Does Sustainability Engagement Affect Stock Return Volatility? Evidence from the Chinese Financial Market
Abstract
:1. Introduction
2. Literature Review and Empirical Predictions
2.1. Economic Consideration of Corporate Sustainability
2.2. Institutional Background
2.3. Information Asymmetry and Stakeholder Theory
3. Sample and Methodology
3.1. Sample and Return Series
3.2. Sustainability News Information Arrival
3.3. Other News Information Arrival
3.4. Methodology and Model Specification
4. Data Analysis and Implications
4.1. Descriptive Statistics
4.2. The EGARCH-M Framework
4.3. The FIGARCH Framework
5. Conclusions
Author Contributions
Funding
Acknowledgments
Conflicts of Interest
Appendix A
Date | Stock Code | |||||||||
---|---|---|---|---|---|---|---|---|---|---|
000001 | 002142 | 600000 | 600015 | 600016 | 600036 | 601009 | 601169 | 601328 | 601601 | |
2007 | 352.54 | 75.511 | 914.98 | 592.34 | 918.83 | 1310.96 | 76.06 | 354.22 | 2110.44 | 322.34 |
2008 | 474.44 | 103.26 | 1309.43 | 731.63 | 1054.35 | 1571.79 | 93.70 | 417.02 | 2556.41 | 317.89 |
2009 | 587.81 | 163.35 | 1622.72 | 845.45 | 1426.39 | 2067.94 | 149.56 | 533.46 | 3309.13 | 397.18 |
2010 | 727.21 | 263.27 | 2191.41 | 1040.23 | 1823.73 | 2402.50 | 221.49 | 733.21 | 3951.59 | 475.71 |
2011 | 1258.18 | 260.50 | 2684.69 | 1244.14 | 2229.06 | 2794.97 | 281.79 | 956.49 | 4611.17 | 570.61 |
2012 | 1606.54 | 372.70 | 3145.71 | 1488.86 | 3212.00 | 3408.09 | 343.79 | 1119.96 | 5273.37 | 681.50 |
2013 | 1891.74 | 462.19 | 3680.13 | 1672.44 | 3226.21 | 4016.39 | 434.05 | 1336.76 | 5960.93 | 723.53 |
2014 | 2186.46 | 554.11 | 4195.92 | 1851.62 | 4015.13 | 4731.82 | 573.15 | 1524.43 | 6268.29 | 825.10 |
2015 | 2507.145 | 716.46 | 5044.35 | 2020.60 | 4520.68 | 5474.97 | 805.02 | 1844.90 | 7155.36 | 923.84 |
2016 | 2953.43 | 885.02 | 5857.26 | 2356.23 | 5895.87 | 5942.31 | 1063.90 | 2116.33 | 8403.16 | 1020.69 |
601166 | 601939 | 601988 | 601998 | 601398 | 601628 | 600837 | 601318 | 600030 | 600369 | |
2007 | 851.34 | 6598.18 | 5991.22 | 1011.18 | 8683.71 | 933.70 | 95.34 | 692.22 | 189.65 | - |
2008 | 1020.90 | 7555.45 | 6951.68 | 1319.57 | 9757.14 | 987.49 | 74.68 | 704.56 | 206.80 | 8.02 |
2009 | 1332.16 | 9623.36 | 8751.94 | 1775.03 | 11,785.05 | 1226.25 | 120.73 | 935.71 | 153.17 | 14.97 |
2010 | 1849.67 | 10,810.32 | 10,459.87 | 2081.31 | 13,458.62 | 1410.57 | 115.41 | 1171.62 | 148.28 | 22.77 |
2011 | 2408.80 | 12,281.83 | 11,829.79 | 2765.88 | 15,476.86 | 1583.90 | 98.97 | 2285.42 | 168.50 | 17.76 |
2012 | 3250.98 | 13,972.83 | 12,680.62 | 2959.93 | 17,542.21 | 1898.91 | 126.48 | 2844.26 | 271.35 | 17.25 |
2013 | 3678.30 | 15,363.21 | 13,874.30 | 3641.19 | 18,917.75 | 1972.94 | 169.12 | 3360.31 | 479.62 | 29.99 |
2014 | 4406.40 | 16,744.09 | 15,251.38 | 4138.81 | 20,609.95 | 2246.56 | 352.62 | 4005.91 | 616.10 | 58.20 |
2015 | 5298.88 | 18,349.49 | 16,815.60 | 5122.29 | 22,209.78 | 2448.31 | 576.44 | 4765.15 | 597.43 | 71.74 |
2016 | 6085.90 | 20,963.71 | 18,148.89 | 5931.05 | 24,137.26 | 2696.95 | 560.86 | 5576.90 | 189.65 | 70.99 |
Appendix B
Date | Stock Code | |||||||||
---|---|---|---|---|---|---|---|---|---|---|
000001 | 002142 | 600000 | 600015 | 600016 | 600036 | 601009 | 601169 | 601328 | 601601 | |
2007 | 80.76 | - | 229.94 | 80.47 | 214.58 | 556.59 | 35.081 | 126.79 | 639.48 | 380.77 |
2008 | 2.94 | 17.00 | 75.01 | 36.28 | 76.61 | 180.14 | 15.410 | 55.49 | 236.46 | 85.62 |
2009 | 75.70 | 43.73 | 191.52 | 61.98 | 175.30 | 344.65 | 35.54 | 12.04 | 425.43 | 220.80 |
2010 | 55.03 | 35.76 | 177.78 | 54.40 | 136.66 | 291.35 | 29.51 | 71.24 | 339.02 | 207.31 |
2011 | 79.87 | 26.42 | 158.37 | 76.92 | 155.57 | 259.50 | 27.55 | 57.79 | 275.04 | 162.24 |
2012 | 82.08 | 30.74 | 185.04 | 70.89 | 219.184 | 296.70 | 27.31 | 81.84 | 358.38 | 205.41 |
2013 | 100.42 | 26.62 | 175.90 | 76.31 | 213.213 | 283.85 | 24.02 | 66.10 | 300.21 | 182.35 |
2014 | 180.97 | 51.12 | 292.67 | 119.86 | 351.531 | 413.75 | 43.49 | 115.42 | 469.83 | 290.60 |
2015 | 171.56 | 60.49 | 340.80 | 129.72 | 329.453 | 441.44 | 59.59 | 133.44 | 412.80 | 255.54 |
2016 | 156.26 | 64.89 | 350.43 | 115.94 | 317.773 | 437.77 | 65.68 | 148.42 | 402.27 | 241.77 |
2017 | 228.37 | 90.29 | 369.54 | 115.40 | 293.156 | 717.57 | 65.65 | 151.17 | 368.74 | 375.35 |
601166 | 601939 | 601988 | 601998 | 601398 | 601628 | 600837 | 601318 | 600030 | 600369 | |
2007 | 259.30 | 1468.28 | 1443.64 | 328.35 | 2471.79 | 1485.46 | 225.94 | 706.49 | 295.95 | 2.22 |
2008 | 73.00 | 875.47 | 670.58 | 131.74 | 1186.85 | 542.69 | 66.727 | 211.77 | 119.15 | 1.73 |
2009 | 201.55 | 1375.34 | 1051.10 | 291.58 | 1836.22 | 911.17 | 157.89 | 416.88 | 210.65 | 36.15 |
2010 | 144.12 | 1464.68 | 922.21 | 192.81 | 1537.88 | 643.84 | 79.32 | 479.34 | 125.22 | 27.01 |
2011 | 135.05 | 1100.50 | 764.92 | 181.65 | 1436.39 | 483.21 | 60.97 | 294.82 | 107.75 | 20.04 |
2012 | 180.03 | 1247.06 | 803.68 | 193.08 | 1474.73 | 597.07 | 98.91 | 380.17 | 150.02 | 20.74 |
2013 | 193.19 | 1137.55 | 745.87 | 172.38 | 1302.25 | 455.91 | 107.33 | 369.40 | 144.90 | 23.06 |
2014 | 314.36 | 1290.58 | 1143.75 | 333.81 | 1682.45 | 892.52 | 218.02 | 593.40 | 361.07 | 62.91 |
2015 | 325.22 | 1124.09 | 1087.37 | 292.89 | 1574.85 | 745.55 | 167.12 | 658.05 | 224.93 | 55.89 |
2016 | 307.50 | 1336.77 | 982.49 | 283.94 | 1550.20 | 636.17 | 168.04 | 642.42 | 190.14 | 40.25 |
2017 | 352.95 | 14,499.25 | 1104.18 | 199.71 | 2126.29 | 577.94 | 136.35 | 1238.572 | 219.32 | 26.14 |
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Var. | Mean | Std. Dev | Median | Min. | Max. | Skew. | Kuro. | Obs. |
---|---|---|---|---|---|---|---|---|
Panel A: Descriptive statistics of stock price return | ||||||||
rt | −0.0018 | 0.8487 | 0.0000 | −4.7958 | 4.2516 | −0.1240 | 7.4307 | 2673 |
Panel B: Descriptive statistics of news frequency | ||||||||
SNFt | 0.1349 | 0.1646 | 0.1000 | 0.0000 | 2.0000 | 3.0131 | 20.3135 | 2673 |
GNFt | 5.9828 | 4.6825 | 4.6500 | 0.0000 | 32.7500 | 1.4506 | 5.5448 | 2673 |
GTFt | 47.7899 | 15.3058 | 49.3681 | 9.0526 | 88.9474 | −0.2663 | 2.3256 | 2673 |
Panel C: Descriptive statistics of news variables | ||||||||
WSNFt | 0.1468 | 0.1796 | 0.1034 | 0.0000 | 2.1997 | 3.0795 | 21.2409 | 2673 |
WGNFt | 1.4495 | 0.9289 | 1.5369 | −2.9957 | 3.4889 | −1.0312 | 5.2408 | 2673 |
WGTFt | 3.8585 | 0.3744 | 3.9530 | 2.2450 | 4.5300 | −1.0619 | 3.7932 | 2673 |
Parameter | Sustainability News (WSNF) | General News (WGNF) | Google Search (WGTF) | Benchmark Model |
---|---|---|---|---|
b0 (constant) | 0.0558 (p = 0.0000) | 0.5667 (p = 0.0000) | 4.0442 (p = 0.0000) | 0.0209 (p = 0.1098) |
bλ | 0.1743 (p = 0.0000) | 0.7709 (p = 0.0000) | 0.5595 (p = 0.0000) | −0.0156 (p = 0.4209) |
b1 | 2.9819 (p = 0.0000) | 1.7560 (p = 0.0000) | 2.2062 (p = 0.0000) | − |
(constant) | −0.1231 (p = 0.0000) | −0.2691 (p = 0.0000) | −0.5206 (p = 0.0000) | 0.0070 (p = 0.0005) |
α | 0.1601 (p = 0.0000) | −0.1747 (p = 0.0000) | −0.3292 (p = 0.0000) | −0.0044 (p = 0.0000) |
β | 0.9679 (p = 0.0000) | 0.6388 (p = 0.0000) | 0.8177 (p = 0.0000) | 0.9934 (p = 0.0000) |
γ | −0.0530 (p = 0.0000) | 0.0273 (p = 0.0982) | −0.1063 (p = 0.0000) | 0.1284 (p = 0.0000) |
Log lik. | 1081.085 | 5567.7940 | 116.5570 | −2881.932 |
AIC | −0.8094 | 2.0984 | 0.0488 | 2.1616 |
Parameter | Sustainability News (WSNF) | General News (WGNF) | Google Search (WGTF) | Benchmark Model |
---|---|---|---|---|
(constant) | 0.0066 (p = 0.0000) | 0.0055 (p = 0.0000) | 0.0092 (p = 0.0000) | 0.0224 (p = 0.1447) |
b1 | 0.0233 (p = 0.0000) | −0.0014 (p = 0.0000) | −0.0107 (p = 0.0000) | − |
(constant) | 0.0014 (p = 0.0000) | 0.0009 (p = 0.0000) | −0.0001 (p = 0.1679) | 0.0022 (p = 0.0082) |
α | 0.0423 (p = 0.0000) | 0.0353 (p = 0.0000) | 0.0449 (p = 0.0000) | 0.0000 (p = 1.0000) |
β | 0.9008 (p = 0.0000) | 0.9039 (p = 0.0000) | 0.9002 (p = 0.0000) | 0.9395 (p = 0.0000) |
d | 0.4014 (p = 0.0000) | 0.4398 (p = 0.0982) | 0.4016 (p = 0.0000) | 0.7007 (p = 0.0000) |
Log lik. | −4019.846 | −4036.078 | −4235.052 | −2884.184 |
AIC | 3.0145 | 3.0266 | 3.1755 | 2.1640 |
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Zhang, J.; Djajadikerta, H.G.; Zhang, Z. Does Sustainability Engagement Affect Stock Return Volatility? Evidence from the Chinese Financial Market. Sustainability 2018, 10, 3361. https://doi.org/10.3390/su10103361
Zhang J, Djajadikerta HG, Zhang Z. Does Sustainability Engagement Affect Stock Return Volatility? Evidence from the Chinese Financial Market. Sustainability. 2018; 10(10):3361. https://doi.org/10.3390/su10103361
Chicago/Turabian StyleZhang, Junru, Hadrian Geri Djajadikerta, and Zhaoyong Zhang. 2018. "Does Sustainability Engagement Affect Stock Return Volatility? Evidence from the Chinese Financial Market" Sustainability 10, no. 10: 3361. https://doi.org/10.3390/su10103361
APA StyleZhang, J., Djajadikerta, H. G., & Zhang, Z. (2018). Does Sustainability Engagement Affect Stock Return Volatility? Evidence from the Chinese Financial Market. Sustainability, 10(10), 3361. https://doi.org/10.3390/su10103361