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. 2024 Jan 27;10(3):e25143. doi: 10.1016/j.heliyon.2024.e25143

Table 5.

The sectoral return spillover effect before and during the COVID-19 pandemic.

Before COVID-19
During COVID-19
TO FROM NET TO FROM NET
Real Estate 44.46 61.53 −17.08 73.24 82.61 −9.37
Rubber 42.5 56.37 −13.86 73.75 82.76 −9.01
Securities 96.19 77.4 18.79 97.47 85.48 11.99
Technology 86.36 71.95 14.41 103.56 85.05 18.51
Oil & Gas 80.97 75.28 5.69 85.5 84.42 1.08
Services 27.79 41.6 −13.81 44.68 70.72 −26.04
Development Investment 49.04 57.3 −8.26 102.58 85.31 17.26
Construction Investment 42.39 51.99 −9.6 52.89 73.18 −20.28
Pharmaceutical 50.21 59.17 −8.96 62 78.49 −16.49
Public Service 16.48 28.36 −11.88 29.24 63.51 −34.26
Education 8.48 21.72 −13.24 10.87 38.06 −27.19
Aviation 54.35 65.49 −11.14 46.2 75.85 −29.65
Mineral 43.1 54.11 −11 64.48 76.53 −12.05
Energy 41.4 55.68 −14.28 84.06 83.93 0.13
Banking 124.17 78.37 45.79 107.54 84.19 23.35
Plastic 63.02 70.09 −7.07 90.19 85.37 4.82
Fertilizer 55.22 66.01 −10.79 65.9 78.99 −13.09
Business 70.65 66.94 3.71 122.89 87.35 35.53
Steel 91.49 75.8 15.69 91.72 84.9 6.82
Food 75.89 68.71 7.18 96.84 83.78 13.06
Trade 85.9 71.88 14.02 105.11 85.0 20.11
Aquaculture 57.88 64.55 −6.67 88.54 83.02 5.52
Transportation 77.95 68.29 9.66 108.6 85.42 23.18
Building Materials 99.92 77.2 22.72 102.21 86.14 16.07
Total spillover index 61.91 % 79.59 %