Idiosyncratic Risk of New Ventures: An Option-Based Theory and Evidence

Xi Dong, Shuang Feng
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Abstract

This paper studies idiosyncratic risk of new ventures. An option-based model of a new venture with multistage investments and jumps is developed. Our model explains (1) why new ventures' 'idiosyncratic volatility eventually decreases as they clear RD (2) the negative relation between jumps in value and subsequent idiosyncratic volatility - the jump effect; (3) the dynamics of idiosyncratic volatility under different schedules of staged venture capital investments; and (4) the effect of different schedules of staged investments on firm valuation with the presence of jumps. Empirically, we develop a generalized Markov-Switching EARCH model to simultaneously capture structural changes in firms' 'idiosyncratic volatility and the relation between jumps and idiosyncratic volatility. Using a hand-collected dataset of early-stage biotech firms, we find empirical evidence supporting the jump effect and the stage-clearing effect described by our model.
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新创企业的特质风险:基于期权的理论与证据
本文研究了新创企业的特质风险。建立了一个具有多阶段投资和跳跃的新企业的期权模型。我们的模型解释了(1)为什么新创企业的特殊波动率最终会随着它们清除RD而降低(2)价值跳跃与随后的特殊波动率之间的负相关关系-跳跃效应;(3)不同阶段风险投资时间表下的特质波动率动态;(4)不同阶段投资计划对存在跳跃的企业估值的影响。在经验上,我们建立了一个广义马尔可夫切换EARCH模型,以同时捕捉企业特殊波动率的结构变化以及跳跃与特殊波动率之间的关系。利用人工收集的早期生物技术公司数据集,我们发现了支持跳跃效应和我们模型所描述的阶段清理效应的经验证据。
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