Digital transformation evaluation method, device and equipment and storage medium

Abstract

The invention discloses a digital transformation assessment method, device and equipment and a storage medium, and relates to the field of enterprise digital transformation assessment, and the method comprises the steps: building a hierarchical structure model based on a trusted execution environment through employing an analytic hierarchy process, and determining a target assessment dimension and a target index; constructing a target evaluation dimension judgment matrix and a target index judgment matrix, and inputting the matrixes into the hierarchical structure model to obtain a comprehensive score value; the target evaluation dimension judgment matrix and the target index judgment matrix comprise importance quantitative values; inputting the encrypted enterprise digital assets into an input data envelope analysis model based on a trusted execution environment to obtain an enterprise digital transformation efficiency value, and performing a preset evaluation operation based on the comprehensive score value and the enterprise digital transformation efficiency value to obtain an encrypted evaluation result; and decrypting the encrypted evaluation result to obtain a target evaluation result, and analyzing the target evaluation result to generate a corresponding enterprise optimization suggestion so as to complete digital transformation evaluation. And the integrity of digital transformation can be accurately evaluated.

Description

Technical Field

[0001] The present invention relates to the field of enterprise digital transformation evaluation, and particularly relates to a digital transformation evaluation method, device, equipment and storage medium. Background Art

[0002] With the sweeping of the digital wave, enterprises have accelerated their digital transformation paces to improve operational efficiency, reduce costs and enhance competitiveness. However, enterprises face many challenges in the process of digital transformation, such as the integration and management of digital assets, the optimization and reconstruction of business processes, the adjustment and coordination of organizational structures, etc. In order to effectively guide the digital transformation of enterprises, it is necessary to comprehensively evaluate the digital integrity of enterprises. In addition, data security and result credibility in the evaluation process are also difficult to be fully guaranteed.

[0003] In summary, how to accurately and efficiently evaluate the integrity of enterprise digital transformation is an urgent problem to be solved at present. Summary of the Invention

[0004] In view of this, the purpose of the present invention is to provide a digital transformation evaluation method, device, equipment and storage medium, which can accurately and efficiently evaluate the integrity of enterprise digital transformation. The specific scheme is as follows:

[0005] In the first aspect, the present application provides a digital transformation evaluation method, including:

[0006] Constructing a hierarchical structure model by using the analytic hierarchy process based on a trusted execution environment, and determining a target evaluation dimension, and determining corresponding target indicators according to the target evaluation dimension;

[0007] Constructing a target evaluation dimension judgment matrix corresponding to the target evaluation dimension, and a target indicator judgment matrix corresponding to the target indicator, and inputting the target evaluation dimension judgment matrix and the target indicator judgment matrix into the hierarchical structure model to obtain a comprehensive score value of enterprise digital integrity; wherein, the target evaluation dimension judgment matrix includes the importance quantification values between each target evaluation dimension, and the target indicator judgment matrix includes the importance quantification values between each target indicator;

[0008] Inputting the encrypted enterprise digital asset input obtained based on the trusted execution environment into a data envelopment analysis model to obtain a corresponding enterprise digital transformation efficiency value, and performing a preset evaluation operation based on the comprehensive score value of the enterprise digital integrity and the enterprise digital transformation efficiency value to obtain a corresponding encrypted evaluation result;

[0009] Decrypt the encrypted evaluation result to obtain the corresponding target evaluation result, analyze the target evaluation result, and generate corresponding enterprise optimization suggestions based on the obtained analysis result to complete the digital transformation evaluation of the enterprise.

[0010] Optionally, the target evaluation dimension includes any one or more of a preset digital asset integrity dimension, a preset business process digitization degree dimension, a preset organizational structure adaptability dimension, and a preset technology application depth dimension.

[0011] Optionally, inputting the target evaluation dimension judgment matrix and the target index judgment matrix into the hierarchical structure model to obtain the comprehensive score value of the enterprise digital integrity includes:

[0012] Input the target evaluation dimension judgment matrix and the target index judgment matrix into the hierarchical structure model;

[0013] Using the hierarchical structure model, based on the judgment matrix elements and the judgment matrix order in the target evaluation dimension judgment matrix and the target index judgment matrix, obtain the target weights corresponding to the target evaluation dimension and the target index, and the comprehensive score value of the enterprise digital integrity.

[0014] Optionally, before performing the preset evaluation operation based on the comprehensive score value of the enterprise digital integrity and the enterprise digital transformation efficiency value, it further includes:

[0015] Based on the trusted execution environment, perform a preset vectorization process on the target weights to obtain a target weight vector;

[0016] Input the target weight vector and the obtained evaluation matrix into the fuzzy comprehensive evaluation model to obtain a fuzzy comprehensive evaluation result, so as to perform a preset evaluation operation based on the fuzzy comprehensive evaluation result; wherein, the evaluation matrix includes the evaluation standard values of each enterprise.

[0017] Optionally, inputting the encrypted enterprise digital asset investment obtained based on the trusted execution environment into the data envelopment analysis model to obtain the corresponding enterprise digital transformation efficiency value includes:

[0018] Based on the trusted execution environment, input the encrypted enterprise digital asset investment of each decision-making unit obtained into the data envelopment analysis model to obtain the benefit value corresponding to each decision-making unit;

[0019] Superimpose the benefit values corresponding to each decision-making unit to obtain the corresponding enterprise digital transformation efficiency value.

[0020] Optionally, before inputting the encrypted enterprise digital assets obtained based on the trusted execution environment into the data envelopment analysis model, the following steps are further included:

[0021] Using homomorphic encryption technology to encrypt the obtained enterprise digital asset inputs to obtain encrypted enterprise digital asset inputs, so as to perform a preset evaluation operation on the encrypted enterprise digital asset inputs based on the trusted execution environment.

[0022] Optionally, analyzing the target evaluation result and generating corresponding enterprise optimization suggestions based on the obtained analysis result, including:

[0023] Analyzing the target evaluation result to identify a first dimension that meets the preset advantage dimension and a second dimension that meets the preset weak dimension from the target evaluation dimensions;

[0024] Generating corresponding enterprise optimization suggestions based on the first dimension and the second dimension.

[0025] In a second aspect, the present application provides a digital transformation evaluation device, including:

[0026] An index determination module, configured to construct a hierarchical structure model using the analytic hierarchy process based on the trusted execution environment, determine target evaluation dimensions, and determine corresponding target indicators according to the target evaluation dimensions;

[0027] A score value acquisition module, configured to construct a target evaluation dimension judgment matrix corresponding to the target evaluation dimension and a target indicator judgment matrix corresponding to the target indicator, and input the target evaluation dimension judgment matrix and the target indicator judgment matrix into the hierarchical structure model to obtain a comprehensive score value of the enterprise digital integrity; wherein, the target evaluation dimension judgment matrix includes importance quantification values between each target evaluation dimension, and the target indicator judgment matrix includes importance quantification values between each target indicator;

[0028] An evaluation result acquisition module, configured to input the obtained encrypted enterprise digital asset inputs into the data envelopment analysis model based on the trusted execution environment to obtain a corresponding enterprise digital transformation efficiency value, and perform a preset evaluation operation based on the comprehensive score value of the enterprise digital integrity and the enterprise digital transformation efficiency value to obtain a corresponding encrypted evaluation result;

[0029] An evaluation completion module, configured to decrypt the encrypted evaluation result to obtain a corresponding target evaluation result, analyze the target evaluation result, and generate corresponding enterprise optimization suggestions based on the obtained analysis result to complete the digital transformation evaluation of the enterprise.

[0030] In a third aspect, the present application provides an electronic device, including:

[0031] A memory for storing a computer program;

[0032] A processor for executing the computer program to implement the digital transformation assessment method as described above.

[0033] In a fourth aspect, the present application provides a computer-readable storage medium for storing a computer program; wherein, when the computer program is executed by a processor, the digital transformation assessment method as described above is implemented.

[0034] In summary, the present application first constructs a hierarchical structure model based on the trusted execution environment using the analytic hierarchy process, determines the target evaluation dimensions, and determines the corresponding target indicators according to the target evaluation dimensions; constructs a target evaluation dimension judgment matrix corresponding to the target evaluation dimensions and a target indicator judgment matrix corresponding to the target indicators, and inputs the target evaluation dimension judgment matrix and the target indicator judgment matrix into the hierarchical structure model to obtain a comprehensive score value of the enterprise digital integrity; wherein, the target evaluation dimension judgment matrix includes the importance quantification values between the various target evaluation dimensions, and the target indicator judgment matrix includes the importance quantification values between the various target indicators; inputs the encrypted enterprise digital assets obtained based on the trusted execution environment into the data envelopment analysis model to obtain the corresponding enterprise digital transformation efficiency value, performs a preset evaluation operation based on the comprehensive score value of the enterprise digital integrity and the enterprise digital transformation efficiency value to obtain the corresponding encrypted evaluation result; decrypts the encrypted evaluation result to obtain the corresponding target evaluation result, analyzes the target evaluation result, and generates corresponding enterprise optimization suggestions based on the obtained analysis results to complete the digital transformation evaluation of the enterprise. As can be seen from the above, the present application first constructs a hierarchical structure model using the analytic hierarchy process in the trusted execution environment, determines the target evaluation dimensions and the corresponding target indicators, constructs the target evaluation dimension judgment matrix and the target indicator judgment matrix and inputs them into the hierarchical structure model to obtain the comprehensive score value of the enterprise digital integrity, where the judgment matrix includes the importance quantification values between the corresponding dimensions and indicators; then inputs the encrypted enterprise digital assets into the data envelopment analysis model in the trusted execution environment to obtain the enterprise digital transformation efficiency value, then performs a preset evaluation operation based on the comprehensive score value and the transformation efficiency value to obtain the encrypted evaluation result, and then decrypts it to obtain the target evaluation result, and generates enterprise optimization suggestions based on the analysis of the target evaluation result, thereby completing the digital transformation evaluation of the enterprise. In this way, the present application improves the accuracy and efficiency of the enterprise digital integrity evaluation, provides a reliable decision-making basis for the enterprise digital transformation. At the same time, the trusted execution environment is used to ensure the security of the evaluation process and the privacy of the data, prevent data leakage and unauthorized access, can identify the weak links in the enterprise digital transformation for the enterprise, provide targeted optimization suggestions, and help the enterprise smoothly achieve digital transformation. BRIEF DESCRIPTION OF THE DRAWINGS

[0035] In order to more clearly illustrate the technical solutions in the embodiments of the present invention or the prior art, the following will briefly introduce the drawings required for the description of the embodiments or the prior art. Obviously, the drawings in the following description are only the embodiments of the present invention. For those of ordinary skill in the art, other drawings can be obtained according to the provided drawings without creative efforts.

[0036] Figure 1 A flowchart of a digital transformation evaluation method disclosed in this application;

[0037] Figure 2 A specific flowchart of a digital transformation evaluation method disclosed in this application;

[0038] Figure 3 A schematic structural diagram of a digital transformation evaluation device disclosed in this application;

[0039] Figure 4 A structural diagram of an electronic device disclosed in this application. Specific embodiments

[0040] Next, the technical solutions in the embodiments of the present invention will be clearly and completely described in conjunction with the accompanying drawings in the embodiments of the present invention. Obviously, the described embodiments are only a part of the embodiments of the present invention, rather than all the embodiments. Based on the embodiments of the present invention, all other embodiments obtained by those of ordinary skill in the art without creative efforts shall fall within the protection scope of the present invention.

[0041] Currently, with the sweeping of the digital wave, enterprises have accelerated their digital transformation paces to improve operational efficiency, reduce costs, and enhance competitiveness. However, enterprises face many challenges during the digital transformation process, such as the integration and management of digital assets, the optimization and reconstruction of business processes, the adjustment and coordination of organizational structures, etc. In order to effectively guide the digital transformation of enterprises, it is necessary to comprehensively evaluate the digital integrity of enterprises. In addition, data security and result credibility during the evaluation process are also difficult to be fully guaranteed. To solve the above technical problems, this application discloses a digital transformation evaluation method, device, equipment, and storage medium, which can accurately and efficiently evaluate the integrity of enterprise digital transformation.

[0042] See Figure 1 As shown, an embodiment of the present invention discloses a digital transformation evaluation method, which may include:

[0043] Step S11, construct a hierarchical structure model using the analytic hierarchy process based on a trusted execution environment, and determine the target evaluation dimension, and determine the corresponding target indicators according to the target evaluation dimension.

[0044] In this embodiment, first, a TEE (Trusted Execution Environment) is deployed on an enterprise server or a cloud platform, and relevant algorithms, models, and data processing logics for enterprise digital integrity assessment are deployed in the TEE. Additionally, based on the trusted execution environment, an analytic hierarchy process (AHP) is used to construct a hierarchical structure model, and the enterprise digital integrity assessment is divided into an objective layer, a criterion layer, and an index layer. Among them, the objective layer is "Enterprise Digital Integrity Assessment"; the criterion layer includes any one or several of the preset digital asset integrity dimension, the preset business process digitization degree dimension, the preset organizational structure adaptability dimension, and the preset technology application depth dimension; the index layer is the specific indexes under each dimension. Then, according to the characteristics and requirements of the enterprise digital transformation, the target assessment dimension is determined. After determining the target assessment dimension, the target indexes corresponding to the target assessment dimension are determined.

[0045] It can be understood that the preset digital asset integrity dimension may include indexes such as data coverage rate and data quality in terms of data integrity, indexes such as system integration ratio and integration efficiency in terms of system integration degree, and indexes such as asset usage frequency and asset idle rate in terms of asset utilization rate; the preset business process digitization degree dimension may include indexes such as the proportion of automated operation steps and the coverage rate of automated systems in terms of process automation rate, and indexes such as collaborative task completion time and collaborative information transmission speed in terms of process collaboration efficiency; the preset organizational structure adaptability dimension may include indexes such as the number of management levels and the smoothness of department collaboration in terms of the rationality of the organizational structure, and indexes such as the proficiency of digital tools and the data analysis ability score in terms of the digital ability of personnel; the preset technology application depth dimension may include indexes such as the number of technology application projects and the benefits of technology application in terms of the degree of emerging technology application, and indexes such as the success rate of integrated innovation projects and the application scope of innovation achievements in terms of the degree of technology integration and innovation.

[0046] Step S12: Construct a target assessment dimension judgment matrix corresponding to the target assessment dimension and a target index judgment matrix corresponding to the target index, and input the target assessment dimension judgment matrix and the target index judgment matrix into the hierarchical structure model to obtain a comprehensive score value of the enterprise digital integrity; wherein, the target assessment dimension judgment matrix includes the importance quantification values between each target assessment dimension, and the target index judgment matrix includes the importance quantification values between each target index.

[0047] In this embodiment, after determining the target evaluation dimension and the corresponding target indicators, a target evaluation dimension judgment matrix corresponding to the target evaluation dimension and a target indicator judgment matrix corresponding to the target indicator are constructed at the criterion layer and the indicator layer respectively. Among them, the element of the judgment matrix represents the importance of factor i relative to factor j. Usually, the 1-9 scale method is used for assignment, that is, the target evaluation dimension judgment matrix includes the quantitative values of the importance among the target evaluation dimensions, and the target indicator judgment matrix includes the quantitative values of the importance among the target indicators. Then, the obtained target evaluation dimension judgment matrix and target indicator judgment matrix are input into the hierarchical model; using the hierarchical model based on the judgment matrix elements and the judgment matrix order in the target evaluation dimension judgment matrix and the target indicator judgment matrix, the target weights corresponding to the target evaluation dimension and the target indicator are obtained:

[0048] ;

[0049] where w is the weight; is the judgment matrix element; n is the judgment matrix order; i is the target evaluation dimension or target indicator in the judgment matrix; k is a natural number and k < n.

[0050] In addition, after obtaining the target weights corresponding to the target evaluation dimension and the target indicator, the comprehensive score value of the enterprise digital integrity can be obtained based on the weight of the target evaluation dimension and the weight of the corresponding target indicator:

[0051] ;

[0052] where is the upper layer weight; is the current layer weight; W is the comprehensive score value of the enterprise digital integrity.

[0053] Step S13: Input the encrypted enterprise digital assets obtained based on the trusted execution environment into the data envelopment analysis model to obtain the corresponding enterprise digital transformation efficiency value, and perform a preset evaluation operation based on the comprehensive score value of the enterprise digital integrity and the enterprise digital transformation efficiency value to obtain the corresponding encrypted evaluation result.

[0054] In this embodiment, first, the obtained input of enterprise digital assets is encrypted using homomorphic encryption technology to obtain the encrypted input of enterprise digital assets, so as to perform a preset evaluation operation on the encrypted input of enterprise digital assets based on a trusted execution environment. Specifically, first, before the sensitive data of the enterprise is input into the evaluation model, the data is encrypted using homomorphic encryption technology. Homomorphic encryption allows operations to be performed on encrypted data to obtain the encrypted input of enterprise digital assets. In this way, the operation result is consistent with the result of operating on the original data after decryption, thus protecting the privacy of the data.

[0055] Further, based on the trusted execution environment, the encrypted input of enterprise digital assets of each decision-making unit obtained is input into a data envelopment analysis model to obtain the benefit value corresponding to each decision-making unit; the benefit values corresponding to each decision-making unit are superimposed to obtain the corresponding enterprise digital transformation efficiency value. Specifically, based on the trusted execution environment, the encrypted input of enterprise digital assets of each decision-making unit is processed, and the obtained encrypted input of enterprise digital assets is input into a data envelopment analysis model:

[0056] ;

[0057] Among them, the constraint conditions are: ; ; Among them is the input; is the output; is the decision-making unit weight; and are undetermined coefficients. Then, the efficiency scores of each decision-making unit are obtained, and the efficiency scores of each decision-making unit are superimposed to determine the enterprise digital transformation efficiency value.

[0058] In this embodiment, after obtaining the comprehensive score value of enterprise digital integrity and the enterprise digital transformation efficiency value, a preset evaluation operation is performed based on the comprehensive score value of enterprise digital integrity and the enterprise digital transformation efficiency value, and finally the corresponding encrypted evaluation result is obtained. It should be noted that due to the characteristics of homomorphic encryption, the evaluation process can be directly performed on encrypted data without decrypting the data, ensuring the security of the data.

[0059] Step S14, decrypt the encrypted evaluation result to obtain the corresponding target evaluation result, analyze the target evaluation result, and generate corresponding enterprise optimization suggestions based on the obtained analysis result to complete the enterprise digital transformation evaluation.

[0060] In this embodiment, the target evaluation result is analyzed to identify the first dimension that meets the preset advantageous dimension and the second dimension that meets the preset weak dimension from the target evaluation dimensions; and corresponding enterprise optimization suggestions are generated based on the first dimension and the second dimension. Specifically, after the evaluation is completed in the TEE, the encrypted evaluation result is decrypted into plaintext data to obtain the corresponding target evaluation result. The target evaluation result is analyzed to identify the weak links and advantageous areas of the enterprise in the digital transformation. According to the evaluation result and combined with the actual situation of the enterprise, targeted optimization suggestions are generated. For example, for an enterprise with insufficient digital asset integration, it is recommended to strengthen data governance and system integration; for an enterprise with a low degree of digitalization of business processes, it is recommended to optimize business processes and introduce automated tools, etc.

[0061] As can be seen from the above, in the embodiment of the present application, first, the analytic hierarchy process is used to construct a hierarchy model in the trusted execution environment to determine the target evaluation dimensions and corresponding target indicators, construct the target evaluation dimension judgment matrix and the target indicator judgment matrix and input them into the hierarchy model to obtain the comprehensive score value of the enterprise digital integrity, where the judgment matrix includes the quantitative values of the importance between the corresponding dimensions and indicators; then, the encrypted enterprise digital assets are input into the data envelopment analysis model in the trusted execution environment to obtain the enterprise digital transformation efficiency value, and then a preset evaluation operation is performed based on the comprehensive score value and the transformation efficiency value to obtain the encrypted evaluation result, and then it is decrypted to obtain the target evaluation result. After analyzing the target evaluation result, enterprise optimization suggestions are generated based on the analysis result, so as to complete the evaluation of the enterprise digital transformation. In this way, the embodiment of the present application improves the accuracy and efficiency of the enterprise digital integrity evaluation, provides a reliable decision-making basis for the enterprise digital transformation. At the same time, the trusted execution environment is used to ensure the security of the evaluation process and the privacy of the data, prevent data leakage and unauthorized access, can identify the weak links in the enterprise digital transformation, provide targeted optimization suggestions, and help the enterprise smoothly achieve digital transformation.

[0062] See Figure 2 As shown, in order to unify the different standards for digital transformation evaluation in the industry, the embodiment of the present invention discloses a specific digital transformation evaluation method, which may include:

[0063] Step S21: Perform a preset vectorization process on the target weight based on the trusted execution environment to obtain a target weight vector.

[0064] In this embodiment, after obtaining the target weights corresponding to the target evaluation dimensions and target indicators, the target weights are subjected to a preset vectorization process to obtain the target weight vectors A of each evaluation dimension and indicator.

[0065] Step S22: Input the target weight vector and the obtained evaluation matrix into the fuzzy comprehensive evaluation model to obtain a fuzzy comprehensive evaluation result, so as to perform a preset evaluation operation based on the fuzzy comprehensive evaluation result; wherein, the evaluation matrix includes the evaluation standard values of each enterprise.

[0066] In this embodiment, the evaluation standard values of each enterprise are obtained, and the evaluation matrix R is determined according to the evaluation standard values of each enterprise. The target weight vector A of each evaluation dimension and index and the fuzzy comprehensive evaluation matrix R corresponding to each index are input into the fuzzy comprehensive evaluation model to obtain a fuzzy comprehensive evaluation result:

[0067] ;

[0068] wherein, A is the target weight vector; R is the evaluation matrix; B is the fuzzy comprehensive evaluation result; represents the fuzzy matrix multiplication, that is, the operation of taking the minimum first and then the maximum.

[0069] It should be noted that the fuzzy comprehensive evaluation result of the enterprise digital integrity is usually a fuzzy set, representing the membership degree of the enterprise digital integrity, so as to provide a standard for the preset evaluation operation based on the membership degree.

[0070] As can be seen from the above, in the embodiment of the present application, the target weight is first subjected to preset vectorization processing in the trusted execution environment to generate the target weight vector A, which is jointly input into the fuzzy comprehensive evaluation model together with the evaluation matrix R containing the evaluation standard values of each enterprise. Through fuzzy mathematical operations, the fuzzy comprehensive evaluation result of the enterprise digital integrity is obtained. This result reflects the membership degree of each enterprise's digital integrity in the form of a fuzzy set, providing a quantitative basis for subsequent evaluation operations. In this way, not only can the security and credibility of the data processing process be ensured, but also the systematic analysis of multi-dimensional complex indicators can be realized through fuzzy mathematics, effectively improving the objectivity of the evaluation result and the value of decision-making support.

[0071] See Figure 3 As shown, the embodiment of the present invention discloses a digital transformation evaluation device, including:

[0072] An index determination module 11, configured to construct a hierarchical structure model based on the analytic hierarchy process in the trusted execution environment, determine the target evaluation dimension, and determine the corresponding target index according to the target evaluation dimension;

[0073] A score value acquisition module 12, configured to construct a target evaluation dimension judgment matrix corresponding to the target evaluation dimension and a target index judgment matrix corresponding to the target index, and input the target evaluation dimension judgment matrix and the target index judgment matrix into the hierarchical structure model to obtain a comprehensive score value of the enterprise digital integrity; wherein, the target evaluation dimension judgment matrix includes the importance quantification values between the target evaluation dimensions, and the target index judgment matrix includes the importance quantification values between the target indexes;

[0074] An evaluation result acquisition module 13, configured to input the encrypted enterprise digital assets input obtained based on the trusted execution environment into a data envelopment analysis model to obtain a corresponding enterprise digital transformation efficiency value, and perform a preset evaluation operation based on the comprehensive score value of the enterprise digital integrity and the enterprise digital transformation efficiency value to obtain a corresponding encrypted evaluation result;

[0075] An evaluation completion module 14, configured to decrypt the encrypted evaluation result to obtain a corresponding target evaluation result, analyze the target evaluation result, and generate a corresponding enterprise optimization suggestion based on the obtained analysis result to complete the digital transformation evaluation of the enterprise.

[0076] As can be seen from the above, in the embodiment of the present application, first, a hierarchical structure model is constructed by the analytic hierarchy process in the trusted execution environment, the target evaluation dimension and the corresponding target index are determined, the target evaluation dimension judgment matrix and the target index judgment matrix are constructed and input into the hierarchical structure model to obtain the comprehensive score value of the enterprise digital integrity, wherein the judgment matrix includes the importance quantification values between the corresponding dimensions and indexes; then, the encrypted enterprise digital assets input are input into the data envelopment analysis model in the trusted execution environment to obtain the enterprise digital transformation efficiency value, and then a preset evaluation operation is performed based on the comprehensive score value and the transformation efficiency value to obtain the encrypted evaluation result, and then it is decrypted to obtain the target evaluation result, and after analyzing the target evaluation result, an enterprise optimization suggestion is generated based on the analysis result, so as to complete the digital transformation evaluation of the enterprise. In this way, the embodiment of the present application improves the accuracy and efficiency of the enterprise digital integrity evaluation, provides a reliable decision-making basis for the enterprise digital transformation, and at the same time, uses the trusted execution environment to ensure the security of the evaluation process and the privacy of the data, prevents data leakage and unauthorized access, can identify the weak links in the enterprise digital transformation for the enterprise, provides targeted optimization suggestions, and helps the enterprise to successfully achieve digital transformation.

[0077] In some specific implementation manners, the target evaluation dimension includes any one or more of a preset digital asset integrity dimension, a preset business process digitization degree dimension, a preset organizational structure adaptability dimension, and a preset technology application depth dimension.

[0078] In some specific embodiments, the score value acquisition module 12 may specifically include:

[0079] A judgment matrix input unit, configured to input the target evaluation dimension judgment matrix and the target index judgment matrix into the hierarchical model;

[0080] A score value acquisition unit, configured to use the hierarchical model to obtain the target weights corresponding to the target evaluation dimension and the target index, and the comprehensive score value of the enterprise digital integrity based on the judgment matrix elements and the judgment matrix order in the target evaluation dimension judgment matrix and the target index judgment matrix.

[0081] In some specific embodiments, the digital transformation evaluation device may further include:

[0082] A target weight vector acquisition module, configured to perform a preset vectorization process on the target weights based on the trusted execution environment to obtain a target weight vector;

[0083] A preset evaluation operation execution module, configured to input the target weight vector and the obtained evaluation matrix into the fuzzy comprehensive evaluation model to obtain a fuzzy comprehensive evaluation result, so as to perform a preset evaluation operation based on the fuzzy comprehensive evaluation result; wherein, the evaluation matrix includes the evaluation standard values of each enterprise.

[0084] In some specific embodiments, the evaluation result acquisition module 13 may specifically include:

[0085] A unit benefit value acquisition unit, configured to input the encrypted enterprise digital assets investment of each decision-making unit obtained based on the trusted execution environment into the data envelopment analysis model to obtain the benefit value corresponding to each decision-making unit;

[0086] A digital transformation efficiency value acquisition unit, configured to superimpose the benefit values corresponding to each decision-making unit to obtain the corresponding enterprise digital transformation efficiency value.

[0087] In some specific embodiments, the digital transformation evaluation device may further include:

[0088] A preset evaluation operation execution module, configured to encrypt the obtained enterprise digital assets investment by using the homomorphic encryption technology to obtain the encrypted enterprise digital assets investment, so as to perform a preset evaluation operation on the encrypted enterprise digital assets investment based on the trusted execution environment.

[0089] In some specific embodiments, the evaluation completion module 14 may specifically include:

[0090] A dimension recognition unit for analyzing the target evaluation result to identify a first dimension that meets a preset advantageous dimension and a second dimension that meets a preset weak dimension from the target evaluation dimensions;

[0091] A suggestion generation unit for generating corresponding enterprise optimization suggestions based on the first dimension and the second dimension.

[0092] Furthermore, an embodiment of the present application also discloses an electronic device, Figure 4 It is a structural diagram of an electronic device 20 shown according to an exemplary embodiment, and the content in the figure cannot be considered as any limitation on the scope of use of the present application.

[0093] Figure 4 This is a schematic structural diagram of an electronic device 20 provided by an embodiment of the present application. The electronic device 20 may specifically include: at least one processor 21, at least one memory 22, a power supply 23, a communication interface 24, an input / output interface 25, and a communication bus 26. Among them, the memory 22 is used to store a computer program, and the computer program is loaded and executed by the processor 21 to implement the relevant steps in the digital transformation evaluation method disclosed in any of the foregoing embodiments. In addition, the electronic device 20 in this embodiment may specifically be an electronic computer.

[0094] In this embodiment, the power supply 23 is used to provide operating voltages for each hardware device on the electronic device 20; the communication interface 24 can create a data transmission channel between the electronic device 20 and external devices, and the communication protocol it follows is any communication protocol applicable to the technical solution of the present application, and no specific limitation is imposed on it here; the input / output interface 25 is used to obtain external input data or output data to the outside, and its specific interface type can be selected according to specific application needs, and no specific limitation is made here.

[0095] In addition, as a carrier for resource storage, the memory 22 may be a read-only memory, a random access memory, a magnetic disk, or an optical disc, etc., and the resources stored thereon may include an operating system 221, a computer program 222, etc., and the storage method may be temporary storage or permanent storage.

[0096] Among them, the operating system 221 is used to manage and control each hardware device and the computer program 222 on the electronic device 20, and it may be Windows Server, Netware, Unix, Linux, etc. In addition to the computer program that can be used to complete the digital transformation evaluation method executed by the electronic device 20 disclosed in any of the foregoing embodiments, the computer program 222 may further include computer programs that can be used to complete other specific tasks.

[0097] Furthermore, the present application also discloses a computer-readable storage medium for storing a computer program; wherein, when the computer program is executed by a processor, it implements the aforementioned digital transformation evaluation method. For the specific steps of this method, reference may be made to the corresponding content disclosed in the foregoing embodiments, and details will not be elaborated herein.

[0098] The various embodiments in this specification are described in a progressive manner. Each embodiment focuses on the differences from other embodiments. For the same or similar parts among the various embodiments, reference can be made to each other. For the device disclosed in the embodiment, since it corresponds to the method disclosed in the embodiment, the description is relatively simple, and reference can be made to the description in the method part for related parts.

[0099] Those skilled in the art can further realize that the units and algorithm steps of each example described in combination with the embodiments disclosed herein can be implemented by electronic hardware, computer software, or a combination of both. To clearly illustrate the interchangeability of hardware and software, the composition and steps of each example have been generally described according to functions in the above description. Whether these functions are executed in a hardware or software manner depends on the specific application and design constraints of the technical solution. Those skilled in the art can use different methods to implement the described functions for each specific application, but such implementation should not be considered to exceed the scope of the present application.

[0100] The steps of the method or algorithm described in combination with the embodiments disclosed herein can be directly implemented by hardware, a software module executed by a processor, or a combination of both. The software module can be placed in a random access memory (RAM), internal memory, read-only memory (ROM), electrically programmable ROM, electrically erasable programmable ROM, register, hard disk, removable disk, CD-ROM, or any other form of storage medium well-known in the technical field.

[0101] Finally, it should also be noted that in this article, relational terms such as first and second are only used to distinguish one entity or operation from another entity or operation, and do not necessarily require or imply any actual relationship or order between these entities or operations. Moreover, the term "comprising", "including" or any other variation thereof is intended to cover non-exclusive inclusion, so that a process, method, article or device comprising a series of elements includes not only those elements but also other elements not expressly listed, or elements inherent to such process, method, article or device. Without further limitation, an element defined by the statement "comprising a..." does not exclude the existence of additional identical elements in the process, method, article or device comprising the element.

[0102] The above has introduced the technical solution provided by the present application in detail. Specific examples are used herein to elaborate on the principle and implementation manner of the present application. The description of the above embodiments is only used to help understand the method and its core idea of the present application; at the same time, for those of ordinary skill in the art, according to the idea of the present application, there will be changes in the specific implementation manner and application scope. In summary, the content of this specification should not be construed as a limitation to the present application.

Claims

1. A digital transformation assessment method, characterized in that: include: Based on the trusted execution environment, a hierarchical structure model is constructed using the hierarchical analysis method, and a target evaluation dimension is determined, and a corresponding target indicator is determined according to the target evaluation dimension; Constructing a target evaluation dimension judgment matrix corresponding to the target evaluation dimension and a target indicator judgment matrix corresponding to the target indicator, and inputting the target evaluation dimension judgment matrix and the target indicator judgment matrix into the hierarchical structure model to obtain a comprehensive score value of the digital completeness of the enterprise; wherein the target evaluation dimension judgment matrix includes the quantified values ​​of importance between each target evaluation dimension, and the target indicator judgment matrix includes the quantified values ​​of importance between each target indicator; Based on the trusted execution environment, the encrypted enterprise digital assets are input into the data envelopment analysis model to obtain the corresponding enterprise digital transformation efficiency value, and a preset evaluation operation is performed based on the comprehensive score value of the enterprise digital integrity and the enterprise digital transformation efficiency value to obtain the corresponding encrypted evaluation result; The encrypted evaluation results are decrypted to obtain corresponding target evaluation results, the target evaluation results are analyzed, and corresponding enterprise optimization suggestions are generated based on the obtained analysis results to complete the enterprise's digital transformation evaluation.

2. The digital transformation assessment method according to claim 1, characterized in that: The target evaluation dimensions include any one or more of a preset digital asset integrity dimension, a preset business process digitization degree dimension, a preset organizational structure adaptability dimension, and a preset technology application depth dimension.

3. The digital transformation assessment method according to claim 1, characterized in that: The step of inputting the target evaluation dimension judgment matrix and the target indicator judgment matrix into the hierarchical structure model to obtain a comprehensive score value of the enterprise digital completeness includes: Inputting the target evaluation dimension judgment matrix and the target indicator judgment matrix into the hierarchical structure model; The hierarchical model is used to obtain the target weights corresponding to the target evaluation dimensions and the target indicators, as well as the comprehensive score value of the enterprise's digital completeness based on the judgment matrix elements and judgment matrix orders in the target evaluation dimension judgment matrix and the target indicator judgment matrix.

4. The digital transformation assessment method according to claim 3, characterized in that: Before the preset evaluation operation is performed based on the comprehensive score value of the enterprise digital completeness and the enterprise digital transformation efficiency value, it also includes: Performing preset vectorization processing on the target weight based on the trusted execution environment to obtain a target weight vector; The target weight vector and the obtained evaluation matrix are input into a fuzzy comprehensive evaluation model to obtain a fuzzy comprehensive evaluation result, so as to perform a preset evaluation operation based on the fuzzy comprehensive evaluation result; wherein the evaluation matrix includes the evaluation standard values ​​of each enterprise.

5. The digital transformation assessment method according to any one of claims 1 to 4, characterized in that: The step of inputting the encrypted enterprise digital assets obtained based on the trusted execution environment into the data envelopment analysis model to obtain the corresponding enterprise digital transformation efficiency value includes: Based on the trusted execution environment, the encrypted enterprise digital asset investment of each decision-making unit is input into the data envelopment analysis model to obtain the benefit value corresponding to each decision-making unit; The benefit values ​​corresponding to the decision-making units are superimposed to obtain the corresponding enterprise digital transformation efficiency value.

6. The digital transformation assessment method according to claim 1, characterized in that: Before inputting the encrypted enterprise digital assets acquired based on the trusted execution environment into the data envelopment analysis model, the method further includes: The acquired enterprise digital asset investment is encrypted using homomorphic encryption technology to obtain the encrypted enterprise digital asset investment, so as to perform a preset evaluation operation on the encrypted enterprise digital asset investment based on a trusted execution environment.

7. The digital transformation assessment method according to claim 1, characterized in that: The analyzing the target evaluation results and generating corresponding enterprise optimization suggestions based on the obtained analysis results include: Analyzing the target evaluation results to identify, from the target evaluation dimensions, a first dimension that satisfies a preset advantage dimension and a second dimension that satisfies a preset weakness dimension; Generate corresponding enterprise optimization suggestions based on the first dimension and the second dimension.

8. A digital transformation assessment device, characterized in that: include: An indicator determination module is used to construct a hierarchical structure model based on a trusted execution environment using a hierarchical analysis method, and determine a target evaluation dimension, and determine a corresponding target indicator according to the target evaluation dimension; A score value acquisition module is used to construct a target evaluation dimension judgment matrix corresponding to the target evaluation dimension and a target indicator judgment matrix corresponding to the target indicator, and input the target evaluation dimension judgment matrix and the target indicator judgment matrix into the hierarchical structure model to obtain a comprehensive score value of the digital integrity of the enterprise; wherein the target evaluation dimension judgment matrix includes the quantified values ​​of importance between each target evaluation dimension, and the target indicator judgment matrix includes the quantified values ​​of importance between each target indicator; An evaluation result acquisition module is used to input the encrypted enterprise digital assets acquired into a data envelopment analysis model based on the trusted execution environment to obtain a corresponding enterprise digital transformation efficiency value, and perform a preset evaluation operation based on the comprehensive score value of the enterprise digital integrity and the enterprise digital transformation efficiency value to obtain a corresponding encrypted evaluation result; The evaluation completion module is used to decrypt the encrypted evaluation results to obtain corresponding target evaluation results, analyze the target evaluation results, and generate corresponding enterprise optimization suggestions based on the obtained analysis results to complete the enterprise's digital transformation evaluation.

9. An electronic device, characterized in that: include: Memory, used to store computer programs; A processor, configured to execute the computer program to implement the digital transformation assessment method as described in any one of claims 1 to 7.

10. A computer-readable storage medium, characterized in that: Used to store a computer program; wherein, when the computer program is executed by a processor, the digital transformation assessment method as described in any one of claims 1 to 7 is implemented.

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