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Study on the Role of Blockchain Technology in Supply Chain Carbon Emission Transparency Enhancement and Financial Regulation

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03 févr. 2025
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Logistic regression

β Standard error Sig. Exp(β)
F1 -5.594 1.226 0.001*** 0.011
F2 1.114 0.345 0.003*** 0.318
F3 0.162 0.421 0.635 1.163
F4 2.368 0.518 0.003*** 0.116
F5 -0.137 0.288 0.001* 0.987
F6 -1.839 0.528 0.005* 0.158
F7 2.603 0.46 0.000 13.553
Constants 5.366 0.261 0.005*** 1.441

Total variance explanation

Constituent Initial eigenvalue Extracting the load of the load Rotational load squared
Total Var% Cum% Total Var% Cum% Total Var% Cum%
1 4.07 26.913 26.913 4.07 26.913 26.913 4.058 25.096 25.096
2 3.935 15.173 42.086 3.935 15.173 42.086 3.947 14.258 39.354
3 2.74 10.548 52.634 2.74 10.548 52.634 2.722 10.879 50.233
4 2.028 7.808 60.442 2.028 7.808 60.442 2.029 8.517 58.75
5 1.596 6.109 66.551 1.596 6.109 66.551 1.6 6.458 65.208
6 1.336 5.155 71.706 1.336 5.155 71.706 1.328 5.982 71.19
7 1.036 3.973 75.679 1.036 3.973 75.679 1.028 4.489 75.679
8 0.856 3.481 79.16
9 0.819 3.165 82.325
10 0.677 2.59 84.915
11 0.629 2.436 87.351
12 0.541 2.03 89.381
13 0.477 1.819 91.2
14 0.386 1.512 92.712
15 0.364 1.409 94.121
16 0.338 1.335 95.456
17 0.263 1.089 96.545
18 0.223 0.937 97.482
19 0.185 0.696 98.178
20 0.162 0.626 98.804
21 0.151 0.523 99.327
22 0.101 0.398 99.725
23 0.087 0.275 100

Rotated component matrix

Index Constituent
1 2 3 4 5 6 7
X18 0.889 -0.03 0.143 0.126 0.017 -0.134 0.051
X15 0.868 -0.166 0.06 0.133 0.007 0.065 -0.022
X23 0.83 -0.138 -0.054 -0.028 0.09 0.088 -0.119
X19 0.826 -0.112 -0.086 -0.037 0.035 0.185 -0.186
X16 0.814 -0.033 -0.167 -0.039 -0.111 -0.081 0.06
X17 0.785 -0.12 -0.096 -0.086 -0.159 -0.095 -0.098
X21 0.784 -0.131 0.08 0.15 0.049 0.097 -0.108
X20 0.781 -0.024 0.137 -0.378 -0.001 -0.061 0.036
X22 0.746 -0.056 -0.145 -0.37 0.004 -0.015 0.018
X5 -0.173 0.869 0.13 0.006 -0.016 0.087 -0.177
X7 -0.208 0.862 0.176 0.03 0.011 0.056 -0.192
X4 -0.193 0.812 -0.258 0.122 0.14 0.161 0.145
X6 -0.046 0.751 -0.246 0.182 0.018 -0.135 0.057
X14 -0.097 0.607 -0.325 0.1 0.09 0.217 0.382
X10 -0.062 -0.019 0.871 0.036 0.029 0.157 -0.129
X9 -0.013 -0.052 0.82 -0.128 0.287 0.151 0.143
X12 -0.103 -0.266 0.768 0.169 -0.109 -0.226 -0.101
X11 0.053 -0.004 0.026 0.961 -0.049 -0.03 -0.031
X13 -0.152 0.375 -0.003 0.853 -0.01 0.098 0.086
X2 -0.214 0.134 -0.059 -0.037 0.858 0.063 -0.004
X1 0.207 0.012 0.242 -0.065 0.684 -0.077 -0.075
X3 0.125 0.306 -0.056 0.108 -0.072 0.682 0.004
X8 0.251 0.319 -0.181 -0.094 -0.415 -0.539 0.251

Supply chain financial credit risk evaluation system based on block-chain

Primary index Secondary index Tertiary index
Supply chain carbon transparency Carbon data accuracy Data collection frequency (X1)
Data verification mechanism validity (X2)
The degree of disclosure of carbon emissions The timeliness of disclosure (X3)
The comprehensiveness of the disclosure (X4)
Standardization of disclosure formats (X5)
The setting and achievement of carbon targets Clarity of target reduction (X6)
Effectiveness of mitigation measures (X7)
Supply chain financial supervision level The perfection of the regulatory framework Coverage of laws and regulations (X8)
Authority of regulators (X9)
The timeliness of policy updates (X10)
The stricture of regulatory execution Frequency of compliance checks (X11)
The severity of the punishment (X12)
The degree of application of regulatory technology Data analysis capability (X13)
Information sharing mechanism (X14)
Block chain technology utility The node enterprise is decentralized Point to point trading (X15)
Distributed ledger (X16)
Information sharing degree (X17)
Business function Intelligent payment (X18)
Prudential survey (X19)
Traceability (X20)
Business mechanism security Enterprise information completeness (X21)
Trade consensus mechanism (X22)
Encryption security (X23)

Enterprise indicators

Primary index Secondary index Tertiary index Index data
Supply chain carbon transparency Carbon data accuracy Data collection frequency (X1) 7
Data verification mechanism validity (X2) 9
The degree of disclosure of carbon emissions The timeliness of disclosure (X3) 9
The comprehensiveness of the disclosure (X4) 8
Standardization of disclosure formats (X5) 6
The setting and achievement of carbon targets Clarity of target reduction (X6) 7
Effectiveness of mitigation measures (X7) 8
Supply chain financial supervision level The perfection of the regulatory framework Coverage of laws and regulations (X8) 9
Authority of regulators (X9) 9
The timeliness of policy updates (X10) 7
The stricture of regulatory execution Frequency of compliance checks (X11) 10
The severity of the punishment (X12) 10
The degree of application of regulatory technology Data analysis capability (X13) 10
Information sharing mechanism (X14) 7
Block chain technology utility The node enterprise is decentralized Point to point trading (X15) 7
Distributed ledger (X16) 9
Information sharing degree (X17) 9
Business function Intelligent payment (X18) 10
Prudential survey (X19) 7
Traceability (X20) 9
Business mechanism security Enterprise information completeness (X21) 10
Trade consensus mechanism (X22) 7
Encryption security (X23) 8

KMO and Bartlett spherical test results

KMO sampling availability number 0.659
Bartlett ball test Approximate Chi-square 1126.524
df 314
Sig. 0.000

Component score coefficient matrix

Index Constituent
1 2 3 4 5 6 7
X1 -0.484 0.721 0.207 -0.135 0.056 -0.062 0.024
X2 -0.454 0.53 0.46 -0.211 -0.301 0.181 -0.062
X3 -0.305 0.72 0.09 -0.015 -0.067 0.232 0.042
X4 0.188 0.4 -0.314 0.015 -0.38 0.446 0.233
X5 -0.06 -0.498 0.694 0.03 -0.188 0.109 0.088
X6 0.209 0.499 -0.028 0.167 0.459 0.378 0.209
X7 -0.333 0.656 0.079 -0.107 0.106 -0.24 0.232
X8 -0.403 0.389 0.29 0.721 0.035 -0.123 0.009
X9 -0.086 0.186 0.15 0.917 0.082 -0.035 -0.077
X10 -0.456 0.506 0.466 -0.193 -0.254 0.238 -0.098
X11 0.191 -0.048 0.39 -0.148 0.528 0.261 -0.114
X12 -0.262 0.077 0.211 -0.237 0.742 0.091 -0.198
X13 0.007 -0.492 0.69 -0.132 0.117 0.073 0.274
X14 -0.246 -0.066 -0.136 0.049 0.221 -0.296 0.752
X15 -0.011 -0.601 0.364 0.298 -0.192 0.339 0.127
X16 0.216 -0.021 0.638 -0.192 -0.069 -0.323 0.182
X17 -0.032 0.289 0.33 -0.077 -0.141 -0.556 -0.142
X18 0.753 0.175 -0.058 -0.312 -0.009 -0.007 0.044
X19 0.77 0.328 -0.056 0.027 -0.025 -0.005 0.11
X20 0.817 0.172 -0.072 0.042 -0.134 0.074 -0.032
X21 0.779 0.061 0.161 -0.319 -0.082 0.083 0.183
X22 0.811 0.185 0.216 0.198 0.02 0.115 0.138
X23 0.819 0.187 0.121 -0.01 -0.001 -0.152 -0.168

The Omnibus test of the table model coefficient

Chi-square df P
Step 1 Step 20.455 16 0.000
Block 20.455 16 0.000
Model 20.455 16 0.000