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Optimal Advertising When Envisioning a Product-Harm Crisis

机译:设想产品危害时的最佳广告

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How should forward-looking managers plan advertising if they envision a product-harm crisis in the future? To address this question, we propose a dynamic model of brand advertising in which, at each instant, a nonzero probability exists for the occurrence of a crisis event that damages the brand's baseline sales and may enhance or erode marketing effectiveness when the crisis occurs. Because managers do not know when the crisis will occur, its random time of occurrence induces a stochastic control problem, which we solve analytically in closed form. More importantly, the envisioning of a possible crisis alters managers' rate of time preference: anticipation enhances impatience. That is, forward-looking managers discount the present—even when the crisis has not occurred—more than they would in the absence of crisis. Building on this insight, we then derive the optimal feedback advertising strategies and assess the effects of crisis likelihood and damage rate. We discover the crossover interaction: the optimal precrisis advertising decreases, but the postcrisis advertising increases as the crisis likelihood (or damage rate) increases. In addition, we develop a new continuous-time estimation method to simultaneously estimate sales dynamics and feedback strategies using discrete-time data. Applying the method to market data from the Ford Explorer's rollover recall, we furnish evidence to support the proposed model. We detect compensatory effects in parametric shift: ad effectiveness increases, but carryover effect decreases (or vice versa). We also characterize the crisis occurrence distribution that shows that Ford Explorer should anticipate a crisis in 2.1 years and within 6.3 years at the 95% confidence level. Finally, we find a remarkable correspondence between the observed and optimal advertising decisions.
机译:如果前瞻性管理人员预见到将来会发生产品危害危机,应如何计划广告投放?为了解决这个问题,我们提出了一种动态的品牌广告模型,在该模型中,每当出现危机事件的可能性为零时,危机事件就会损害品牌的基准销售额,并在危机发生时增强或削弱营销效果。由于管理者不知道危机何时发生,因此危机的随机发生时间会引发随机控制问题,我们将以封闭形式对其进行分析解决。更重要的是,预见可能发生的危机会改变经理的时间偏好率:预期会增加耐心。也就是说,具有前瞻性的经理们对当前(即使在危机尚未发生时)的折价要比没有危机时的折价要高。在此洞察力的基础上,我们然后得出最佳反馈广告策略,并评估危机可能性和损害率的影响。我们发现交叉互动:最佳的危机前广告减少,但是危机后广告随着危机可能性(或破坏率)的增加而增加。此外,我们开发了一种新的连续时间估算方法,以使用离散时间数据同时估算销售动态和反馈策略。将这种方法应用于福特探索者展期召回的市场数据,我们提供了证据来支持所提出的模型。我们在参数转换中检测到补偿效应:广告效果提高,但结转效果降低(反之亦然)。我们还描述了危机发生分布的特征,表明福特资源管理器应该以95%的置信度预期在2.1年内和6.3年内发生危机。最后,我们发现观察到的最佳广告决策之间有着明显的对应关系。

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