Price Discovery in Chinese Stock Index Futures Market: New Evidence Based on Intraday Data

Using high-frequency data, this study investigates price discovery in the newly established stock index (CSI300) futures market in China. Our empirical results reveal new evidence that the CSI300 index futures market play a dominant role in the price discovery process about one year after its inception and new information is disseminated more rapidly in the stock index futures market than the stock market. This is different from findings in the previous literature. Our results also imply that the index futures market has evolved and can be used as a price discovery vehicle. Thus the CSI300 stock index futures market plays an important role in the capital markets in China.     

沪深300股指期货与现货市场的非线性信息溢出与价格发现功能研究

采用线性与非线性Granger因果检验、协整检验和VECM模型,研究了沪深300股指期货和现货市场的线性与非线性信息溢出,并检验了期货市场的价格发现功能发挥情况。研究结果显示:线性信息溢出方面,沪深300股指期货市场对现货市场只有线性均值信息溢出,现货市场对期货市场只存在线性方差信息溢出;非线性信息溢出方面,两个市场之间不存在非线性均值信息溢出,不过二者之间存在显著的非线性方差信息溢出;沪深300股指期、现货市场之间存在着长期均衡的关系,不过不同于成熟市场中期货市场在价格发现方面居于主导地位的结论,我国股指现货市场在价格发现方面占主导地位,而期货市场处于从属地位。     

The lead–lag relationship between the spot and futures markets in China

Based on daily and one-minute high-frequency returns, this paper examines the lead–lag dependence between the CSI 300 index spot and futures markets from 2010 to 2014. A nonparametric and non-linear method based on the thermal optimal path method is adopted. Empirical results of the daily data indicate that the lead–lag relationship between the two markets is within one day but this relationship is volatile since neither of the two possible situations (the futures leads or lags behind the spot market) takes a dominant place. Our results using the high-frequency data demonstrate that there is a price discovery in the Chinese futures market: the intraday one-minute futures return leads the cash return by 0–5 min regardless of the price trend of the market.     

股指期货到期日效应在中国存在吗

本文选取1分钟高频数据作为研究对象,采用带有虚拟变量的自回归模型对沪深300股指期货合约是否具有到期日效应展开实证研究。研究的主要结论有：第一,股指期货合约到期日时,现货市场并没有出现交易量异常放大的现象,反而在到期日的最后两个小时,现货市场的交易量出现异常减少的现象;第二,股指期货合约到期日时,现货市场的波动率并没有出现异常的变化。由以上两个结论来看,沪深300股指期货合约并没有出现所谓的到期日效应,这与我国设计合理的交割结算价确定机制以及特殊的期货市场投资者结构有关。     

Are tightened trading rules always bad? Evidence from the Chinese index futures market

This paper investigates the impact of tightened trading rules on the market efficiency and price discovery function of the Chinese stock index futures in 2015. The market efficiency and the price discovery of Chinese stock index futures do not deteriorate after these rule changes. Using variance ratio and spectral shape tests, we find that the Chinese index futures market becomes even more efficient after the tightened rules came into effect. Furthermore, by employing Schwarz and Szakmary [J. Futures Markets, 1994, 14(2), 147–167] and Hasbrouck [J. Finance, 1995, 50(4), 1175–1199] price discovery measures, we find that the price discovery function, to some extent, becomes better. This finding is consistent with Stein [J. Finance, 2009, 64(4), 1517–1548], who documents that regulations on leverage can be helpful in a bad market state, and Zhu [Rev. Financ. Stud., 2014, 27(3), 747–789.], who finds that price discovery can be improved with reduced liquidity. It also suggests that the new rules may effectively regulate the manipulation behaviour of the Chinese stock index futures market during a bad market state, and then positively affect its market efficiency and price discovery function.     

The maturity effect of stock index futures: Speculation or carry arbitrage?

Using the implementation of trading restrictions on CSI 300 index futures market as a quasi-natural experiment, this paper examines the maturity effect of stock index futures and its determinants. The results show that the maturity effect changes from weakly positive to significantly negative after trading restrictions are implemented. We find that the change in the maturity effect is rooted in the speculative effect, which is measured by the time pattern of price sensitivity to information, while there is a lack of support for the carry arbitrage effect on the maturity effect of index futures. Our findings provide an opportunity to better understand volatility dynamics in the equity futures market.     

沪深300股指期货与现货指数的引导关系研究

以沪深300现货指数和当月沪深300股指期货连续合约的1分钟高频数据为样本,将数据分为上涨与下跌两个阶段,采用Granger因果检验、VAR模型、脉冲响应函数、方差分解和VEC模型对期货指数与现货指数的引导关系进行实证分析。研究发现在下跌阶段期货指数领先于现货指数,对现货指数有很强的引导作用,而期货指数的变动更多来源于自身滞后期的波动。在上涨阶段期货指数与现货指数互为格兰杰因果关系,两个指数之间存在很强的协同性,相互之间都具有很强的引导作用。     

限制交易政策如何影响期现关系?——对股指期货价格发现功能的实证检验

本文利用2015年中国股市大幅下跌期间,对股指期货严格限制交易政策这一独特事件前后的高频数据,研究限制交易政策对股指期货与股票市场价格引导关系的影响。利用I-S模型和分位数回归方法的实证结果表明:限制交易政策实施前,股指期货对股票市场的价格影响更强,尤其表现在价格急剧下跌时期;限制交易政策显著增加了期货市场交易成本,从而降低了期货市场的信息份额,削弱了其对股票市场的价格影响,并且改变了期货价格对现货价格“助跌强于助涨”的影响模式,增强了股指期货在价格上涨时对股票市场的影响。研究结果一方面直接量化了期货交易成本变动对其价格发现功能的负面影响,另一方面也从价格引导关系的视角提供了股市危机时期股指期货限制交易政策监管效果的实证证据。     

新华富时A50股指期货与我国A股市场价格间关系：基于高频数据的研究

利用五分钟高频数据,本文对在新加坡交易所上市的新华富时A50股指期货与我国沪深300股指现货和期货之间的价格变化关系进行了实证分析。主要结果显示：从目前看,国内的沪深300指数现货和期货市场在价格发现和信息传递方面居于主导地位。A50股指期货价格的变动对国内股指现货和期货市场价格的变动并不存在显著的领先和引导作用。     

沪深300股指期货跨期套利实证研究——基于真实交易数据的计量分析

沪深300股指期货的上市为股指期货跨期套利研究的实证分析提供了真实的数据基础。本文在对期货套利的概念和种类进行介绍的基础上,构建股指期货跨期套利模型,最后,以沪深300股指期货真实交易数据为基础进行了实证分析,结果显示,目前,国内股指期货市场存在较多的跨期套利机会,市场有效性缺失,并对此结果提出了相应的政策建议。     

凤尾变鸡头:被忽视的指数成分股交换

沪深300和中证500同时调整成分股,沪深300调出的股票大部分会进入中证500。这些交换的成分股既有沪深300调出效应,也有中证500调入效应。已有文献专注于沪深300调出样本整体的调出效应,却忽视了交换股还有中证500调入效应。本文首先使用断点回归设计研究交换股,证明了指数效应在国内存在。随后,使用Fama-French五因子模型研究交换股与其它沪深300调出股的差异,解释了为何国内研究认为指数效应不存在:交换股主要表现出调入效应,抵消了其它沪深300调出股的调出效应,忽视指数成分股交换导致了整体调出效应"不显著",甚至为正。     

中国股指期货合约乘数水平的研究

中国沪深500股指期货已经推出,其合约设计的合理与适用性则需要通过市场的实践来验证,在这其中,对合约乘数水平的检验至关重要,因为它与标的指数点住共同构成了合约的价值,进而直接影响到股指期货市场的稳定性。本文采用中国股指期贷合约推出后的真实交易数据、根据期货交易的一种风险控制理论“2N止损法”来测算投资者账户资产净值与头寸规模的绝对值,以此推导出现行合约乘数水平对投资者价格风险的影响程度,得出当前500元的合约乘数水平偏高的结论;并在此基础上,通过对中国股指期货市场的数据统计分析来检验以上结论,论证当前合约乘数水平的适用性,最后建议适当调整中国沪深500股指期货合约乘数的水平或尽快推出相应的小型合约。     

The Lead‐Lag Relationship Between Cash and Stock Index Futures in a New Market

This paper investigates the lead‐lag relationship in daily returns and volatilities between price movements of the FTSE/ATHEX‐20 and FTSE/ATHEX Mid‐40 stock index futures and the underlying cash indices in the relatively new futures market of Greece. Empirical results show that there is a bi‐directional relationship between cash and futures prices. However, futures lead the cash index returns, by responding more rapidly to economic events than stock prices. This speed is much higher in the more liquid FTSE/ATHEX‐20 market. Moreover, results indicate that futures volatilities spill information over to the corresponding cash market volatilities in both investigated futures markets, but volatilities in the cash markets have no effect on the volatilities of futures markets. Overall, it seems that new market information is disseminated faster in the futures market compared to the stock market. This implies that the futures markets can be used as price discovery vehicles, providing further evidence that derivatives markets contribute to completing and stabilising capital markets in Greece. A further finding of this study is that futures volume and disequilibrium effects between cash and futures prices are important variables in the explanation of volatilities in cash and futures markets.     

基于高频数据的股指期货与现货市场波动溢出和信息传导研究

本文利用沪深300指数和当月股指期货连续合约的高频数据,采用非参数方法估计日度股票指数和股指期货的整体波动、连续性波动和跳跃,发现两个市场波动成分存在双向的格兰杰因果关系,但是期货市场的跳跃并不会影响后续股票市场的跳跃。此外,已实现相关系数在股指期货上市初期表现出了较大的变动,整体表现出了较强的联动趋势。最后,日内高频价格之间存在稳定的协整关系,两个市场存在双向的信息传导,股指期货的价格发现功能得到发挥。     

存在市场摩擦条件下股指期货定价模型及其应用——以沪深300股指期货为例

依据无套利原理,考察存在市场摩擦条件下股指期货定价模型,并将其应用于我国股指期货市场,构建沪深300股指期货套利模型。该套利模型考虑了现实中存在的交易成本、借贷利差等市场摩擦因素对套利机会的影响,从而在实务中具有一定的参考价值。     

恒生指数和沪深300股指期货套期保值效果对比研究

本文利用OLS、ECM、ECM-GARCH模型对沪深300股指期货和恒生指数期货的最优套期保值率进行了估算,并在风险最小化框架下对它们的套期保值效果进行了对比研究。结果发现:无论是哪种股指期货,不考虑期现货间存在的协整关系会使估算的最优套期保值率偏高,影响套期保值效果;其次是虽然在样本内外,沪深300股指期货的套期保值效果比恒生指数期货的好,但是沪深300股指期货套期保值效果的稳定性比恒生指数差。此时,ECM-GARCH和OLS模型分别为样本内外投资者利用沪深300指数期货进行套期保值时的最佳选择;对于恒生指数股指期货,最优模型是ECM。     

沪深300指数期货价格随机利率效应研究

经典持有成本模型在非随机利率假设无法满足的条件下仅仅是远期合约而非期货的定价模型。本文采用拟合SHIBOR曲线的方法生成无风险纯折现债券模拟价格序列,对沪深300指数期货价格的随机利率效应进行了实证检验。研究结果表明,由于利率管制、股指期货市场和货币市场发展不成熟等因素的共同作用,沪深300指数期货价格中不含随机利率效应,指数远期和期货理论价格相等;如果持有成本模型其他假设条件也得到满足,则该模型可以用于沪深300指数期货定价。     

The rolling causal structure between the Chinese stock index and futures

This paper examines the causal structure between daily closing price series of the Chinese stock index and futures from April 16, 2010, the launch date of the futures, to November 14, 2014, through a rolling approach that takes into account window sizes of a half, one, one and a half, and two years. Except for several subperiods associated with the half- and one-year window, the two series are tied together through cointegration and adjust equally toward the long-run relationship. Considering different forecasting lengths, the out-of-sample Granger causality test for each window generally reveals that no series gains forecastability from another. These results shed light on the evolving causal structure between the two series, which is determined to be stable. The futures market, however, has not been fully developed to serve as a price discovery source. Increasing openness of investment channels and policy incentives to attract well-informed traders may stimulate futures market development.     

Price discovery on the S&P 500 index markets: An analysis of spot index,index futures,and SPDRs

This paper investigates the price discovery function in three S&P 500 index markets: the spot index, index futures, and S&P Depositary Receipts markets. Four hypotheses regarding market structure and security design are proposed to differentiate the price discovery function performed by the three index instruments. Using matched synchronous intraday trading data, Johansen's maximum likelihood estimator is employed to disclose the cointegration relationships among the three markets. Results indicate that the three price series are a cointegrated system with one long-run stochastic trend. Estimated coefficients of the vector error correction model suggest that price adjustment takes place in the spot index market and for SPDRs, but not in the futures market. When the common stochastic trend is decomposed, it is found that the futures market serves the dominant price discovery function. The leverage hypothesis and the uptick rule hypothesis explain its superior price discovery function.     

股指期货是股灾的“幕后推手”吗——基于2015年股灾期间沪深300股指期货高频数据实证分析

选取2015年6月15日至8月26日股灾期间沪深300股指期货与沪深300指数5分钟高频数据,通过E-G两步协整检验、格兰杰因果检验、脉冲响应模型等,对股灾期间股指期货市场价格发现功能及波动溢出效应进行实证研究.结果表明:股灾期间沪深300股指期货仍具备价格发现功能,但存在对现货市场的单向波动溢出,具有一定的"助跌"效应.