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. 2023 Jan 24:1–43. Online ahead of print. doi: 10.1007/s00181-023-02358-1

Table 3.

DCC/ADDC GARCH Estimates (EBOND)

Pre-Covid Covid-Era Compare
DCC ADCC DCC ADCC DCC ADCC
Coeff SE Coeff SE Coeff SE Coeff SE ZPBMP ZPBMP
μSTOCK 0.0952a 0.0249 0.0718a 0.0259 0.3303a 0.1131 0.2950b 0.1172 2.0301c −0.9355
aSTOCK 0.0242 0.0184 0.0274 0.0187 −0.0294 0.0442 −0.0181 0.0449 −1.1195 1.3180
ωSTOCK 0.0356 a 0.0125 0.0429 a 0.0146 0.2740 0.1940 0.4302 0.2935 1.2263 −0.9578
αSTOCK 0.0861 a 0.0129 0.0392 a 0.0114 0.0820 a 0.0316 0.0012 0.0380 −0.1201 −0.6797
βSTOCK 0.9053 a 0.0143 0.9047 a 0.0152 0.8813 a 0.0430 0.8682 a 0.0515 −0.5296 0.6901
γSTOCK 0.0811 a 0.0227 0.1359 c 0.0761 −0.2561
λSTOCK 7.5155 a 0.9334 7.5941 a 0.9332 7.2930 a 0.8318 7.2760 a 0.8196 −0.1780 0.6731
μOIL 0.0393 0.0293 0.0172 0.02933 0.0676 b 0.0279 0.0444 0.0278 0.6995 0.4215
aOIL −0.02864 0.0186 −0.0310 c 0.0188 −0.0217a 0.0029 −0.0200 0.0181 0.3687 2.5950 b
ωOIL 0.0326 b 0.0146 0.0220 a 0.0081 0.0734 a 0.0234 0.0792 a 0.0205 1.4793 2.2066 b
αOIL 0.0646 a 0.0137 0.0140 c 0.0073 0.1136 a 0.0139 0.0435 a 0.0112 2.5107b −6.9381 a
βOIL 0.9319 a 0.0141 0.9475 a 0.0072 0.8757 a 0.01308 0.851 a 0.0119 −2.9221a 1.8538
γOIL 0.0687 a 0.0123 0.1127 a 0.0203 0.2118
λOIL 5.7644 a 0.6421 6.1797 a 0.7292 5.9452 a 0.6457 6.4019 a 0.7542 0.1985 0.1066
μGOLD 0.0327 b 0.0136 0.03667 a 0.0136 0.03609a 0.0228 0.0395 0.0228 0.1277 0.0875
aGOLD −0.0182 0.0158 −0.0208 0.0159 −0.0170a 0.0034 −0.0189 0.0148 0.0742 0.3722
ωGOLD 0.0077 a 0.0019 0.0079 a 0.0019 0.0086 a 0.0019 0.0089 a 0.0019 0.3349 0.0791
αGOLD 0.0349 a 0.0033 0.0518 a 0.0071 0.0350 a 0.0032 0.0526 a 0.0072 0.0218 −0.1030
βGOLD 0.9590 a 0.0007 0.9575 a 0.0087 0.9587 a 0.0006 0.9566 a 0.0008 −0.3254 0.0404
γGOLD −0.0293 a 0.0106 −0.0287 a 0.0104 −0.5616
λGOLD 4.0861 a 0.3263 4.2121 a 0.3342 3.9505 a 0.2717 3.9689 a 0.2754 −0.3194 −0.9440
μBOND 0.0082 0.0067 0.0108 0.0069 0.0029 0.0050 0.0027 0.0051 −0.6340 1.4080
aBOND −0.0321 c 0.0193 −0.0320 c 0.0193 0.0044a 0.0009 0.0044 0.0172 1.8891 −0.8321
ωBOND 0.0012 a 0.0003 0.0010 a 0.0003 0.0007 a 0.0002 0.0007 a 0.0002 −1.3868 0.0172
αBOND 0.0394 a 0.0031 0.0488 a 0.0057 0.0507 a 0.0077 0.0490 a 0.0101 1.3613 −1.6613
βBOND 0.9551 a 0.0012 0.9578 a 0.0008 0.9453 a 0.0073 0.9456 a 0.0073 −1.3247 −3.8049 a
γBOND 0.0619 a 0.0108 0.0027 0.0112 −1.7454
λBOND 9.2622 a 1.4348 9.4044 a 1.5015 6.5270 a 0.6871 6.5233 a 0.6858 −1.7193 0.7443
μCSTOCK 0.0857 a 0.0107 0.0619 a 0.0108 0.1044a 0.0241 0.0821a 0.0249 0.7092 −1.9449
aCSTOCK −0.0524 a 0.0179 0.0619 a 0.0108 0.0187a 0.0017 0.0224 0.0172 3.9543 a 3.5785 a
ωCSTOCK 0.0196 a 0.0053 −0.0416 b 0.0185 0.0343 a 0.0110 0.0379 a 0.0123 1.2039 1.9173
αCSTOCK 0.1599 a 0.0207 0.0222 a 0.0045 0.0752 a 0.0117 0.0434 a 0.0101 −3.5622 a 41.0708 a
βCSTOCK 0.8390 a 0.0192 0.0057 0.0126 0.9069 a 0.0123 0.9081 a 0.018 2.9778 a −25.2400 a
γCSTOCK 0.7395 a 0.0177 0.0748 a 0.0195 −0.1285
λCSTOCK 4.4245 a 0.3494 4.6916 a 0.4063 4.6848 a 0.9656 4.5698 a 0.8562 0.2535 0.2250
θ1 0.0205 a 0.0031 0.0221 a 0.0031 0.0219 a 0.0061 0.0237 a 0.0064 0.2046 0.0000
θ2 0.9545 a 0.0095 0.9450 a 0.01135 0.9507 a 0.0123 0.9450 a 0.0125 −0.2445 −0.3604
θ3 0.0038 0.0026 0.0007 0.0082 −3.9220
λ 6.5645 a 0.3067 6.6234 a 0.3135 4.5198 a 0.4324 4.5967 a 0.4108 −3.8570 a −0.9355 a
AIC 12.5270 12.510 15.553 15.548
BIC 12.615 12.610 15.978 16.032
Shibata 12.527 12.510 15.534 15.523
HQ 12.559 12.546 15.721 15.740
LL −18,378 −18,438 −3114 −3107

Source: Authors’ computation with data sourced from DataStream

a, b, and c are the levels of statistical significance at 1%, 5%, and 10%, respectively. To examine the estimates of the two time periods (i.e., Covid vs pre-Covid), we use the bootstrapped version of the Paternoster et al. (1998) approach. The column “compare” shows the z-statistic that is based on the null hypothesis that the COVID-era coefficients are not greater than the pre-COVID coefficients