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Research on Intelligent Methods and Strategies of Corporate Financial Risk Assessment in the Digital Economy Era

  
21 mar 2025

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Figure 1.

Standard cloud map
Standard cloud map

Figure 2.

Stock price change
Stock price change

Figure 3.

Comprehensive assessment of financial risk
Comprehensive assessment of financial risk

Financial risk assessment indicator system

Primary indicator Secondary indicator
Profitability(A1) Gross margin(A11)
Net profit rate(A12)
Solvency(A2) Equity ratio(A21)
Mobility ratio(A22)
Speed ratio(A23)
Overspeed ratio(A24)
Interest coverage ratio(A25)
Operational ability(A3) Total asset turnover ratio(A31)
Current asset turnover ratio(A32)
Business cycle(A33)
Growth ability(A4) Total asset growth ratio(A41)
Main business revenue growth ratio(A42)
Cash ability(A5) Sales cash ratio(A51)
Main business income cash content(A52)
Net profit cash content(A53)
Cash dividend guarantee multiple(A54)

Weight of each indicator

Primary indicator AHP DEMATEL Synthesize Secondary indicator AHP DEMATEL Synthesize
A1 0.14 0.13 0.11 A11 0.060 0.036 0.084
A12 0.080 0.054 0.034
A2 0.22 0.23 0.23 A21 0.044 0.093 0.030
A22 0.047 0.046 0.014
A23 0.043 0.068 0.013
A24 0.038 0.077 0.026
A25 0.048 0.067 0.073
A3 0.11 0.05 0.07 A31 0.060 0.083 0.026
A32 0.020 0.049 0.042
A33 0.030 0.081 0.094
A4 0.27 0.30 0.33 A41 0.160 0.040 0.092
A42 0.110 0.093 0.095
A5 0.26 0.29 0.26 A51 0.080 0.073 0.094
A52 0.070 0.035 0.101
A53 0.100 0.018 0.089
A54 0.010 0.087 0.093

Cloud digital characteristics of financial risk assessment

Indicator Expert score CDC ICDC
P1 P2 P3 P4 P5
A11 6.3 6.5 6.6 6.3 7.1 (6.8,0.5,0.2) (7.3,0.6,0.2)
A12 7.2 7.1 6.1 6.8 6.1 (6.9,0.4,0.1)
A21 6.6 6.8 6.9 6.9 6.3 (7.1,0.6,0.2) (7.2,0.6,0.1)
A22 7.3 6.6 6.2 6.6 6.2 (6.4,0.6,0.1)
A23 6.1 6.4 6.6 6.8 6.4 (6.2,0.4,0.2)
A24 6.5 7.2 6.9 6.4 6.6 (6.8,0.5,0.1)
A25 7.4 7.5 6.8 7.2 6.5 (7.1,0.6,0.2)
A31 8.1 8.2 7.9 8.3 7.8 (7.8,0.4,0.2) (7.8,0.5,0.3)
A32 6.2 7.9 7.7 7.8 7.4 (7.3,0.3,0.1)
A33 6.1 7.7 8.5 7.6 8.3 (7.4,0.6,0.1)
A41 6.4 7.3 6.9 6.7 7.1 (6.9,0.5,0.2) (7.1,0.5,0.1)
A42 8.2 6.8 7.1 6.8 6.8 (6.9,0.4,0.1)
A51 7.6 6.5 6.8 6.2 6.2 (6.3,0.3,0.1) (7.4,0.6,0.2)
A52 6.1 6.9 6.4 6.4 7.1 (6.2,0.6,0.2)
A53 6.3 7.3 6.5 6.5 6.9 (7.1,0.5,0.3)
A54 6.2 7.6 6.7 6.2 6.4 (6.9,0.6,0.2)