arXivDaily arXiv每日学术速递 周一至周五更新
arXiv 0811.0376q-fin.STphysics.soc-phq-fin.GN
收藏

标准普尔500指数回报率的准确预测

Exact prediction of S&P 500 returns

Ivan O. Kitov, Oleg I. Kitov

摘要:

研究发现,美国9岁儿童数量的变化率与标准普尔500指数的收益率之间存在线性关系,该收益率由前12个月的月收益率之和表示。特定年龄人口的变化率由移动平均数表示。1990年1月至2003年12月期间的情况是由美国人口普查局提供的两次人口普查之间的每月估计数描述的。1990年之前的四年是用8年前17岁人口的估计数来描述的。2003年以后的几个月,包括2007年以后的几个月,标准普尔500指数回报率的预测是使用1990年至2003年之间3岁儿童的数量提前6年和人均实际GDP的季度估计来获得的。对2007年以后的时期有一个预测。预测回报率有两次大幅下降--在2007年和2009年,以及2008年的一次强劲反弹。同样,标准普尔500指数应该在2007年和2009年下降到一年前的水平。标准普尔500指数收益率和9岁人口之间的潜在联系进行了协整检验。恩格尔-格兰杰和约翰森检验表明,这些变量之间存在长期均衡(协整)关系。这是有效的标准统计估计。预测和观察到的指数之间的相关性,包括RMS差,线性回归,VAR表现出良好的预测精度在两年的时间范围内,当预测使用7岁的孩子,而不是9岁的孩子。1992年至2003年期间的观测回报率和预测回报率之间的RMS差仅为0.09,同期观测序列的标准差为0.12,朴素(随机游走)RMS差为0.18。

英文摘要:

A linear link between S&P 500 return and the change rate of the number of nine-year-olds in the USA has been found. The return is represented by a sum of monthly returns during previous twelve months. The change rate of the specific age population is represented by moving averages. The period between January 1990 and December 2003 is described by monthly population intercensal estimates as provided by the US Census Bureau. Four years before 1990 are described using the estimates of the number of 17 year-olds shifted 8 years back. The prediction of S&P 500 returns for the months after 2003, including those beyond 2007, are obtained using the number of 3 year-olds between 1990 and 2003 shifted by 6 years ahead and quarterly estimates of real GDP per capita. A prediction is available for the period beyond 2007. There are two sharp drops in the predicted returns - in 2007 and 2009, and one strong rally in 2008. Equivalently, S&P 500 index should drop in 2007 and 2009 to the level observed one year before. Potential link between S&P 500 returns and 9-year-old population is tested for cointegration. The Engle-Granger and Johansen tests demonstrate the presence of a long-term equilibrium (cointegrating) relation between these variables. This makes valid standard statistical estimates. Correlation between the predicted and observed indices, including RMS difference, linear regression, and VAR demonstrate good prediction accuracy at two-year horizon, when the prediction uses 7-year-olds instead of 9-year-olds. The RMS difference between the observed and predicted returns for the period between 1992 and 2003 is only 0.09 with standard deviation of the observed series for the same period of 0.12 and the naive (random walk) RMS deference of 0.18.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

↑