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Smart Finance Transformation in ChatGPT Perspective: Logic, Framework, and Application Scenarios

  
17 mars 2025
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Figure 1.

Loss function and classification accuracy
Loss function and classification accuracy

Figure 2.

Convergence curve
Convergence curve

Figure 3.

Risk changes in financial performance
Risk changes in financial performance

Financial risk factor

Overall risk Primary risk Risk factor Title
Overall financial risk Strategic risk The accuracy of intelligent financial positioning and understanding A1
The rationality of the design of intelligent financial construction road diameter A2
The implementation of the system and clothing provided by third-party suppliers is appropriate A3
Process risk Rationality of business flow design B1
Effectiveness of process supervision B2
Business flow process standardization B3
Process execution and specification B4
Organizational risk The rationality of the organization system C1
The rationality of organizational architecture C2
Run rule acceptance C3
The effectiveness of organizational information communication C4
Technical risk Technical effectiveness D1
Information system security D2
Management risk The degree of position of operation management E1
The degree of position of organization operation management E2
Personnel risk Dependence on accounting robots F1
Employee sentiment F2
Employee expertise F3

Risk condition

Integrated rating Risk condition
W≥90 Low risk
75≤W<90 Lower risk
60≤W<75 Medium risk
45≤W<60 Higher risk
W<45 High risk

Risk score

Overall risk Overall risk score Overall risk level Primary risk Risk score Risk level Risk factor Risk score Risk sort
Overall financial risk 16.05 Medium low risk Strategic risk 19.07 Medium low risk A1 7.49 6
A2 1.58 15
A3 10 5
Process risk 9.54 Low risk B1 2.88 11
B2 0.35 18
B3 4.57 8
B4 1.74 13
Organizational risk 8.2 Low risk C1 1.4 16
C2 1.62 14
C3 4.02 10
C4 1.16 17
Technical risk 19.69 Medium low risk D1 9.5 2
D2 10.19 1
Management risk 15.23 Medium low risk E1 8.9 3
E2 6.33 7
Personnel risk 14.18 Medium low risk F1 2.15 12
F2 4.2 9
F3 7.83 4

Financial operation efficiency

Index 2023 2024
Administrator 348 275
Management fee (ten thousand yuan) 28.17 22.25
Financial officer 236 185
Total assets (ten thousand yuan) 2431.49 3059.36
Total assets/administrators 6.99 11.12
Total assets/financial personnel 10.30 16.54
Rate of growth of administrator 28.49% -20.98%
Management rate growth rate 10.06% -21.02%
Rate of growth of financial personnel 6.88% -21.61%
Total assets growth rate 3.18% 25.82%