The effect of financial, macroeconomic and sentimental factors on stock market volatility

Anna Czapkiewicz, Agnieszka Choczyńska
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Abstract

The aim of this paper is to find economic factors that could be helpful in explaining the market’s shifts between periods of prosperity and crisis. The study took into account the main stock indices from developed markets of the USA, Germany and Great Britain, and from two emerging markets, i.e. Poland and Turkey. The analysis confirms the existence of two different states of volatility in these markets, namely the state with a positive returns’ mean and low volatility, and the state with a negative or insignificant mean and high volatility. The Markov-switching model with a dynamic probability matrix was applied in the study. The subject of the analysis was the impact of domestic and global factors, such as VIX and TED spread, oil prices, sentiment indices (ZEW), and macroeconomic indices (unemployment, longterm interest rate, CPI), on the probability of switching between the states. The authors concluded that in all the examined countries, changes in long-term interest rates have an influence on market returns. However, the direction of this impact is different for developed and emerging markets. As regards developed markets, high prices of oil, 10-year bonds, and the ZEW index can suggest a high probability of the countries remaining in the first state, whereas an increase in the VIX index and the TED spread significantly reduces the probability of staying in this state. The other studied factors proved to be rather local in nature.
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金融、宏观经济和情绪因素对股市波动的影响
本文的目的是寻找可能有助于解释市场在繁荣和危机时期之间转变的经济因素。这项研究考虑了美国、德国和英国等发达市场的主要股指,以及波兰和土耳其这两个新兴市场的股指。分析证实了这些市场存在两种不同的波动状态,即收益均值为正且波动率低的状态,以及均值为负或不显著且波动率高的状态。采用动态概率矩阵的马尔可夫切换模型。分析的主题是VIX和TED价差、油价、景气指数(ZEW)、宏观经济指数(失业率、长期利率、CPI)等国内外因素对状态转换概率的影响。作者的结论是,在所有被调查的国家中,长期利率的变化都会对市场回报产生影响。然而,这种影响的方向在发达市场和新兴市场是不同的。就发达市场而言,油价、10年期债券和ZEW指数的高企表明,这些国家很有可能处于第一种状态,而VIX指数和TED价差的上升则显著降低了处于第一种状态的可能性。其他研究的因素被证明是相当局部的。
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