准模型相比,拟议的TVEM方法每年可节省40万美元的营销成本。总体而言,这项研究使管理人员不仅可以更好地理解社交媒体营销与传统营销的协同效应,而且可以利用TVEM方法更好地进行资源分配,从而了解其营销工作随时间变化的有效性。

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