Table 3 GARCH-MIDAS regression on geopolitical risk and industry volatility
µ | α | β | θ | \(\:\varvec{\omega\:}\) | m | |
|---|---|---|---|---|---|---|
Panel A: GARCH-MIDAS-RV [Baseline Model] | ||||||
ALSI | 0.0006*** (0.0001) | 0.0896*** (0.0072) | 0.8899*** (0.0103) | 0.0691 (0.0455) | 1.2293 (1.8472) | 0.0107*** (0.0010) |
BM | 0.0005*** (0.0001) | 0.0656*** (0.0052) | 0.9158*** (0.0082) | 0.1315*** (0.0190) | 1.0109*** (0.0390) | 0.0130*** (0.0012) |
COND | 0.0011*** (0.0001) | 0.0837*** (0.0075) | 0.8760*** (0.0132) | 0.1944*** (0.0094) | 1.7605*** (0.4899) | 0.0063*** (0.0009) |
CONS | 0.0006*** (0.0001) | 0.0713*** (0.0049) | 0.9001*** (0.0092) | 0.0911*** (0.0281) | 1.9071 (1.8251) | 0.0110*** (0.0008) |
ENERG | 0.0007*** (0.0002) | 0.0961*** (0.0046) | 0.8599*** (0.0079) | 0.1860*** (0.0075) | 7.1049*** (0.8492) | 0.0122*** (0.0010) |
FIN | 0.0008*** (0.0002) | 0.1492*** (0.0205) | 0.5301*** (0.0512) | 0.2841*** (0.0066) | 1.0010*** (0.0069) | 0.0001 (0.0005) |
HLTC | 0.0013*** (0.0001) | 0.9413*** (0.0104) | 0.0494*** (0.0107) | 1.3052 (0.9452) | 46.8460*** (6.4029) | 0.0737 (0.0544) |
IND | 0.0006*** (0.0001) | 0.1005*** (0.0083) | 0.8480*** (0.0148) | 0.1513*** (0.0130) | 2.1469*** (0.8060) | 0.0079*** (0.0006) |
TECH | 0.0007*** (0.0001) | 0.1584*** (0.0090) | 0.6849*** (0.0176) | 0.2071*** (0.0029) | 2.9028*** (0.2242) | 0.0061*** (0.0003) |
TELEC | 0.0005** (0.0002) | 0.0943*** (0.0085) | 0.7881*** (0.0198) | 0.1706*** (0.0068) | 5.9328*** (0.8083) | 0.0114*** (0.0006) |
Panel B: GARCH-MIDAS-GPR_GLOBAL | ||||||
ALSI | 0.0006*** (0.0001) | 0.0862*** (0.0067) | 0.8973*** (0.0081) | − 0.0054** (0.0025) | 38.076 (67.894) | 0.0003*** (0.0001) |
BM | 0.0005*** (0.0001) | 0.0572*** (0.0039) | 0.9346*** (0.0046) | − 0.0093* (0.0053) | 29.725 (47.921) | 0.0007*** (0.0002) |
COND | 0.0011*** (0.0001) | 0.0672*** (0.0048) | 0.9237*** (0.0050) | − 0.0062 (0.0039) | 39.5120 (75.9020) | 0.0004 (0.0001) |
CONS | 0.0011*** (0.0001) | 0.0671*** (0.0047) | 0.9111*** (0.0067) | − 0.0149*** (0.0043) | 1.0045*** (0.3821) | 0.0008*** (0.0002) |
ENERG | 0.0006*** (0.0002) | 0.0735*** (0.0024) | 0.9226*** (0.0023) | − 0.1257*** (0.0381) | 1.0015*** (0.2013) | 0.0065*** (0.0018) |
FIN | 0.0013*** (0.0002) | 0.2308*** (0.0227) | 0.6519*** (0.0238) | 0.1672*** (0.0148) | 1.2221*** (0.0717) | − 0.0071*** (0.0006) |
HLTC | 0.0014*** (0.0001) | 0.8654*** (0.0093) | 0.1181*** (0.0110) | -0.4811 (0.3850) | 49.5280*** (8.8483) | 0.0274 (0.0219) |
IND | 0.0006*** (0.0001) | 0.0916*** (0.0070) | 0.8829*** (0.0092) | 0.0095* (0.0051) | 1.5048 (1.6841) | − 0.0002 (0.0002) |
TECH | 0.0008*** (0.0001) | 0.0725*** (0.0026) | 0.9244*** (0.0024) | 0.0419 (0.0359) | 2.4959 (2.6107) | − 0.0012 (0.0015) |
TELEC | 0.0005** (0.0002) | 0.0529*** (0.0036) | 0.9324*** (0.0046) | − 0.0052 (0.0067) | 26.0280 (104.47) | 0.0006** (0.0003) |
Panel C: GARCH-MIDAS-GPR_ZAF | ||||||
ALSI | 0.0006*** (0.0001) | 0.0883*** (0.0069) | 0.8930*** (0.0086) | 0.0046* (0.0027) | 1.4698 (1.2882) | 0.0002*** (0.00008) |
BM | 0.0005*** (0.0001) | 0.0578*** (0.0041) | 0.9340*** (0.0050) | − 0.0061 (0.0063) | 4.9528 (6.3226) | 0.0005 (0.0009) |
COND | 0.0011*** (0.0001) | 0.0685*** (0.0050) | 0.9219*** (0.0053) | − 0.0004 (0.0030) | 6.9763 (68.8450) | 0.0002 (0.0005) |
CONS | 0.0006*** (0.0001) | 0.0691*** (0.0048) | 0.9083*** (0.0071) | − 0.0065*** (0.0019) | 1.0594** (0.4657) | − 0.0005 (0.0005) |
ENERG | 0.0007*** (0.0002) | 0.0736*** (0.0025) | 0.9222*** (0.0025) | − 0.0178 (0.01194) | 10.6350 (9.3347) | 0.0002 (0.0003) |
FIN | 0.0002 (0.0002) | 0.0334*** (0.0031) | 0.8812*** (0.0111) | 0.0592*** (0.0004) | 1.0067*** (0.0027) | 0.0021*** (0.0001) |
HLTC | 0.0013*** (0.0001) | 0.9103*** (0.0092) | 0.0834*** (0.0096) | − 0.3324 (0.5375) | 9.6699** (4.8190) | 0.0052 (0.0087) |
IND | 0.0007*** (0.0001) | 0.1258*** (0.0078) | 0.8712*** (0.0078) | 0.0883* (0.0480) | 4.6876*** (0.1053) | 0.0035* (0.0019) |
TECH | 0.0008*** (0.0001) | 0.0774*** (0.0028) | 0.9196*** (0.0025) | − 0.0230*** (0.0084) | 49.9480** (19.4710) | 0.0001 (0.0001) |
TELEC | 0.0005** (0.0002) | 0.0531*** (0.0035) | 0.9321*** (0.0046) | − 0.0026 (0.0024) | 15.5020 (32.5630) | 0.0003*** (0.0000) |