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Real Options Models for Proactive Uncertainty-Reducing Mitigations and Applications in Cybersecurity Investment Decision Making

机译:主动降低不确定性的缓解措施的实物期权模型及其在网络安全投资决策中的应用

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摘要

Managerial flexibility, or real options, embedded in information technology (IT) investments allows resolving uncertainty not only by passively waiting for new information to arrive during deferral but also by proactively deploying mitigations. Classic real options models fail to account for the value of proactive uncertainty-reducing mitigations, since they assume that uncertainty is fixed or follows a continuous, time-dependent dynamics. We present adaptations of these models that address this shortcoming. In our models, zero or more mitigations can be applied in varying sequences, mitigations have impulse-type effects on uncertainty reduction, and mitigations' effects can be complementary, substitutive, or synergetic. These traits make the value of mitigations path dependent and conditional on the uncertainty-reduction ability of earlier deployed mitigations. We operationalize the effects of mitigations in the IT and cybersecurity investment contexts. We also apply the adapted models to a real-world cybersecurity investment case from a Japanese company. Investments in multiple cybersecurity mitigations are typically treated as having a multiplicative effect that leads to overinvestment in mitigations. Our models avoid this problem, permitting to lower cybersecurity costs without compromising on loss prevention. More generally, our models allow implementing the real options logic more fully by supporting both passive and proactive IT investment risk management.
机译:嵌入在信息技术(IT)投资中的管理灵活性或实际选择权,不仅可以通过在延迟期间被动等待新信息到达,而且可以通过主动部署缓解措施来解决不确定性。传统的实物期权模型无法考虑减少不确定性的主动措施的价值,因为它们假设不确定性是固定的或遵循连续的,随时间变化的动态。我们提出了针对这些缺点的这些模型的改编版。在我们的模型中,可以按不同的顺序应用零个或多个缓解措施,缓解措施对不确定性的降低具有冲动型影响,而缓解措施的影响可以是互补的,替代的或协同的。这些特征使缓解措施的价值取决于早期部署的缓解措施的不确定性降低能力,并以此为条件。我们在IT和网络安全投资环境中实施缓解措施的效果。我们还将调整后的模型应用于日本公司在现实世界中的网络安全投资案例。对多种网络安全缓解措施的投资通常被视为具有乘数效应,从而导致对缓解措施的过度投资。我们的模型可以避免此问题,从而可以降低网络安全成本,而不会影响损失预防。更广泛地说,我们的模型通过支持被动和主动IT投资风险管理,可以更全面地实施实物期权逻辑。

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