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来源类型 | Working Paper |
规范类型 | 报告 |
DOI | 10.3386/w28568 |
来源ID | Working Paper 28568 |
Consistent Inference for Predictive Regressions in Persistent Economic Systems | |
Torben G. Andersen; Rasmus T. Varneskov | |
发表日期 | 2021-03-22 |
出版年 | 2021 |
语种 | 英语 |
摘要 | We study standard predictive regressions in economic systems governed by persistent vector autoregressive dynamics for the state variables. In particular, all – or a subset – of the variables may be fractionally integrated, which induces a spurious regression problem. We propose a new inference and testing procedure – the Local speCtruM (LCM) approach – for joint significance of the regressors, that is robust against the variables having different integration orders and remains valid regardless of whether predictors are significant and if they induce cointegration. Specifically, the LCM procedure is based on fractional filtering and band-spectrum regression using a suitably selected set of frequency ordinates. Contrary to existing procedures, we establish a uniform Gaussian limit theory and a standard χ2-distributed test statistic. Using LCM inference and testing techniques, we explore predictive regressions for the realized return variation. Standard least squares inference indicates that popular financial and macroeconomic variables convey valuable information about future return volatility. In contrast, we find no significant evidence using our robust LCM procedure. If anything, our tests support a reverse chain of causality: rising financial volatility predates adverse innovations to macroeconomic variables. Simulations illustrate the relevance of the theoretical arguments for finite-sample inference. |
主题 | Financial Economics ; Portfolio Selection and Asset Pricing ; Financial Markets |
URL | https://www.nber.org/papers/w28568 |
来源智库 | National Bureau of Economic Research (United States) |
引用统计 | |
资源类型 | 智库出版物 |
条目标识符 | http://119.78.100.153/handle/2XGU8XDN/586242 |
推荐引用方式 GB/T 7714 | Torben G. Andersen,Rasmus T. Varneskov. Consistent Inference for Predictive Regressions in Persistent Economic Systems. 2021. |
条目包含的文件 | ||||||
文件名称/大小 | 资源类型 | 版本类型 | 开放类型 | 使用许可 | ||
w28568.pdf(994KB) | 智库出版物 | 限制开放 | CC BY-NC-SA | 浏览 |
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