“…1 Given this, Bulla and Bulla (2006) show that HSMM outperforms the HMM in the reproduction of the stylized facts of daily financial returns. Since then, the HSMM has been a prevailing tool to quantitively identify the market conditions based on the distributional properties of the hidden states (see, Yue (2010), Lau et al, (2017), Wang (2017a, 2017b), Apergis et al, (2019) for detailed literature reviews, and alternative applications in this regard). In light of this, we also employ the HSMM model, for the first time in the literature, to analyse and identify hidden states of the DJIA returns, since its inception spanning 136 years of daily data.…”