Table 3

Regime shifting model estimates

Panel A: Regime specific coefficients – cointegrating vector
ETNs (29 November 2010 through 15 February 2018)ETNs (3 October 2011 through 31 March 2018)ETFs (3 October 2011 through 31 March 2018)
Regime 1Regime 2Regime 1Regime 2Regime 1Regime 2
µ7.6584497.692247.400759.19638µ5.38765.486448
Ln(TVIX)0.0374680.108210.010600.25611Ln(UVXY)−0.00409−0.00575
Ln(VXX)1.0878050.7069111.016390.22492Ln(VIXY)0.975570.970747
Ln(XIV)−0.03815−0.00758−0.00459−0.0244Ln(SVXY)−0.00907−0.0083
σ0.0036460.0902020.015470.023741σ0.00380.04002
ECM (−1)−0.12−0.05−0.13−0.05ECM (−1)−0.18−0.07
Panel B: Regime specific coefficients – cointegrating vector
ETNs (29 November 2010 through 15 February 2018)ETFs (3 October 2011 through 31 March 2018)
Regime 1Regime 2Regime 1Regime 2
Ln(TVIX) → Ln(SPVXSTR)0.0374680.10821Ln(UVXY) → Ln(SPVXSTR)−0.00409−0.00575
Ln(VXX) → Ln(SPVXSTR)1.0878050.706911Ln(VIXY) → Ln(SPVXSTR)0.975570.970747
Ln(XIV) → Ln(SPVXSTR)−0.03815−0.00758Ln(SVXY) → Ln(SPVXSTR)−0.00907−0.0083
Ln(SPVXSTR) → Ln(TVIX)26.689449.24129Ln(SPVXSTR) → Ln(UVXY)−244.618−173.822
Ln(VXX) → Ln(TVIX)−29.0329−6.53277Ln(VIXY) → Ln(UVXY)238.642138.738
Ln(XIV) → Ln(TVIX)1.0182020.070049Ln(SVXY) → Ln(UVXY)−2.2182−1.44289
Ln(SPVXSTR) → Ln(VXX)0.9192821.414605Ln(SPVXSTR) → Ln(VIXY)1.025041.03014
Ln(TVIX) → Ln(VXX)−0.03444−0.15307Ln(UVXY) → Ln(VIXY)0.004190.00593
Ln(XIV) → Ln(VXX)0.035070.01072Ln(SVXY) → Ln(VIXY)0.00930.00855
Ln(SPVXSTR) → Ln(XIV)−26.2123−131.926Ln(SPVXSTR) → Ln(SVXY)−110.278−120.467
Ln(TVIX) → Ln(XIV)0.98212314.27573Ln(UVXY) → Ln(SVXY)−0.450816−0.693049
Ln(VXX) → Ln(XIV)28.5138993.26003Ln(VIXY) → Ln(SVXY)107.584116.943

Note(s): Table shows Markov Switching VECM Model Estimates of the period. The ETN model is fitted over the period 29 November 2010 through 15 February 2018. The ETF model is fitted over the period 3 October 2011 through 31 March 2018. Regime 1: Low Mean Low Volatility; Regime 2: High Low Mean High Volatility. All estimates are statistically significant at the 1% level of significance. For the robustness, the ETN model is fitted over the period 3 October 2011 through 31 March 2018

Source(s): Authors’ own work

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