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‘Happy failures’: Experimentation with behaviour-based personalisation in car insurance

机译:'快乐失败':汽车保险中基于行为的个性化的实验

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Insurance markets have always relied on large amounts of data to assess risks and price their products. New data-driven technologies, including wearable health trackers, smartphone sensors, predictive modelling and Big Data analytics, are challenging these established practices. In tracking insurance clients’ behaviour, these innovations promise the reduction of insurance costs and more accurate pricing through the personalisation of premiums and products. Building on insights from the sociology of markets and Science and Technology Studies (STS), this article investigates the role of economic experimentation in the making of data-driven personalisation markets in insurance. We document a case study of a car insurance experiment, launched by a Belgian direct insurance company in 2016 to set up an experiment of tracking driving style behavioural data of over 5000 participants over a one-year period. Based on interviews and document analysis, we outline how this in vivo experiment was set-up, which interventions and manipulations were imposed to make the experiment successful, and how the study was evaluated by the actors. Using JL Austin’s distinction between happy and unhappy statements, we argue how the experiment, despite its failure not to provide the desired evidence (on the link between driving style behaviour and accident losses), could be considered a ‘happy’ event. We conclude by highlighting the role of economic experiments ‘in the wild’ for the making of future markets of data-driven personalisation.
机译:保险市场一直依赖大量数据来评估其产品的风险和价格。新的数据驱动技术,包括可穿戴健康跟踪器,智能手机传感器,预测性建模和大数据分析,都具有挑战性。在跟踪保险客户的行为中,这些创新承诺通过优质和产品的个性化减少保险费和更准确的定价。在市场和科技研究社会学(STS)的洞察中,本文调查了经济实验在保险中数据驱动个性化市场的作用。我们记录了一项关于汽车保险实验的案例研究,由比利时直接保险公司于2016年推出,以便在一年期间建立追踪5000多名参与者的驾驶风格行为数据的实验。基于访谈和文件分析,我们概述了体内实验的建立方式,施加了哪些干预和操纵,使实验成功,以及该研究如何由演员评估。使用JL奥斯汀在快乐和不快乐的陈述之间的区别,我们认为实验是如何失败的,尽管它没有提供所需的证据(在驾驶风格行为和事故损失之间的联系),可能被视为“快乐”事件。我们通过突出经济实验“在野外”的作用来制定未来的数据驱动个性化市场来结束。

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