{"title":"Predicting the equity premium with a high-threshold risk level and the price of risk","authors":"Naresh Bansal, Chris Stivers","doi":"10.1111/fima.12474","DOIUrl":null,"url":null,"abstract":"<p>Over 1990 to 2023, we show that time variation in the U.S. equity premium is captured well by a parsimonious model with the CBOE's implied-volatility index VIX and the sentiment index of Baker and Wurgler (2006, <i>Journal of Finance</i>, <i>61</i>, 1645–1680). The equity premium declines linearly with sentiment but increases nonlinearly with VIX, stepping up appreciably when VIX exceeds a threshold around its 80th to 85th percentile. For 6- and 12-month forecasting horizons, the predictive adjusted <i>R</i><sup>2</sup> values are about 19% and 29%, respectively. Our predictive findings are robustly evident for 1-, 3-, 6-, and 12-month horizons, in subperiods, for in-sample and out-of-sample evaluations, and when adding control variables. Our interpretation is that a high-VIX threshold identifies episodes of market stress that generally have both a sharply higher level of risk and an elevated price of risk. Sentiment complements VIX and seems particularly effective in identifying times with a low price of risk.</p>","PeriodicalId":48123,"journal":{"name":"Financial Management","volume":"54 1","pages":"123-145"},"PeriodicalIF":2.9000,"publicationDate":"2024-10-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Financial Management","FirstCategoryId":"96","ListUrlMain":"https://onlinelibrary.wiley.com/doi/10.1111/fima.12474","RegionNum":3,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"BUSINESS, FINANCE","Score":null,"Total":0}
引用次数: 0
Abstract
Over 1990 to 2023, we show that time variation in the U.S. equity premium is captured well by a parsimonious model with the CBOE's implied-volatility index VIX and the sentiment index of Baker and Wurgler (2006, Journal of Finance, 61, 1645–1680). The equity premium declines linearly with sentiment but increases nonlinearly with VIX, stepping up appreciably when VIX exceeds a threshold around its 80th to 85th percentile. For 6- and 12-month forecasting horizons, the predictive adjusted R2 values are about 19% and 29%, respectively. Our predictive findings are robustly evident for 1-, 3-, 6-, and 12-month horizons, in subperiods, for in-sample and out-of-sample evaluations, and when adding control variables. Our interpretation is that a high-VIX threshold identifies episodes of market stress that generally have both a sharply higher level of risk and an elevated price of risk. Sentiment complements VIX and seems particularly effective in identifying times with a low price of risk.
从1990年到2023年,我们发现美国股票溢价的时间变化可以通过CBOE的隐含波动率指数VIX和Baker和Wurgler的情绪指数(2006,Journal of Finance, 61, 1645-1680)的简约模型很好地反映出来。股票溢价随市场情绪线性下降,但随波动率指数非线性上升,当波动率指数超过其第80至85个百分位附近的阈值时,溢价会明显上升。对于6个月和12个月的预测,调整后的预测R2值分别约为19%和29%。我们的预测结果在1个月、3个月、6个月和12个月的时间段内、样本内和样本外评估以及添加控制变量时都非常明显。我们的解释是,高波动率阈值表明,市场压力通常会同时出现风险水平急剧上升和风险价格上升的情况。情绪指数是VIX指数的补充,在识别低风险价格时似乎特别有效。
期刊介绍:
Financial Management (FM) serves both academics and practitioners concerned with the financial management of nonfinancial businesses, financial institutions, and public or private not-for-profit organizations.