WO2023098571A1 - Method and apparatus for evaluating mature state of enterprise digital middle platform - Google Patents

Method and apparatus for evaluating mature state of enterprise digital middle platform Download PDF

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WO2023098571A1
WO2023098571A1 PCT/CN2022/134191 CN2022134191W WO2023098571A1 WO 2023098571 A1 WO2023098571 A1 WO 2023098571A1 CN 2022134191 W CN2022134191 W CN 2022134191W WO 2023098571 A1 WO2023098571 A1 WO 2023098571A1
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enterprise digital
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maturity
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夏苏哲
傅文林
邓自立
姜思哲
朱雷
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阿里云计算有限公司
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  • the evaluation index can be divided according to the characteristics of the index, divided into the first type of evaluation index and the second type of evaluation index, and the score of the first type of evaluation index can be obtained by calculation and the scores of the second category of evaluation indicators, the scores of the evaluation dimensions are determined according to the scores of the first category of assessment indicators, the scores of the second category of assessment indicators, and the corresponding indicator base weights (or indicator target weights), Thereby ensuring the consistency of the results orientation of the maturity status assessment.
  • Step S103 Determine the score of the evaluation dimension corresponding to the evaluation index according to the score of the evaluation index and the obtained index basic weight of the evaluation index;
  • the index basic weight in the step S103-14 can be as follows:
  • Step S103-23 Replace the index base weight with the index target weight.
  • the specific implementation process of the step S103-21 may include:
  • the index base weight of the evaluation index in step S103 is the description of the index base weight of the evaluation index in step S103 and the adjustment weight of the index base weight when necessary.
  • the score of the evaluation dimension can be determined in combination with the score of the evaluation index as required.
  • step S10a-11 and the step S10a-2 reference may be made to the relevant content of the above-mentioned step S103-211, which will not be repeated here.
  • the relevant maturity information such as the grade stage corresponding to the maturity state of the enterprise digital center, the score range corresponding to the grade stage, and the grade to the display device, or output the enterprise digital center At least one information on the level of maturity corresponding to the maturity status of the user, the score range corresponding to the level, and the level.
  • the display situation of the display device can be as shown in Figure 3, and the relevant information displayed on the display device on the maturity of the digital platform in the enterprise can include: the maturity level of the display maturity, the maturity level of the platform in S, and the relative maturity level At least one or more of the level stage, level description information of the level level, historical maturity information, maturity trend chart, optimization suggestion information provided for the maturity level, and the like. Other information related to maturity may also be displayed in the display device, which will not be listed here.
  • the first determining unit 402 is configured to determine the score of the evaluation index according to the obtained value of the evaluation index and the set target value of the evaluation index;
  • the feedback weight determining unit determines the index feedback weight according to the target feedback data, which may include:
  • a weight determining subunit configured to determine the index feedback weight of the evaluation index based on the target feedback data according to the feedback judgment matrix.
  • it may further include: a dimension basic weight determining unit, configured to determine the dimension basic weight according to the importance level of the assessment dimension for the maturity state assessment.

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Abstract

Disclosed in the present application are a method and apparatus for evaluating the mature state of an enterprise digital middle platform. The method comprises: constructing an evaluation data index system according to structured data in an enterprise digital middle platform; determining the score of an evaluation index according to an acquired numerical value of the evaluation index and a set target value of the evaluation index; according to the score of the evaluation index and an acquired index basic weight of the evaluation index, determining the score of an evaluation dimension corresponding to the evaluation index; determining a maturity score of the enterprise digital middle platform according to the score of the evaluation dimension and a determined dimension basic weight of the evaluation dimension; and according to a standard score interval, in which the maturity score is located, of a mature state grade of the constructed enterprise digital middle platform, determining a grade stage corresponding to the mature state of the enterprise digital middle platform. Therefore, the stage of the mature state of the enterprise digital middle platform can be determined, and thus a reference is provided for directions such as subsequent maintenance and operation of the enterprise digital middle platform.

Description

一种企业数字中台的成熟状态评估方法和装置A method and device for assessing the maturity status of an enterprise digital center
本申请要求于2021年11月30日提交中国专利局、申请号为202111445790.0、发明名称为“一种企业数字中台的成熟状态评估方法和装置”的中国专利申请的优先权,其全部内容通过引用结合在本申请中。This application claims the priority of the Chinese patent application submitted to the China Patent Office on November 30, 2021, with the application number 202111445790.0, and the title of the invention is "A Method and Device for Evaluating the Maturity Status of Enterprise Digital Center", the entire content of which is passed References are incorporated in this application.
技术领域technical field
本申请涉及计算机应用技术领域,具体涉及一种企业数字中台的成熟状态评估方法和装置。本申请同时涉及一种计算机存储介质和电子设备。This application relates to the field of computer application technology, in particular to a method and device for assessing the maturity status of an enterprise digital center. The present application relates to a computer storage medium and an electronic device at the same time.
背景技术Background technique
随着科学技术的不断发现,信息化、智能化等计算机基础被广泛的应用到各个行业领域,以及日常生活中。而在产业和技术的驱动下,数字化转型已经成为企业的共识。数字化转型(Digital transformation)是建立在数字化转换(Digitization)、数字化升级(Digitalization)基础上,能够触及企业核心业务,建立以商业运营模式为目标的转型。With the continuous discovery of science and technology, computer foundations such as informatization and intelligence have been widely applied to various industries and daily life. Driven by industry and technology, digital transformation has become the consensus of enterprises. Digital transformation (Digital transformation) is based on digital transformation (Digitization) and digital upgrade (Digitalization), which can touch the core business of the enterprise and establish a transformation with the goal of business operation model.
随着企业共享能力以数字化服务的方式不断推进和深化,为将企业的核心能力随着业务不断发展以数字化形式沉淀到平台,形成以服务为中心,由业务中台和数据中台构建起数据闭环运转的运营体系的数字中台成为企业进行数字化转型的有效系统形态和组织方法;以供企业更高效的进行业务探索和创新,实现以数字化资产的形态构建企业核心差异化竞争力。With the continuous advancement and deepening of enterprise sharing capabilities in the form of digital services, in order to deposit the core capabilities of enterprises on the platform in a digital form with the continuous development of business, form a service-centered data platform built by the business center and data center The digital middle platform of the closed-loop operation system has become an effective system form and organizational method for enterprises to carry out digital transformation; it allows enterprises to conduct business exploration and innovation more efficiently, and realize the construction of enterprise core differentiation competitiveness in the form of digital assets.
发明内容Contents of the invention
本申请提供一种企业数字中台的成熟状态评估方法,以解决现有技术中无法了解企业数字中台的构建情况,进而无法根据构建情况对企业数字中台进行优化等问题。This application provides a method for assessing the mature state of an enterprise digital middle platform, so as to solve the problems in the prior art that it is impossible to understand the construction of the enterprise digital middle platform, and then it is impossible to optimize the enterprise digital middle platform according to the construction situation.
本申请提供一种企业数字中台的成熟状态评估方法,包括:根据企业数字中台中的结构化数据构建评估数据指标体系;其中,所述评估数据指标体系包括:评估维度以及与所述评估维度对应的评估指标;根据获取的所述评估指标的数值和设置的所述评估指标的目标值,确定所述评估指标的分值;根据所述评估指标的分值和获取的所述评估指标的指标基础权重,确定与所述评估指标对应的所述评估维度的分值;根据所述评估维度的分值和确定的所述评估维度的维度基础权重,确定所述企业数字中台的成熟度分值;根据所述成熟度分值位于构建的企业数字中台成熟状态等级的标准分值区间,确定所述企业数字中台的成熟状态对应的等级阶段;其中,所述成熟状态表征所述企业数字中台运行的完备状态。This application provides a method for assessing the maturity status of an enterprise digital center, including: constructing an evaluation data index system based on structured data in an enterprise digital center; wherein, the evaluation data index system includes: an evaluation dimension and a relationship with the evaluation dimension Corresponding evaluation index; according to the obtained value of the evaluation index and the set target value of the evaluation index, determine the score of the evaluation index; according to the score of the evaluation index and the acquired value of the evaluation index Index basic weight, determining the score of the evaluation dimension corresponding to the evaluation index; determining the maturity of the enterprise digital middle platform according to the score of the evaluation dimension and the determined dimension basic weight of the evaluation dimension Score; according to the maturity score located in the standard score interval of the established enterprise digital platform maturity level, determine the level stage corresponding to the maturity state of the enterprise digital platform; wherein, the maturity state represents the The complete state of the operation of the enterprise digital center.
本申请还提供一种企业数字中台的成熟度状态的评估交互方法,包括:接收对企业数字中台的成熟度评估的评估请求;响应于所述评估请求,根据所述企业数字中台的成熟度分值位于构建的企业数字中台成熟状态等级的标准分值区间,确定的企业数字中台成熟度状态对应的等级阶段,其中,所述成熟状态表征所述企业数字中台运行的完备状态;输出所述等级阶段以及与所述等级阶段对应的参考信息,其中,所述参考信息为用于描述所述等级阶段的下一阶段的信息和/或所述等级阶段对应待调整指标信息。The present application also provides an interactive method for assessing the maturity state of the enterprise digital middle platform, including: receiving an evaluation request for the maturity assessment of the enterprise digital middle platform; in response to the evaluation request, according to the enterprise digital middle platform The maturity score is located in the standard score range of the mature state level of the established enterprise digital center, and the determined stage corresponds to the maturity state of the enterprise digital center, wherein the mature state represents the completeness of the operation of the enterprise digital center Status; output the grade stage and reference information corresponding to the grade stage, wherein the reference information is information used to describe the next stage of the grade stage and/or the grade stage corresponds to index information to be adjusted .
本申请还提供一种电子设备,包括:处理器;存储器,用于存储对网络平台产生数据进行处理的程序,所述程序在被所述处理器读取执行时,执行如上述企业数字中台的成熟 状态评估方法的步骤;或者,执行如上述企业数字中台的成熟度状态的交互方法的步骤。The present application also provides an electronic device, including: a processor; a memory for storing a program for processing data generated by a network platform, and when the program is read and executed by the processor, it executes the above-mentioned enterprise digital middle platform The steps of the method for assessing the maturity state of the enterprise; or, the steps of the above-mentioned interactive method for the maturity state of the enterprise digital middle platform.
与现有技术相比,本申请具有以下优点:Compared with the prior art, the present application has the following advantages:
本申请提供的一种企业数字中台的成熟状态评估方法,通过基于企业数字中台中的结构化数据构建评估数据指标体系,根据所述评估数据指标体系中的评估指标的数值和所述评估指标的目标值,确定评估指标的分值;根据所述评估指标的分值和所述评估指标的指标基础权重,确定与所述评估指标对应的所述评估维度的分值;根据所述评估维度的分值和所述评估维度的维度基础权重,确定所述企业数字中台的成熟度分值;根据成熟度分值结合构建的企业数字中台成熟状态等级的标准分值区间,确定所述企业数字中台的成熟状态对应的等级阶段,从而能够确定所述企业数字中台所处成熟状态的阶段,进而为后续企业数字中台的维护和运行等方向提供参考。The application provides a method for assessing the maturity status of an enterprise digital middle platform, by constructing an evaluation data index system based on the structured data in the enterprise digital middle stage, according to the value of the evaluation index in the evaluation data index system and the evaluation index Determine the score of the evaluation index; determine the score of the evaluation dimension corresponding to the evaluation index according to the score of the evaluation index and the index basic weight of the evaluation index; according to the evaluation dimension According to the score value of the evaluation dimension and the dimension basic weight of the evaluation dimension, the maturity score of the enterprise digital center is determined; according to the maturity score combined with the standard score interval of the maturity level of the enterprise digital center, the maturity level of the enterprise digital center is determined. The level stage corresponding to the maturity state of the enterprise digital middle platform can determine the stage of the mature state of the enterprise digital middle platform, and then provide reference for the subsequent maintenance and operation of the enterprise digital middle platform.
为进一步保证对企业数字中台成熟状态的评估准确性,避免主观因素导致的成熟状态评估出现偏差,还可以结合用户的反馈数据对所述指标基础权重进行调整,和/或,对所述维度基础权重进行调整,从而提高评估的准确性。In order to further ensure the accuracy of the evaluation of the mature state of the enterprise digital center and avoid deviations in the evaluation of the mature state caused by subjective factors, the basic weight of the index can also be adjusted in combination with the user's feedback data, and/or, the dimension The base weights are adjusted to improve the accuracy of the evaluation.
为有助于增强成熟状态评估结果导向的一致性,即:确保评估指标的分值映射到[0,100]范围内的每个评估指标值都具有相同的结果导向(分值越低则越差,分值越高则越优),可以将所述评估指标根据所述指标特点进行划分,划分为第一类评估指标和第二类评估指标,通过计算获得第一类评估指标的分值和第二类评估指标的分值,根据第一类评估指标的分值和第二类评估指标的分值,以及相对应的指标基础权重(或者是指标目标权重)确定评估维度的分值,从而保证成熟状态评估结果导向的一致性。In order to help enhance the consistency of the result orientation of the mature state evaluation, namely: ensure that the score of the evaluation index is mapped to each evaluation index value in the range [0, 100] has the same result orientation (the lower the score, the higher the The higher the score, the better), the evaluation index can be divided according to the characteristics of the index, divided into the first type of evaluation index and the second type of evaluation index, and the score of the first type of evaluation index can be obtained by calculation and the scores of the second category of evaluation indicators, the scores of the evaluation dimensions are determined according to the scores of the first category of assessment indicators, the scores of the second category of assessment indicators, and the corresponding indicator base weights (or indicator target weights), Thereby ensuring the consistency of the results orientation of the maturity status assessment.
附图说明Description of drawings
图1是本申请提供的一种企业数字中台的成熟状态评估方法实施例流程图;FIG. 1 is a flow chart of an embodiment of a method for assessing the maturity status of an enterprise digital center platform provided by the present application;
图2是本申请提供的一种企业数字中台的成熟状态评估方法实施例中,企业数字中台的架构示意图;Fig. 2 is a schematic diagram of the architecture of the enterprise digital middle platform in an embodiment of the method for assessing the maturity status of the enterprise digital middle platform provided by the present application;
图3是本申请提供的一种企业数字中台的成熟状态评估方法实施例中成熟状态等级阶段的显示示意图;Fig. 3 is a schematic diagram showing the stage of maturity status in an embodiment of a method for evaluating the maturity status of an enterprise digital middle platform provided by the present application;
图4是本申请提供的一种企业数字中台的成熟状态评估装置实施例的结构示意图;FIG. 4 is a schematic structural diagram of an embodiment of a mature state assessment device for an enterprise digital center platform provided by the present application;
图5是本申请提供的一种企业数字中台的成熟度状态的评估交互方法实施例的流程图;以及Fig. 5 is a flow chart of an embodiment of an interactive method for assessing the maturity state of an enterprise digital middle platform provided by the present application; and
图6是本申请提供的一种电子设备实施例的结构示意图。Fig. 6 is a schematic structural diagram of an embodiment of an electronic device provided by the present application.
具体实施方式Detailed ways
在下面的描述中阐述了很多具体细节以便于充分理解本申请。但是本申请能够以很多不同于在此描述的其它方式来实施,本领域技术人员可以在不违背本申请内涵的情况下做类似推广,因此本申请不受下面公开的具体实施的限制。In the following description, numerous specific details are set forth in order to provide a thorough understanding of the application. However, the present application can be implemented in many other ways different from those described here, and those skilled in the art can make similar promotions without violating the connotation of the present application. Therefore, the present application is not limited by the specific implementation disclosed below.
本申请中使用的术语是仅仅出于对特定实施例描述的目的,而非旨在限制本申请。在本申请中和所附权利要求书中所使用的描述方式例如:“一种”、“第一”、和“第二”等,并非对数量上的限定或先后顺序上的限定,而是用来将同一类型的信息彼此区分。The terminology used in the present application is for the purpose of describing particular embodiments only, and is not intended to limit the present application. The descriptions used in this application and in the appended claims, such as: "a", "first", and "second", etc., are not limited to the number or sequence, but Used to distinguish information of the same type from one another.
结合上述背景技术可知,企业数字中台是面向业务的能力组合和复用,提供集成化的 解决方案,目的在于提高研发效率,降低创新成本。所述企业数字中台可以包括用户、组合、平台、数据、标准、规范,是用户和系统的整体体系。即:企业数字中台是将企业的共性需求进行抽象,并打造成平台化、组件化的系统能力,以接口、组件等形式共享给各业务单元使用的企业级能力复用平台。Combining the above background technologies, it can be seen that the enterprise digital middle platform is a business-oriented capability combination and reuse, providing an integrated solution, with the purpose of improving R&D efficiency and reducing innovation costs. The enterprise digital middle platform may include users, combinations, platforms, data, standards, and norms, and is an overall system of users and systems. That is: the enterprise digital middle platform is an enterprise-level capability reuse platform that abstracts the common needs of enterprises and builds them into platform-based and component-based system capabilities, which are shared by various business units in the form of interfaces and components.
企业数字中台在建设过程中涉及的实践阶段,以及在建设后的实践阶段需要了解企业数字中台自身建设情况以及需要改进和优化的方向,因此,需要获知企业数字中台的成熟状态,为确定对企业数字中台的改进或优化方案提供参考。鉴于此,本申请提供一种企业数字中台的成熟状态评估方法,如图1所示,图1是本申请提供的一种企业数字中台的成熟状态评估方法实施例的流程图,该成熟状态评估方法实施例包括:The practical stage involved in the construction process of the enterprise digital middle platform, and the practical stage after the construction need to understand the construction of the enterprise digital middle platform itself and the direction of improvement and optimization. Therefore, it is necessary to know the mature state of the enterprise digital middle platform, in order to Determine the improvement or optimization plan for the enterprise digital center to provide reference. In view of this, this application provides a method for evaluating the maturity status of an enterprise digital center, as shown in Figure 1, which is a flow chart of an embodiment of a method for evaluating the maturity status of an enterprise digital center provided by this application. Examples of state assessment methods include:
步骤S101:根据企业数字中台中的结构化数据构建评估数据指标体系;其中,所述评估数据指标体系包括:评估维度以及与所述评估维度对应的评估指标。Step S101: Construct an evaluation data index system according to the structured data in the enterprise digital center; wherein, the evaluation data index system includes: evaluation dimensions and evaluation indicators corresponding to the evaluation dimensions.
所述步骤S101中所述企业数字中台可以如背景技术部分的描述,在本实施例中,所述企业数字中台的功能架构(如图2所示)可以包括:业务运营平台、业务构建平台、业务运行平台等。每个平台还可以包括具体的子平台,例如:业务运营平台可以包括业务能力运营子平台(对内)和业务能力开放子平台(对外);业务构建平台可以包括业务建模子平台、业务应用子平台、集成平台子平台和演练压测子平台等;业务运行平台可以包括一站式业务运行子平台和一站式业务运维子平台等。所述企业数字中台还可以与云服务进行适配连接。此处,仅为对所述企业数字中台架构进行的概述,根据企业的业务需求以及企业数字化转型的需求,所述企业数字中台的架构还可以包括其他平台。The enterprise digital middle station in the step S101 may be as described in the background technology section. In this embodiment, the functional architecture of the enterprise digital middle station (as shown in FIG. 2 ) may include: a business operation platform, a business construction platform, business operation platform, etc. Each platform can also include specific sub-platforms, for example: the business operation platform can include the business capability operation sub-platform (internal) and the business capability opening sub-platform (external); the business construction platform can include the business modeling sub-platform, business application sub-platforms, integration platform sub-platforms, and exercise stress testing sub-platforms, etc.; business operation platforms may include one-stop business operation sub-platforms and one-stop business operation and maintenance sub-platforms, etc. The enterprise digital center can also be adapted and connected to cloud services. Here, it is only an overview of the enterprise digital middle platform architecture. According to the business needs of the enterprise and the requirements of the digital transformation of the enterprise, the enterprise digital middle platform architecture may also include other platforms.
所述步骤S101的目的在于构建评估数据指标体系。在本实施例中,所述企业数字中台中的结构化数据可以理解为企业数字中台的日志数据,具体可以是企业数字中台内包括的业务运营平台、业务建模平台、业务运行平台等平台中产生的业务日志数据。The purpose of the step S101 is to construct an evaluation data index system. In this embodiment, the structured data in the enterprise digital center can be understood as the log data of the enterprise digital center, specifically, it can be the business operation platform, business modeling platform, business operation platform, etc. included in the enterprise digital center Business log data generated in the platform.
所述步骤S101的具体实现过程可以是:The specific implementation process of the step S101 may be:
步骤S101-1:根据所述企业数字中台产生的日志数据,确定衡量所述企业数字中台成熟度的评估维度和所述评估维度对应的评估指标;Step S101-1: According to the log data generated by the enterprise digital center, determine the evaluation dimension for measuring the maturity of the enterprise digital center and the evaluation index corresponding to the evaluation dimension;
步骤S101-2:根据所述评估维度和所述评估指标,构建所述评估数据指标体系。Step S101-2: Construct the evaluation data index system according to the evaluation dimension and the evaluation index.
在本实施例中,所述评估维度可以包括至少如下一种:In this embodiment, the evaluation dimension may include at least one of the following:
功能完备情况维度、智能化水平维度以及用户体验维度。Functional completeness dimension, intelligence level dimension and user experience dimension.
所述功能完备情况维度对应的评估指标可以包括至少如下一种,但不限于下述评估指标:需求完成数量、商业能力平均调用成功率、安全漏洞数量、商业能力平均响应速度、服务用户数量、最大调用量、平均调用量、最高并发用户数、吞吐量、平均响应时间等评估指标。其中,所述需求完成数量可以理解为企业数字中台建设需求清单中已完成的数量;所述商业能力平均调用成功率可以理解为企业数字中台项目中商业能力调用成功率的均值;所述安全漏洞数量可以理解为企业数字中台检测到的安全漏洞数量;所述商业能力平均响应速度可以理解为企业数字中台项目中商业能力响应速度的均值;所述服务用户数量可以理解为企业数字中台服务用户的数量;所述最大调用量可以理解为统计周期内调用量的最大值;所述平均调用量可以理解为统计周期内调用量的均值;所述最高并发用户数可以理解为并发访问的用户数量最大值;所述吞吐量可以理解为企业数字中台的吞吐量;所述平均响应时间可以理解为企业数字中台对业务的平均响应时间。The evaluation indicators corresponding to the functional completeness dimension may include at least one of the following evaluation indicators, but are not limited to the following evaluation indicators: the number of requirements completed, the average call success rate of business capabilities, the number of security vulnerabilities, the average response speed of business capabilities, the number of service users, Evaluation indicators such as maximum call volume, average call volume, maximum number of concurrent users, throughput, and average response time. Wherein, the number of completed requirements can be understood as the completed quantity in the enterprise digital middle platform construction demand list; the average business capability call success rate can be understood as the average value of the business capability call success rate in the enterprise digital middle station project; The number of security vulnerabilities can be understood as the number of security vulnerabilities detected by the enterprise digital platform; the average response speed of business capabilities can be understood as the average response speed of commercial capabilities in the enterprise digital platform project; the number of service users can be understood as the number of enterprise digital The number of service users in the middle station; the maximum number of calls can be understood as the maximum value of calls within the statistical period; the average call can be understood as the average value of calls within the statistical period; the highest number of concurrent users can be understood as concurrent The maximum number of users accessed; the throughput can be understood as the throughput of the enterprise digital center; the average response time can be understood as the average response time of the enterprise digital center to the business.
所述智能化水平维度对应的评估指标可以包括至少如下一种,但不限于下述评估指标:算法接口数量、算法接口平均复用率、算法接口平均调用量、可用数据集数量、自动化流程占比、低代码应用数量等指标;其中,所述算法接口数量可以理解为企业数字中台项目中算法接口的统计数量;所述算法接口平均复用率可以理解为算法接口复用率的均值;所述算法接口平均调用量可以理解为算法接口调用量的均值;所述可用数据集数量可以理解为可训练的数据集数量;所述自动化流程占比可以理解为自动化流程占所有流程的比例;所述低代码应用数量可以理解为企业数字中台中低代码应用的数量。The evaluation indicators corresponding to the intelligent level dimension may include at least one of the following, but not limited to the following evaluation indicators: the number of algorithm interfaces, the average reuse rate of algorithm interfaces, the average call volume of algorithm interfaces, the number of available data sets, and the proportion of automated processes. Ratio, low-code application quantity and other indicators; wherein, the number of algorithm interfaces can be understood as the statistical quantity of algorithm interfaces in the enterprise digital center project; the average reuse rate of the algorithm interface can be understood as the average value of the algorithm interface reuse rate; The average call volume of the algorithm interface can be understood as the mean value of the call volume of the algorithm interface; the number of available data sets can be understood as the number of trainable data sets; the proportion of the automated process can be understood as the proportion of the automated process to all processes; The number of low-code applications can be understood as the number of low-code applications in the enterprise digital platform.
所述用户体验维度对应的评估指标可以包括至少如下一种,但不限于下述评估指标:bug数量、bug修复率、延迟率、七天活跃用户数、新项目部署平均耗时等评估指标;其中,所述bug数量可以理解为整个企业数字中台项目的bug数量;所述bug修复率可以理解为企业数字中台当前版本相比上一版本的bug修复率;所述延迟率可以理解为用户点击的平均延迟率;所述活跃用户数可以理解为活跃用户数量统计;所述新项目部署平均耗时可以理解为新创建的项目在企业数字中台中部署所需要的平均耗时。The evaluation indicators corresponding to the user experience dimension may include at least one of the following evaluation indicators, but are not limited to the following evaluation indicators: number of bugs, bug repair rate, delay rate, number of seven-day active users, average time-consuming new project deployment and other evaluation indicators; , the number of bugs can be understood as the number of bugs in the entire enterprise digital center project; the bug repair rate can be understood as the bug repair rate of the current version of the enterprise digital center compared to the previous version; the delay rate can be understood as the user The average delay rate of clicks; the number of active users can be understood as statistics on the number of active users; the average time-consuming of new project deployment can be understood as the average time-consuming required for the deployment of newly created projects in the enterprise digital center.
以上是本实施例中,对所述功能完备情况维度、所述智能化水平维度、所述用户体验维度,以及各个维度对应的评估指标的描述,实际上不论是评估维度还是评估指标均可以是企业数字中台中所涉及的业务或者是部署业务项目等进行设置或者是调整。换言之,对于企业数字中台涉及的或者部署的各种业务平台或服务平台等,均可以设置相应评估维度并获取相应的评估指标。也可以单独对企业数字中台中的某一平台的评估维度和评估指标构建评估数据指标体系,从而可以实现对企业数字中台某一指定平台实现成熟状态的评估,因此,上述评估维度和评估指标可以是其中一种,也可以是多种组合。在本实施例中,以上述三种评估维度同时存在作为实施例进行描述。The above is the description of the function completeness dimension, the intelligence level dimension, the user experience dimension, and the evaluation indicators corresponding to each dimension in this embodiment. In fact, both the evaluation dimension and the evaluation index can be The business or deployment business projects involved in the enterprise digital center are set or adjusted. In other words, for various business platforms or service platforms involved or deployed in the enterprise digital middle platform, corresponding evaluation dimensions can be set and corresponding evaluation indicators can be obtained. It is also possible to construct an evaluation data index system for the evaluation dimensions and evaluation indicators of a certain platform in the enterprise digital center alone, so as to realize the evaluation of the maturity status of a designated platform in the enterprise digital center. Therefore, the above evaluation dimensions and evaluation indicators It can be one of them or a combination of several. In this embodiment, the above-mentioned three evaluation dimensions coexist as an embodiment for description.
步骤S102:根据获取的所述评估指标的数值和设置的所述评估指标的目标值,确定所述评估指标的分值;Step S102: Determine the score of the evaluation index according to the obtained value of the evaluation index and the set target value of the evaluation index;
所述步骤S102的目的在于确定评估指标的分值,需要根据评估指标的数值和设置的评估指标的目标值确定。The purpose of step S102 is to determine the score of the evaluation index, which needs to be determined according to the value of the evaluation index and the set target value of the evaluation index.
其中,所述评估指标的数值可以是基于上述步骤S101中评估指标定义获取,即:根据评估指标的定义,统计评价指标的数值。统计的评价指标的数值可以存储到数据库中。为了便于周期性的企业数字中台进行成熟状态评估,可以周期性的对数据库中存储的评价指标数值进行更新。也可以是在需要对企业数字中台进行成熟状态评估时进行统计即可。Wherein, the value of the evaluation index may be obtained based on the definition of the evaluation index in the above step S101, that is, the value of the evaluation index is counted according to the definition of the evaluation index. The value of the statistical evaluation index can be stored in the database. In order to facilitate the periodic evaluation of the maturity status of the enterprise digital center, the value of the evaluation index stored in the database can be periodically updated. It can also be used to make statistics when it is necessary to evaluate the maturity status of the enterprise digital middle platform.
其中,所述评估指标的目标值可以是参考经验值,可以是预先设置的或者在计算所述评估指标的分值时进行设置。Wherein, the target value of the evaluation index may be a reference experience value, which may be preset or set when calculating the score of the evaluation index.
所述步骤S102的具体实现过程可以包括:The specific implementation process of the step S102 may include:
步骤S102-1:根据所述评估指标的指标特点,将所述评估指标划分为第一类评估指标和第二类评估指标;在本实施例中,指标特点如果是越大(多)越好的指标可以划分为第一类评估指标,即极大型评估指标或称为效益型评估指标,例如:智能化水平维度的算法接口数量评估指标,用户体验维度的活跃用户数评估指标等。指标特点如果是越小(少)越好,则可以划分为第二类评估指标,即极小型评估指标或成本型评估指标,例如:用户体验维度的bug数量评估指标,功能完备情况维度的平均响应时间评估指标。Step S102-1: According to the index characteristics of the evaluation index, divide the evaluation index into the first type of evaluation index and the second type of evaluation index; in this embodiment, if the index characteristics are larger (more), the better The indicators can be divided into the first type of evaluation indicators, that is, very large evaluation indicators or benefit-based evaluation indicators, such as: the number of algorithm interfaces in the dimension of intelligence level, the number of active users in the user experience dimension, etc. If the characteristics of indicators are as small (less) as possible, they can be divided into the second type of evaluation indicators, that is, extremely small evaluation indicators or cost-based evaluation indicators, such as: the number of bugs in the user experience dimension, and the average of the functional completeness dimension. Response time evaluation metrics.
步骤S102-2:根据所述评估指标的数值和所述目标值,确定所述第一类评估指标的分 值和第二类评估指标的分值。Step S102-2: According to the value of the evaluation index and the target value, determine the score of the first type of evaluation index and the score of the second type of evaluation index.
所述步骤S102-2中可以通过下述公式计算第一类评估指标的分值:In the step S102-2, the score of the first type of evaluation index can be calculated by the following formula:
Figure PCTCN2022134191-appb-000001
Figure PCTCN2022134191-appb-000001
所述步骤S102-2中可以通过下述公式计算第二类评估指标的分值:In the step S102-2, the score of the second type of evaluation index can be calculated by the following formula:
Figure PCTCN2022134191-appb-000002
Figure PCTCN2022134191-appb-000002
其中,V指标i表示评估指标的数值;T指标i表示评估指标的目标值;S指标i表示评估指标的分值。Among them, the V index i represents the value of the evaluation index; the T index i represents the target value of the evaluation index; the S index i represents the score of the evaluation index.
步骤S103:根据所述评估指标的分值和获取的所述评估指标的指标基础权重,确定与所述评估指标对应的所述评估维度的分值;Step S103: Determine the score of the evaluation dimension corresponding to the evaluation index according to the score of the evaluation index and the obtained index basic weight of the evaluation index;
所述步骤S103的目的在于确定评估维度的分值,在本实施例中,可以根据所述步骤S102计算得到的评估指标的分值和获取的评估指标的指标基础权重,确定评估维度的分值。The purpose of the step S103 is to determine the score of the evaluation dimension. In this embodiment, the score of the evaluation dimension can be determined according to the score of the evaluation index calculated in the step S102 and the obtained index basic weight of the evaluation index. .
所述评估指标的指标基础权重可以采用AHP方法(层次分析法,即The analytic hierarchy process,简称AHP)、ANP方法(网络分析法,即Analytic Network Process,简称ANP)和熵值法等中的任意一种方法。在本实施例中,以AHP层次分析法为例进行描述。在所述AHP层析分析法中确定评估指标权重的常用方法可以包括算术平均法、几何平均法、特征值法等,本实施例中不做具体限定使用哪种方法均可。The index basic weight of described evaluation index can adopt AHP method (Analytic Hierarchy Process, namely The analytic hierarchy process, be called for short AHP), ANP method (network analysis method, be Analytic Network Process, be called for short ANP) and entropy value method etc. a way. In this embodiment, AHP is used as an example for description. Common methods for determining the evaluation index weight in the AHP tomographic analysis method may include arithmetic mean method, geometric mean method, eigenvalue method, etc., which method is not specifically limited in this embodiment.
所述步骤S103包括:获取所述评估指标的指标基础权重,具体实现过程可以包括:The step S103 includes: obtaining the index basic weight of the evaluation index, and the specific implementation process may include:
步骤S103-11:根据所述评估指标建立判断矩阵;Step S103-11: Establish a judgment matrix according to the evaluation index;
步骤S103-12:对所述判断矩阵按照列进行归一化处理,确定归一化矩阵;Step S103-12: Perform normalization processing on the judgment matrix according to columns, and determine the normalization matrix;
步骤S103-13:对所述归一化矩阵按照行进行求和,确定所述评估指标的和值矩阵;Step S103-13: Summing the normalization matrix by row to determine the sum matrix of the evaluation index;
步骤S103-14:将所述和值矩阵中所述评估指标的和值除以所述归一化矩阵中所述评估指标的数量,确定所述指标基础权重。Step S103-14: Divide the sum of the evaluation indicators in the sum matrix by the number of the evaluation indicators in the normalization matrix to determine the basic weight of the indicators.
下面对上述步骤S103-11到步骤S103-14分别进行描述:The above step S103-11 to step S103-14 are described respectively below:
根据AHP层次分析法的比较标准的标度,对上述评估指标进行打分。所述AHP层次分析法的比较标准的标度表示可以如下:According to the comparative standard scale of AHP, the above evaluation indicators are scored. The standard scale representation of the AHP AHP can be as follows:
标度Scaling 含义meaning
11 表示两个因素相比,具有同样重要性Indicates that two factors are of equal importance compared to
33 表示两个因素相比,一个因素比另一个因素稍微重要Indicates that when compared to two factors, one factor is slightly more important than the other
55 表示两个因素相比,一个因素比另一个因素明显重要Indicates that when two factors are compared, one factor is significantly more important than the other
77 表示两个因素相比,一个因素比另一个因素强烈重要Indicates that when two factors are compared, one factor is strongly more important than the other
99 表示两个因素相比,一个因素比另一个因素极端重要Indicates that when two factors are compared, one factor is extremely important than the other
2、4、6、82, 4, 6, 8 上述两相邻判断的中值The median value of the above two adjacent judgments
倒数reciprocal A和B相比如果标度为3,那么B和A相比就是1/3If the scale of A is 3 compared to B, then B is 1/3 compared to A
本实施例中,所述步骤S103-11的具体实现过程可以是:采用企业数字中台中评估指标的指标两两比较的方式,建立判断矩阵。下面以用户体验评估维度中的评估指标为例进行描述,即所述判断矩阵可以如下:In this embodiment, the specific implementation process of the step S103-11 may be: establishing a judgment matrix by using pairwise comparison of the evaluation indicators in Taichung in the enterprise digital center. The evaluation index in the user experience evaluation dimension is described below as an example, that is, the judgment matrix may be as follows:
Figure PCTCN2022134191-appb-000003
Figure PCTCN2022134191-appb-000003
所述步骤S103-12的具体实现过程可以是将每个评估指标的标度与所在列的和进行相除,确定所述归一化矩阵,具体如下:The specific implementation process of the step S103-12 may be to divide the scale of each evaluation index by the sum of the column where it is located to determine the normalization matrix, specifically as follows:
Figure PCTCN2022134191-appb-000004
Figure PCTCN2022134191-appb-000004
所述步骤S103-13中的和值矩阵可以如下:The sum matrix in the step S103-13 can be as follows:
用户体验维度的评估指标Evaluation Indicators for User Experience Dimensions 按行求和sum by row
bug数量number of bugs 1.3111.311
bug修复率bug fix rate 2.3732.373
延迟率Latency 0.2730.273
活跃用户数active users 0.4930.493
新项目部署平均耗时Average time spent on new project deployment 0.5510.551
所述步骤S103-14中的指标基础权重可以如下:The index basic weight in the step S103-14 can be as follows:
用户体验的评估指标Evaluation Metrics for User Experience 指标基础权重Indicator base weight
bug数量number of bugs 0.2620.262
bug修复率bug fix rate 0.4750.475
延迟率Latency 0.0550.055
活跃用户数active users 0.0990.099
新项目部署平均耗时Average time spent on new project deployment 0.1090.109
与上述用户体验维度中评估指标的指标基础权重的计算方法相同,功能完备情况维度和智能化水平维度也可以采用相同的方式计算获得各个维度下评估指标的指标基础权重。The calculation method of the basic weight of the evaluation index in the user experience dimension is the same as the calculation method of the basic weight of the evaluation index in the above-mentioned user experience dimension.
需要说明的是,当建立的判断矩阵为多个不同打分方打分构建,那么,对步骤S103-14中确定指标基础权重可以通过求均值的方法,确定最终的指标基础权重,例如:根据打分方A打分确定评估指标1的权重是0.6,评估指标2的权重是0.4;根据打分方B打分确定评估指标1的权重是0.4,评估指标2的权重是0.6,对A和B确定的权重最后取平均,即:评估指标1的权重是(0.6+0.4)/2=0.5,评估指标2的权重是(0.4+0.6)/2=0.5,故此,最终确定评估指标1的指标基础权重为0.5,评估指标2的指标基础权重为0.5。当存在多个打分方时同样可以用均值来确定最终的指标基础权重。It should be noted that when the established judgment matrix is constructed for scoring by multiple different scoring parties, then the final index basic weight can be determined by means of the method of calculating the average value for determining the basic weight of the index in step S103-14, for example: according to the scoring method The weight of evaluation index 1 determined by A is 0.6, and the weight of evaluation index 2 is 0.4; the weight of evaluation index 1 is determined to be 0.4 and the weight of evaluation index 2 is 0.6 according to the scoring party B, and the weight determined for A and B is finally taken. Average, that is: the weight of evaluation index 1 is (0.6+0.4)/2=0.5, and the weight of evaluation index 2 is (0.4+0.6)/2=0.5. Therefore, the basic weight of evaluation index 1 is finally determined to be 0.5, The index base weight of evaluation index 2 is 0.5. When there are multiple scoring parties, the mean value can also be used to determine the final index basic weight.
由于AHP层次分析法属于现有技术不再进行详细描述,上述仅概要性的描述通过AHP层次分析法确定指标基础权重的过程,具体可以结合AHP分析法的内容进行理解。Since the AHP AHP belongs to the existing technology, no detailed description will be given. The above is only a general description of the process of determining the basic weight of the index through the AHP AHP, which can be understood in combination with the content of the AHP analysis method.
为了避免在计算评估指标权重过程中判断矩阵中存在主观性,导致后续权重值出现不准确的情况,而用户反馈的反馈数据能体现出用户对企业数字中台提供服务的需求,故,本实施例在上述确定指标基础权重的基础上,还可以包括:In order to avoid subjectivity in the judgment matrix in the process of calculating the evaluation index weight, resulting in inaccurate subsequent weight values, and the feedback data of user feedback can reflect the user's demand for the service provided by the enterprise digital middle platform, so this implementation For example, on the basis of determining the basic weight of indicators above, it may also include:
步骤S103-21:根据针对所述企业数字中台的用户反馈数据,确定指标反馈权重;Step S103-21: Determine the index feedback weight according to the user feedback data for the enterprise digital center;
步骤S103-22:根据所述指标反馈权重和所述指标基础权重,确定指标目标权重;Step S103-22: Determine the target weight of the indicator according to the feedback weight of the indicator and the basic weight of the indicator;
步骤S103-23:将所述指标基础权重替换为所述指标目标权重。Step S103-23: Replace the index base weight with the index target weight.
所述步骤S103-21的具体实现过程可以包括:The specific implementation process of the step S103-21 may include:
步骤S103-211:根据所述企业数字中台构建的用户反馈数据集,确定所述用户反馈数据集中是否包括满足调整条件的目标反馈数据;其中,所述调整条件为设置的满足调整所述评估指标的权重要求的条件;Steps S103-211: According to the user feedback data set constructed by the enterprise digital center, determine whether the user feedback data set includes target feedback data that meets the adjustment condition; wherein, the adjustment condition is set to meet the adjustment of the evaluation The conditions required for the weight of the indicator;
步骤S103-212:根据所述步骤S103-211的确定结果为是时,根据所述目标反馈数据,确定所述指标反馈权重。Step S103-212: when the determination result of the step S103-211 is yes, determine the index feedback weight according to the target feedback data.
对于所述步骤S103-211中的调整条件可以是记录要求调整条件,即:所述用户反馈数据的记录状态满足记录要求,所述用户反馈数据的记录状态可以为记录的完整和/或无异常等状态为满足记录要求,例如:反馈数据的时间明显错误、字段缺失等记录状态。因此,所述步骤S103-211的具体实现过程可以包括:所述根据所述企业数字中台构建的用户反馈数据集,确定所述用户反馈数据集中是否包括对所述用户反馈数据的记录状态满足记录要求的所述目标反馈数据。The adjustment condition in the steps S103-211 may be a recording requirement adjustment condition, that is: the recording status of the user feedback data meets the recording requirements, and the recording status of the user feedback data may be complete and/or no abnormality The other status is to meet the recording requirements, for example: the time of the feedback data is obviously wrong, the field is missing and other recording status. Therefore, the specific implementation process of the steps S103-211 may include: according to the user feedback data set constructed by the enterprise digital center, determine whether the user feedback data set includes the record status of the user feedback data that satisfies Record the required target feedback data.
为减少计算量,提高所述指标反馈权重的准确性,当所述确定所述用户反馈数据集中是否包括对所述用户反馈数据的记录状态满足记录要求的所述目标反馈数据所述根据所 述目标反馈数据,为是时,还可以进一步根据设置的数量要求调整条件进行所述指标反馈权重的确定,具体可以包括:In order to reduce the amount of calculation and improve the accuracy of the indicator feedback weight, when the determination of whether the user feedback data set includes the target feedback data whose recording status meets the recording requirements of the user feedback data according to the When the target feedback data is yes, the determination of the indicator feedback weight can be further carried out according to the set quantity requirement adjustment condition, which can specifically include:
确定所述目标反馈数据的数量是否满足设置的数量阈值,若是,则执行所述步骤S103-212。例如:数量阈值为100条件,当然数量阈值可以根据具体的业务场景进行设置。It is determined whether the quantity of the target feedback data satisfies the set quantity threshold, if yes, the steps S103-212 are executed. For example: the condition that the quantity threshold is 100, of course, the quantity threshold can be set according to specific business scenarios.
所述步骤S103-212的具体实现过程可以也可以采用上述AHP层次分析法,包括:The specific implementation process of the steps S103-212 can also adopt the above-mentioned AHP analytical hierarchy process, including:
步骤S103-212-1:根据所述目标反馈数据构建所述评估指标的反馈判断矩阵;例如:用户反馈数据中反馈“bug修复率”比“bug数量”更重要,重要等级是3倍,所述反馈判断矩阵可以如下:Step S103-212-1: Construct the feedback judgment matrix of the evaluation index according to the target feedback data; for example: in the user feedback data, the feedback "bug repair rate" is more important than the "bug number", and the importance level is 3 times, so The above feedback judgment matrix can be as follows:
Figure PCTCN2022134191-appb-000005
Figure PCTCN2022134191-appb-000005
步骤S103-212-2:根据所述反馈判断矩阵确定所述评估指标基于所述目标反馈数据的所述指标反馈权重;如下所示:Step S103-212-2: Determine the index feedback weight of the evaluation index based on the target feedback data according to the feedback judgment matrix; as follows:
Figure PCTCN2022134191-appb-000006
Figure PCTCN2022134191-appb-000006
所述指标反馈权重的计算方式与上述指标基础权重的计算方式相同,此处不再重复赘述。The calculation method of the indicator feedback weight is the same as the calculation method of the above-mentioned indicator basic weight, and will not be repeated here.
需要说明的是,当针对相同维度的相同评估指标的所述目标反馈数据包括至少两个,对每个目标反馈数据按照上述相同方式进行计算得到相同评估指标的指标目标权重为至少两个时,计算所述指标目标权重的均值,将均值确定为所述指标反馈权重。It should be noted that when the target feedback data for the same evaluation index of the same dimension includes at least two, and each target feedback data is calculated in the same manner as above to obtain at least two index target weights for the same evaluation index, Calculate the mean value of the index target weight, and determine the mean value as the index feedback weight.
本实施例中,所述指标目标权重可以根据所述指标反馈权重和所述指标基础权重确定;也可以是根据指标反馈权重均值和所述指标基础权重确定;具体可以通过所述目标反馈数据的数量决定。本实施例中,确定所述指标目标权重可以结合所述指标基础权重和所述指标反馈权重进行确定,具体可以是:将所述指标反馈权重和所述指标基础权重按照重要程度比例进行加权平均,确定所述指标目标权重。所述加权平均可以是对权重向量进行 加权平均,例如:10位打分方的指标基础权重向量为[0.206,0.231,0.268,0.09,0.205],2000条用户反馈得到的用户反馈权重向量为[0.165,0.258,0.321,0.152,0.104],打分方和用户反馈之间的重要程度比例为100:1,则指标目标权重向量为:In this embodiment, the target weight of the indicator can be determined according to the feedback weight of the indicator and the basic weight of the indicator; it can also be determined according to the mean value of the feedback weight of the indicator and the basic weight of the indicator; specifically, it can be determined through the target feedback data Quantity decision. In this embodiment, the determination of the target weight of the indicator may be determined in combination with the basic weight of the indicator and the feedback weight of the indicator. Specifically, the weighted average of the feedback weight of the indicator and the basic weight of the indicator shall be performed according to the proportion of importance , to determine the target weight of the indicator. The weighted average can be a weighted average of the weight vector, for example: the index basic weight vector of 10 scoring parties is [0.206,0.231,0.268,0.09,0.205], and the user feedback weight vector obtained by 2000 user feedbacks is [0.165 ,0.258,0.321,0.152,0.104], the importance ratio between the scoring party and the user feedback is 100:1, then the index target weight vector is:
([0.206,0.231,0.268,0.09,0.205]×10+[0.165,0.258,0.321,0.152,0.104]×2000/100)/(10+2000/100)=[0.179,0.249,0.303,0.131,0.138]。([0.206,0.231,0.268,0.09,0.205]×10+[0.165,0.258,0.321,0.152,0.104]×2000/100)/(10+2000/100)=[0.179,0.249,0.303,0.131,0.138 ].
可以理解的是,当根据用户反馈数据的记录状态满足记录要求确定目标反馈数据,进而确定指标反馈权重是本实施例可实现的一种方式,在此基础上还可以进步采用调整条件为数量要求调整条件进行所述指标反馈权重的确定,即目标反馈数据的数量是否满足设置的数量阈值,若是则根据目标反馈数据确定所述指标反馈权重。两种调整条件(记录要求调整条件和数量要求调整条件)的确定目标反馈数据的方式没有前后关系的限定,任何组合或者其中一种均可以。在本实施例中,可以先确定是否满足记录要求调整条件,在满足情况下,确定是否满足数量要求调整条件,若满足,则执行所述步骤S103-212。It can be understood that when the recording status of user feedback data meets the recording requirements, determining the target feedback data and then determining the indicator feedback weight is a way that can be realized in this embodiment. On this basis, the adjustment condition can also be further adopted as the quantity requirement The adjustment condition determines the indicator feedback weight, that is, whether the quantity of target feedback data satisfies the set quantity threshold, and if so, the indicator feedback weight is determined according to the target feedback data. There is no contextual limitation on the way of determining the target feedback data of the two adjustment conditions (record requirement adjustment condition and quantity requirement adjustment condition), and any combination or one of them is acceptable. In this embodiment, it may first be determined whether the recording requirement adjustment condition is met, and if yes, determine whether the quantity requirement adjustment condition is met, and if yes, execute the steps S103-212.
需要说明的是,当所述步骤S103-211不满足所述调整条件时,则以所述指标基础权重为最终权重即可,无需对所述指标基础权重进行调整。It should be noted that, when the adjustment conditions are not met in the steps S103-211, the basic weight of the index can be used as the final weight, and the basic weight of the index does not need to be adjusted.
以上是对步骤S103中评估指标的指标基础权重以及在需要对所述指标基础权重进行调整权重的描述。在确定评估指标的权重后,可以根据需要结合所述评估指标的分值确定所述评估维度的分值。The above is the description of the index base weight of the evaluation index in step S103 and the adjustment weight of the index base weight when necessary. After the weight of the evaluation index is determined, the score of the evaluation dimension can be determined in combination with the score of the evaluation index as required.
在本实施例中,所述评估维度的分值的计算可以包括两种方式:In this embodiment, the calculation of the score of the evaluation dimension may include two methods:
第一种是,当根据指标基础权重和评估指标的分值进行评估维度的分值计算时,可以是根据所述第一类评估指标的分值和所述第二类评估指标的分值,以及所述第一类评估指标和所述第二类评估指标分别对应的所述指标基础权重,确定所述评估维度的分值。The first is that when calculating the score of the evaluation dimension according to the index basic weight and the score of the evaluation index, it may be based on the score of the first type of evaluation index and the score of the second type of evaluation index, and the index base weights respectively corresponding to the first type of evaluation index and the second type of evaluation index to determine the score of the evaluation dimension.
第二种是,当根据指标新目标权重和评估指标的分值进行评估维度的分值计算时,可以是根据所述第一类评估指标的分值和所述第二类评估指标的分值,以及所述第一类评估指标和所述第二类评估指标分别对应的所述指标目标权重,确定所述评估维度的分值。The second is that when calculating the score of the evaluation dimension according to the new target weight of the index and the score of the evaluation index, it may be based on the score of the first type of evaluation index and the score of the second type of evaluation index , and the index target weights respectively corresponding to the first type of evaluation index and the second type of evaluation index, determine the score of the evaluation dimension.
具体使用上述哪种,需要结合用户反馈数据是否可用确定,即用户反馈数据符合调整条件时,则采用第二种,否则采用第一种。Which one of the above is used depends on whether the user feedback data is available, that is, when the user feedback data meets the adjustment conditions, the second method is used; otherwise, the first method is used.
在本实施例中,所述评估维度的分值计算可以采用如下公式:In this embodiment, the calculation of the score of the evaluation dimension may adopt the following formula:
Figure PCTCN2022134191-appb-000007
Figure PCTCN2022134191-appb-000007
其中,所述S维度表示评估维度的分值,分值范围可以是[0,100];S指标i表示S维度的第i个评估指标的分值;βi表示S指标i的权重,βi>0,该权重可以是S指标i的指标基础权重也可以是指标目标权重,即当用户反馈数据不满足调整条件时,则通过所述指标基础权重计算评估维度分值,反之,则通过指标目标权重计算评估维度分值。本实施例中,可以通过确定记录要求调整条件是否满足,若不满足则通过所述指标基础权重计算评估维度分值;或者,可以通过确定数量要求调整条件是否满足,若不满足则通过所述指标基础权重计算评估维度分值;或者,先确定记录要求调整条件是否满足,若满足,再确定记录要求调整条件是否满足,若不满足则通过所述指标基础权重计算评估维度分值。Wherein, the S dimension represents the score of the evaluation dimension, and the range of the score can be [0,100]; the S index i represents the score of the i-th evaluation index of the S dimension; βi represents the weight of the S index i, βi>0, The weight can be the index base weight of S index i or the index target weight, that is, when the user feedback data does not meet the adjustment conditions, the evaluation dimension score is calculated through the index base weight, otherwise, the index target weight is used to calculate Evaluation dimension score. In this embodiment, it is possible to determine whether the record requirement adjustment condition is satisfied, and if it is not satisfied, calculate the evaluation dimension score through the base weight of the index; or, determine whether the quantity requirement adjustment condition is satisfied, and if not, use the above Calculate the score of the evaluation dimension based on the index base weight; or, first determine whether the record requirement adjustment condition is satisfied, and if so, then determine whether the record requirement adjustment condition is satisfied, and if not, calculate the score value of the evaluation dimension based on the index base weight.
步骤S104:根据所述评估维度的分值和确定的所述评估维度的维度基础权重,确定所 述企业数字中台的成熟度分值;Step S104: According to the score of the evaluation dimension and the determined dimension basis weight of the evaluation dimension, determine the maturity score of the enterprise digital center;
所述步骤S104的目的在于确定所述企业数字中台的成熟度分值。所述成熟度分值需要根据所述步骤S103中确定的评估维度的分值和所述评估维度的维度基础权重进行确定。其中,所述评估维度的维度基础权重可以根据所述评估维度对于成熟度状态评估的重要程度等级,确定所述维度基础权重。例如:根据评估维度打分方确定维度基础权重,在本实施例中,评估维度打分方与所述评估指标打分方可以为相同打分方。打分方可以根据评估经验进行赋值,具体与AHP中的赋值方式类似,此处不做过多赘述。所谓重要程度等级可以是打分方根据评估经验或者根据对所述企业数字中台中支持的各种业务平台业务需求确定,通常情况下,各种评估维度对应的维度基础权重的权值之和等于1。当评估维度的重要程度等级相同时,则可以确定每种评估维度的维度基础权重相等,且权值之和为1即可,例如:上述功能完备情况维度、智能化水平维度和用户体验维度的重要程度等级相同,且累计之和等于1,则各个维度的权重可以为1/3。The purpose of the step S104 is to determine the maturity score of the enterprise digital center. The maturity score needs to be determined according to the score of the assessment dimension determined in step S103 and the dimension basis weight of the assessment dimension. Wherein, the dimension basic weight of the assessment dimension may be determined according to the importance level of the assessment dimension for the maturity state assessment. For example, the basic weight of the dimension is determined according to the scoring party of the evaluation dimension. In this embodiment, the scoring party of the evaluation dimension and the scoring party of the evaluation index may be the same scoring party. The scoring party can assign a value based on the evaluation experience, which is similar to the assignment method in AHP, so I won’t go into details here. The so-called importance level can be determined by the scoring party based on the evaluation experience or according to the business needs of various business platforms supported by the enterprise digital platform. Usually, the sum of the weights of the basic weights of the dimensions corresponding to the various evaluation dimensions is equal to 1 . When the importance levels of the evaluation dimensions are the same, it can be determined that the basic weights of the dimensions of each evaluation dimension are equal, and the sum of the weights is 1. For example: the above-mentioned functional completeness dimension, intelligence level dimension and user experience dimension If the importance level is the same, and the cumulative sum is equal to 1, then the weight of each dimension can be 1/3.
对于评估维度的维度基础权重的选取方式可以根据实际需求确定,本实施例中不做限定。The selection method of the dimension basic weight of the evaluation dimension may be determined according to actual requirements, and is not limited in this embodiment.
为了避免打分方主观因素导致的权重权值不准确或偏差较大的情况,本实施例中可以对所述维度基础权重进行调整,具体可以包括:In order to avoid inaccurate weights or large deviations caused by the subjective factors of the scoring party, in this embodiment, the basic weights of the dimensions can be adjusted, which can specifically include:
步骤S10a:根据所述企业数字中台的用户反馈数据,调整所述维度基础权重。本实施例中,所述步骤S10a的具体实现过程可以包括:Step S10a: Adjust the basic weight of the dimension according to the user feedback data of the enterprise digital center. In this embodiment, the specific implementation process of the step S10a may include:
步骤S10a-11:根据所述企业数字中台构建的用户反馈数据集,确定所述用户反馈数据集中是否包括满足调整条件的目标反馈数据;其中,所述调整条件为设置的满足调整所述维度基础权重要求的条件;Step S10a-11: According to the user feedback data set constructed by the enterprise digital center, determine whether the user feedback data set includes target feedback data that meets the adjustment condition; wherein, the adjustment condition is that the set dimension meets the adjustment Conditions required by the base weight;
步骤S10a-12:若是,根据所述目标反馈数据,对所述维度基础权重进行调整,确定维度目标权重。Step S10a-12: If yes, adjust the dimensional basic weight according to the target feedback data, and determine the dimensional target weight.
所述步骤S10a-1的具体实现过程可以包括:The specific implementation process of the step S10a-1 may include:
步骤S10a-11:根据所述企业数字中台构建的用户反馈数据集,确定所述用户反馈数据集中是否包括对所述用户反馈数据的记录状态满足记录要求的所述目标反馈数据。当所述步骤S10a-11满足记录要求时,可以执行步骤S10a-2。但是,为减小计算量,提高所述目标反馈数据的准确性,在执行步骤S10a-2之前还可以进一步包括:Step S10a-11: According to the user feedback data set constructed by the enterprise digital center, determine whether the user feedback data set includes the target feedback data whose recording status of the user feedback data meets the recording requirements. When the step S10a-11 meets the recording requirements, the step S10a-2 can be executed. However, in order to reduce the amount of calculation and improve the accuracy of the target feedback data, it may further include before performing step S10a-2:
步骤S10a-2:确定所述目标反馈数据的数量是否满足设置的数量阈值;Step S10a-2: Determine whether the quantity of the target feedback data satisfies a set quantity threshold;
当所述步骤S10a-2满足设置的数量阈值时,则执行所述步骤S10a-2。When the step S10a-2 satisfies the set quantity threshold, the step S10a-2 is executed.
所述步骤S10a-11和所述步骤S10a-2可以参考上述步骤S103-211的相关内容,此处不再重复赘述。For the step S10a-11 and the step S10a-2, reference may be made to the relevant content of the above-mentioned step S103-211, which will not be repeated here.
在本实施例中,所述步骤S10a-12的具体实现过程可以包括:In this embodiment, the specific implementation process of the step S10a-12 may include:
步骤S10a-12-1:构建所述维度目标权重的维度目标函数,即:f(x1,x2,…,xn);Step S10a-12-1: Construct the dimensional objective function of the dimensional objective weights, namely: f(x1, x2, . . . , xn);
在本实施例中,所述维度目标函数可以是如下形式:In this embodiment, the dimensional objective function may be in the following form:
f(x 1,x 2,...,x n)=|x 1-w 1|+|x 2-w 2|+...+|x n-w n| f(x 1 , x 2 ,..., x n )=|x 1 -w 1 |+|x 2 -w 2 |+...+|x n -w n |
其中,w1,w2,…wn表示每个评估维度的维度基础权重,取值范围为[0,1],w1+w2+…+wn=1;x1,x2,…,xn表示每个评估维度的维度目标权重,取值范围为[0,1],x1+x2+… +xn=1。Among them, w1, w2, ... wn represent the dimension basic weight of each evaluation dimension, and the value range is [0, 1], w1+w2+...+wn=1; x1, x2, ..., xn represent the weight of each evaluation dimension Dimension target weight, the value range is [0, 1], x1+x2+...+xn=1.
步骤S10a-12-2:在统计的所述目标反馈数据的分值区间范围中,选择分值区间出现频率次数最大的分值区间;所述目标反馈数据可以通过对反馈信息的统计获得。Step S10a-12-2: Among the score intervals of the target feedback data that are counted, select the score interval with the highest occurrence frequency of the score interval; the target feedback data can be obtained through statistics of feedback information.
步骤S10a-12-3:将所述最大的分值区间的中间值确定为目标反馈值,即:Starget。Step S10a-12-3: Determine the middle value of the largest score range as the target feedback value, ie, Starget.
步骤S10a-12-4:根据所述评估维度的分值和所述目标反馈值建立的所述维度目标权重的约束条件,确定所述维度目标函数对应的所述维度目标权重;Step S10a-12-4: Determine the dimensional target weight corresponding to the dimensional target function according to the constraint condition of the dimensional target weight established by the evaluation dimension score and the target feedback value;
本实施例中,所述约束条件可以是如下形式:In this embodiment, the constraints can be in the following form:
Figure PCTCN2022134191-appb-000008
Figure PCTCN2022134191-appb-000008
其中,Starget表示目标反馈值;S维度1,S维度2,…,S维度n表示各个评估维度的分值,取值范围可以是[0,100]Among them, Starget represents the target feedback value; S dimension 1, S dimension 2, ..., S dimension n represents the score of each evaluation dimension, and the value range can be [0, 100]
根据所述约束条件,求解所述维度目标函数最小时,对应的x1,x2,…,xn,即:调整后的维度目标权重。According to the constraints, when the dimensional objective function is minimized, corresponding x1, x2, . . . , xn are solved, that is, the adjusted dimensional objective weights.
因此,所述步骤S10a-12-4的具体实现过程可以包括:将所述约束条件的求解获取的所述维度目标函数为最小值对应的权重值,确定为所述维度目标权重。Therefore, the specific implementation process of the step S10a-12-4 may include: determining the weight value corresponding to the minimum value of the dimensional objective function obtained by solving the constraint condition as the dimensional objective weight.
基于上述内容,可以理解的是,所述步骤S104在确定所述企业数字中台的成熟度分值时,可以包括两种方式:一种是根据维度基础权重,一种是根据维度目标权重,具体选择哪种方式可以根据实际需求确定。因此,在对所述维度基础权重进行调整后所述步骤S104的具体实现过程可以是:根据所述评估维度的分值和所述维度目标权重,确定所述企业数字中台的成熟度分值。Based on the above content, it can be understood that the step S104 may include two methods when determining the maturity score of the enterprise digital middle station: one is based on the dimension basic weight, and the other is based on the dimension target weight, Which method to choose can be determined according to actual needs. Therefore, after the basic weight of the dimension is adjusted, the specific implementation process of step S104 may be: according to the score of the evaluation dimension and the target weight of the dimension, determine the maturity score of the enterprise digital center .
所述步骤S104中所述企业数字中台的成熟度分值可以采用如下公式计算:The maturity score of the enterprise digital middle station described in step S104 can be calculated using the following formula:
S 中台成熟度=S 维度1·w 1+S 维度2·w 2+...+S 维度n·w n S Zhongtai Maturity = S Dimension 1 · w 1 + S Dimension 2 · w 2 +... + S Dimension n · w n
其中,所述S中台成熟度表示企业数字中台成熟度分值,取值范围是[0,100];所述S维度1,S维度2,…,S维度n表示评估维度的分值,取值范围是[0,100];所述W1,W2,…Wn表示评估维度的权重值,取值范围是[0,1],W1+W2+…+Wn=1,可以是维度基础权重也可以是维度目标权重。Wherein, the maturity of the platform in the S indicates the maturity score of the digital platform in the enterprise, and the value range is [0, 100]; the S dimension 1, the S dimension 2, ..., the S dimension n indicate the score of the evaluation dimension , the value range is [0, 100]; the W1, W2, ... Wn represent the weight value of the evaluation dimension, the value range is [0, 1], W1+W2+...+Wn=1, which can be the basic weight of the dimension Can also be a dimension target weight.
步骤S105:根据所述成熟度分值位于构建的企业数字中台成熟状态等级的标准分值区间,确定所述企业数字中台的成熟状态对应的等级阶段;其中,所述成熟状态表征所述企业数字中台运行的完备状态。Step S105: According to the standard score interval where the maturity score is located in the established maturity state level of the enterprise digital center, determine the grade stage corresponding to the maturity state of the enterprise digital center; wherein, the maturity state represents the The complete state of the operation of the enterprise digital center.
所述步骤S105的目的在于确定所述企业数字中台的成熟状态对应的等级阶段,即所述企业数字中台属于哪种成熟等级。因此,本实施例中需要构建所述企业数字中台成熟状态等级的分值区间,以便根据步骤S104中计算获得的S中台成熟度确定所述企业数字中台属于的成熟状态等级阶段。构建所述企业数字中台成熟状态等级的分值区间,具体可以包括:The purpose of the step S105 is to determine the level stage corresponding to the maturity state of the enterprise digital center, that is, which maturity level the enterprise digital center belongs to. Therefore, in this embodiment, it is necessary to construct the score range of the maturity level of the enterprise digital center, so as to determine the maturity stage of the enterprise digital center according to the maturity level of the S center calculated in step S104. Construct the score range of the maturity status level of the enterprise digital center, which may specifically include:
根据所述企业数字中台能够满足使用阶段具备条件,构建所述企业数字中台成熟状态等级的标准分值区间。其中,所述使用阶段具备条件,可以是企业数字中台的提供业务服务的阶段,具体可以如下所示:According to the enterprise digital middle platform being able to meet the conditions for the use stage, the standard score range of the maturity status level of the enterprise digital middle platform is constructed. Wherein, the use stage meets the conditions, and it may be the stage of providing business services in the enterprise digital middle station, which may be specifically as follows:
Figure PCTCN2022134191-appb-000009
Figure PCTCN2022134191-appb-000009
当所述S中台成熟度为75时,则落入标准分值区间[70,80)中,相应的所述S中台成熟度为75时,表示所述企业数字中台的成熟阶段为实践阶段。When the maturity of the platform in the S is 75, it falls into the standard score interval [70, 80), and when the maturity of the platform in the S is correspondingly 75, it means that the maturity stage of the platform in the enterprise digital is practice stage.
如图3所示,为便于了解所述企业数字中台成熟度所属阶段,还可以包括:As shown in Figure 3, in order to facilitate the understanding of the stage of the enterprise digital middle platform maturity, it may also include:
将所述企业数字中台的成熟状态对应的等级阶段、所述等级阶段对应的分值区间、等级等相关成熟度中的至少一种信息发送到显示设备,或者,输出所述企业数字中台的成熟状态对应的等级阶段、所述等级阶段对应的分值区间、等级等相关成熟度中的至少一种信息。所述显示设备的显示情况可以如图3所示,所述显示设备上显示所述企业数字中台成熟度的相关信息可以包括:显示成熟度的成熟等级,S中台成熟度,相对成熟等级所处等级阶段,等级阶段的等级描述信息,历史成熟度信息,成熟度趋势图,对于成熟等级提供的优化建议信息等中的至少一种或多种。所述显示设备中还可以体现与成熟度有关的其他信息,此处不再一一列举。Sending at least one of the relevant maturity information such as the grade stage corresponding to the maturity state of the enterprise digital center, the score range corresponding to the grade stage, and the grade to the display device, or output the enterprise digital center At least one information on the level of maturity corresponding to the maturity status of the user, the score range corresponding to the level, and the level. The display situation of the display device can be as shown in Figure 3, and the relevant information displayed on the display device on the maturity of the digital platform in the enterprise can include: the maturity level of the display maturity, the maturity level of the platform in S, and the relative maturity level At least one or more of the level stage, level description information of the level level, historical maturity information, maturity trend chart, optimization suggestion information provided for the maturity level, and the like. Other information related to maturity may also be displayed in the display device, which will not be listed here.
以上是对本申请提供的一种企业数字中台的成熟状态评估方法实施例的具体描述,与前述提供的一种企业数字中台的成熟状态评估方法实施例相对应,本申请还公开一种企业数字中台的成熟状态评估装置实施例,请参看图4,由于装置实施例基本相似于方法实施例,所以描述得比较简单,相关之处参见方法实施例的部分说明即可。下述描述的装置实施例仅仅是示意性的。The above is a specific description of an embodiment of a method for assessing the maturity status of an enterprise digital middle platform provided by this application. Corresponding to the embodiment of a method for evaluating the maturity status of an enterprise digital middle platform provided above, this application also discloses an enterprise Please refer to Fig. 4 for the embodiment of the mature status evaluation device of the digital middle station. Since the device embodiment is basically similar to the method embodiment, the description is relatively simple. For relevant information, please refer to the part of the description of the method embodiment. The device embodiments described below are illustrative only.
如图4所示,图4是本申请提供的一种企业数字中台的成熟状态评估装置实施例的结构示意图;所述评估装置实施例包括:As shown in Figure 4, Figure 4 is a schematic structural diagram of an embodiment of a mature state assessment device for an enterprise digital center platform provided by the present application; the embodiment of the evaluation device includes:
构建单元401,用于根据企业数字中台中的结构化数据构建评估数据指标体系;其中,所述评估数据指标体系包括:评估维度以及与所述评估维度对应的评估指标;The construction unit 401 is configured to construct an evaluation data index system according to the structured data in the enterprise digital center; wherein, the evaluation data index system includes: evaluation dimensions and evaluation indicators corresponding to the evaluation dimensions;
第一确定单元402,用于根据获取的所述评估指标的数值和设置的所述评估指标的目标值,确定所述评估指标的分值;The first determining unit 402 is configured to determine the score of the evaluation index according to the obtained value of the evaluation index and the set target value of the evaluation index;
第二确定单元403,用于根据所述评估指标的分值和获取的所述评估指标的指标基础权重,确定与所述评估指标对应的所述评估维度的分值;The second determining unit 403 is configured to determine the score of the evaluation dimension corresponding to the evaluation index according to the score of the evaluation index and the obtained index basic weight of the evaluation index;
第三确定单元404,用于根据所述评估维度的分值和确定的所述评估维度的维度基础权重,确定所述企业数字中台的成熟度分值;The third determining unit 404 is configured to determine the maturity score of the enterprise digital center according to the score of the evaluation dimension and the determined basic weight of the dimension of the evaluation dimension;
第四确定单元405,用于根据所述成熟度分值位于构建的企业数字中台成熟状态等级的标准分值区间,确定所述企业数字中台的成熟状态对应的等级阶段。The fourth determining unit 405 is configured to determine the level stage corresponding to the maturity state of the enterprise digital center according to the maturity score being within the standard score range of the established enterprise digital center maturity level.
在本实施例中,所述第一确定单元402可以包括:划分子单元和确定子单元;所述划分子单元,用于根据所述评估指标的指标特点,将所述评估指标划分为第一类评估指标和第二类评估指标;所述确定子单元,用于根据所述评估指标的数值和所述目标值,确定所述第一类评估指标的分值和第二类评估指标的分值。In this embodiment, the first determination unit 402 may include: a division subunit and a determination subunit; the division subunit is configured to divide the evaluation index into first class evaluation index and second class evaluation index; the determining subunit is used to determine the score of the first class evaluation index and the second class evaluation index according to the value of the evaluation index and the target value value.
所述第二确定单元403具体可以用于根据所述第一类评估指标的分值和所述第二类评估指标的分值,以及所述第一类评估指标和所述第二类评估指标分别对应的所述指标基础权重,确定所述评估维度的分值。The second determination unit 403 can be specifically configured to: The corresponding index base weights determine the scores of the evaluation dimensions.
为避免主观因素导致成熟度评估出现偏差,提高成熟度评估的准确性,还可以包括:In order to avoid subjective factors causing deviation in maturity assessment and improve the accuracy of maturity assessment, it may also include:
反馈权重确定单元,用于根据针对所述企业数字中台的用户反馈数据,确定指标反馈权重。The feedback weight determination unit is configured to determine the index feedback weight according to the user feedback data for the enterprise digital center.
目标权重确定单元,用于根据所述指标反馈权重和所述指标基础权重,确定指标目标权重;具体用于将所述指标反馈权重和所述指标基础权重按照重要程度比例进行加权平均,确定所述指标目标权重。The target weight determining unit is used to determine the target weight of the target according to the feedback weight of the target and the basic weight of the target; specifically, it is used to carry out weighted average of the feedback weight of the target and the basic weight of the target according to the importance degree ratio, and determine the target weight of the target. Target weight of the above indicators.
替换单元,用于将所述指标基础权重替换为所述目标权重确定单元中的所述指标目标权重。A replacement unit, configured to replace the basic weight of the index with the target weight of the index in the target weight determination unit.
所述反馈权重确定单元可以包括:目标数据确定子单元,用于根据所述企业数字中台构建的用户反馈数据集,确定所述用户反馈数据集中是否包括满足调整条件的目标反馈数据;其中,所述调整条件为设置的满足调整所述评估指标的权重要求的条件;所述反馈权重确定单元具体可以为,当所述目标数据确定子单元的确定结果为是时,根据所述目标反馈数据,确定所述指标反馈权重。The feedback weight determination unit may include: a target data determination subunit, configured to determine whether the user feedback data set includes target feedback data that meets adjustment conditions according to the user feedback data set constructed by the enterprise digital center; wherein, The adjustment condition is a set condition that satisfies the requirement for adjusting the weight of the evaluation index; the feedback weight determination unit may specifically be, when the determination result of the target data determination subunit is yes, according to the target feedback data , to determine the indicator feedback weight.
其中,目标数据确定子单元具体可以用于根据所述企业数字中台构建的用户反馈数据集,确定所述用户反馈数据集中是否包括对所述用户反馈数据的记录状态满足记录要求的所述目标反馈数据。当所述目标数据确定子单元的确定结果为是时,还包括:阈值确定子单元,用于确定所述目标反馈数据的数量是否满足设置的数量阈值;若所述阈值确定子单元的确定结果为是,则执行所述根据所述目标反馈数据,确定所述指标反馈权重。Wherein, the target data determination subunit can be specifically configured to determine whether the user feedback data set includes the target that the recording status of the user feedback data meets the recording requirements according to the user feedback data set constructed by the enterprise digital center feedback data. When the determination result of the target data determination subunit is yes, it also includes: a threshold determination subunit, configured to determine whether the quantity of the target feedback data satisfies the set quantity threshold; if the determination result of the threshold determination subunit If yes, the step of determining the indicator feedback weight according to the target feedback data is performed.
所述反馈权重确定单元执行根据所述目标反馈数据,确定所述指标反馈权重,可以包括:The feedback weight determining unit determines the index feedback weight according to the target feedback data, which may include:
构建子单元,用于根据所述目标反馈数据构建所述评估指标的反馈判断矩阵;Constructing a subunit for constructing a feedback judgment matrix of the evaluation index according to the target feedback data;
权重确定子单元,用于根据所述反馈判断矩阵确定所述评估指标基于所述目标反馈数据的所述指标反馈权重。A weight determining subunit, configured to determine the index feedback weight of the evaluation index based on the target feedback data according to the feedback judgment matrix.
在一些实施例中,所述权重确定子单元具体还可以用于:当相同所述评估指标的所述指标反馈权重包括至少两个权值时,将所述两个权值的均值确定为所述指标反馈权重。In some embodiments, the weight determination subunit may be specifically configured to: when the index feedback weight of the same evaluation index includes at least two weights, determine the mean value of the two weights as the The feedback weight of the above indicators.
基于上述对所述第二确定单元403的描述,所述第二确定单元403具体可以用于根据所述评估指标的分值和所述指标目标权重,确定与所述评估指标对应的所述评估维度的分值。Based on the above description of the second determining unit 403, the second determining unit 403 can be specifically configured to determine the evaluation corresponding to the evaluation index according to the score of the evaluation index and the target weight of the index. Dimension score.
在一些实施例中,还可以包括:维度基础权重确定单元,用于根据所述评估维度对于成熟度状态评估的重要程度等级,确定所述维度基础权重。In some embodiments, it may further include: a dimension basic weight determining unit, configured to determine the dimension basic weight according to the importance level of the assessment dimension for the maturity state assessment.
在一些实施例中,还可以包括:维度权重调整单元,用于根据所述企业数字中台的用户反馈数据,调整所述维度基础权重。所述调整单元包括:条件符合确定子单元和维度权重调整子单元,所述条件符合确定子单元,用于根据所述企业数字中台构建的用户反馈数据集,确定所述用户反馈数据集中是否包括满足调整条件的目标反馈数据;其中,所述调整条件为设置的满足调整所述维度基础权重要求的条件;所述维度权重调整子单元用于当所述条件符合确定子单元的确定结果为是时,根据所述目标反馈数据,对所述维度基础权重进行调整,确定维度目标权重。所述条件符合确定子单元具体用于根据所述企业数字中台构建的用户反馈数据集,确定所述用户反馈数据集中是否包括对所述用户反馈数据的记录状态满足记录要求的所述目标反馈数据。当所述条件符合确定子单元的确定结果为是时,进一步可以还包括:数量确定子单元,用于确定所述目标反馈数据的数量是否满足设置的数量阈值;所述数量确定子单元的确定结果为是时,执行所述维度权重调整子单元。In some embodiments, it may further include: a dimension weight adjustment unit, configured to adjust the dimension basic weight according to the user feedback data of the enterprise digital center. The adjustment unit includes: a condition conformity determination subunit and a dimension weight adjustment subunit, the condition conformity determination subunit is used to determine whether the user feedback data set is Including the target feedback data that meets the adjustment condition; wherein, the adjustment condition is a set condition that satisfies the requirement for adjusting the basic weight of the dimension; the dimension weight adjustment subunit is used when the condition meets the determination result of the determination subunit is If so, adjust the basic weight of the dimension according to the feedback data of the goal, and determine the goal weight of the dimension. The condition conformity determining subunit is specifically used to determine whether the user feedback data set includes the target feedback that the recording status of the user feedback data meets the recording requirements according to the user feedback data set constructed by the enterprise digital center data. When the determination result of the condition meets the determination subunit is yes, it may further include: a quantity determination subunit, configured to determine whether the quantity of the target feedback data satisfies the set quantity threshold; the determination of the quantity determination subunit When the result is yes, execute the dimension weight adjustment subunit.
所述维度权重调整子单元可以包括:函数构建子单元,选择子单元,值确定子单元和维度目标权重确定子单元,所述函数构建子单元,用于构建所述维度目标权重的维度目标函数;所述选择子单元,用于在统计的所述目标反馈数据的分值区间范围中,选择分值区间出现频率次数最大的分值区间;所述值确定子单元,用于将所述最大的分值区间的中间值确定为目标反馈值;所述维度目标权重确定子单元,用于根据所述评估维度的分值和所述目标反馈值建立的所述维度目标权重的约束条件,确定所述维度目标函数对应的所述维度目标权重。所述维度目标权重确定子单元具体用于,将所述约束条件的求解获取的所述维度目标函数为最小值对应的权重值,确定为所述维度目标权重。The dimension weight adjustment subunit may include: a function construction subunit, a selection subunit, a value determination subunit and a dimension target weight determination subunit, the function construction subunit is used to construct the dimension target function of the dimension target weight The selection subunit is used to select the score interval with the largest frequency of occurrences of the score interval in the score interval range of the target feedback data that is counted; the value determination subunit is used to set the maximum Determine the middle value of the score interval of the target feedback value as the target feedback value; the dimension target weight determining subunit is used to determine the The dimensional objective weight corresponding to the dimensional objective function. The dimensional target weight determination subunit is specifically configured to determine, as the dimensional target weight, the weight value corresponding to the minimum value of the dimensional target function obtained by solving the constraints.
所述第三确定单元404具体可以用于根据所述评估维度的分值和所述维度目标权重,确定所述企业数字中台的成熟度分值。The third determination unit 404 may be specifically configured to determine the maturity score of the enterprise digital center according to the score of the evaluation dimension and the target weight of the dimension.
所述第四确定单元405可以还包括:分值区间构建单元,用于根据所述企业数字中台能够满足使用阶段具备条件,构建所述企业数字中台成熟状态等级的标准分值区间。The fourth determination unit 405 may further include: a score interval construction unit, configured to construct a standard score interval for the maturity status level of the enterprise digital center according to the enterprise digital center meeting the conditions for use phase.
在一些实施例中,还可以包括:In some embodiments, may also include:
发送单元和/或输出单元,所述发送单元,用于将所述企业数字中台的成熟状态对应的等级阶段和/或所述等级阶段对应的分值区间发送到显示设备;所述输出单元,用于输出所述企业数字中台的成熟状态对应的等级阶段和/或所述等级阶段对应的分值区间。A sending unit and/or an output unit, the sending unit is used to send the grade stage corresponding to the mature state of the enterprise digital center and/or the score interval corresponding to the grade stage to the display device; the output unit , for outputting the grade stage corresponding to the maturity state of the enterprise digital center and/or the score range corresponding to the grade stage.
上述是对本申请提供的一种企业数字中台的成熟状态评估装置实施例的描述,关于装置实施例的具体内容可以参考上述方法实施例中的步骤S101到步骤S105的描述,此处对装置实施例仅为概要性描述。The above is a description of an embodiment of a mature state assessment device for an enterprise digital middle station provided by this application. For the specific content of the device embodiment, please refer to the description of steps S101 to S105 in the above method embodiment. Here, the device implements The examples are for general description only.
基于上述内容,本申请还提供一种企业数字中台的成熟度状态的评估交互方法,如图5所示,所述交互显示实施例包括:Based on the above content, the present application also provides an interactive method for evaluating the maturity status of an enterprise digital middle station, as shown in FIG. 5 , the interactive display embodiment includes:
步骤S501:接收对企业数字中台的成熟度评估的评估请求;Step S501: receiving an assessment request for the maturity assessment of the enterprise digital middle platform;
步骤S502:响应于所述评估请求,根据所述企业数字中台的成熟度分值位于构建的企业数字中台成熟状态等级的标准分值区间,确定的企业数字中台成熟度状态对应的等级阶段,其中,所述成熟状态表征所述企业数字中台运行的完备状态;Step S502: In response to the evaluation request, according to the maturity score of the enterprise digital center is within the standard score range of the established enterprise digital center maturity level, determine the level corresponding to the enterprise digital center maturity state stage, wherein the mature state represents the complete state of operation of the digital center of the enterprise;
步骤S503:输出所述等级阶段以及与所述等级阶段对应的参考信息,其中,所述参考 信息为用于描述所述等级阶段的下一阶段的信息和/或所述等级阶段对应待调整指标信息。Step S503: Output the grade stage and reference information corresponding to the grade stage, wherein the reference information is information describing the next stage of the grade stage and/or the grade stage corresponds to an index to be adjusted information.
其中,所述S503参考信息中的下一阶段的信息可以是包括显示所述评估维度的分值,成熟等级阶段对应等级的描述,距离下一阶段等级的描述;所述待调整指标信息可以是对当前成熟等级阶段的优化建议信息,即可以通过调整指标信息达到优化。所述下一阶段可以为用户设定的目标阶段或者是高于当前成熟等级的相邻下一等级阶段。Wherein, the information of the next stage in the reference information of S503 may include the score of the evaluation dimension, the description of the level corresponding to the stage of the maturity level, and the description of the level of the next stage; the information of the indicator to be adjusted may be For the optimization suggestion information of the current maturity level stage, the optimization can be achieved by adjusting the index information. The next stage may be a target stage set by the user or an adjacent next level stage higher than the current maturity level.
本实施例还可以根据所述优化建议信息,对相同业务场景下的评价指标建立优化路径,从而能够根据对某一评估指标以及对应的评估维度确定的成熟度状态,对相同或相匹配的业务场景下的评价指标同步调整,换言之,通过构建的优化建议闭环体系,使得在根据同步调整的评价指标进行相关成熟度状态评估时,能够到达较为理想的状态,减少重复调整,节约计算资源和存储资源。即:根据所述参考信息为所述评估指标建立优化路径;根据所述优化路径,对相同类型应用场景下的同类型评估指标进行相同的优化处理。例如:对于业务类型属于同一类型的企业,如电子商品交易类的企业,对使用企业数字中台的该类型部分或全部企业的企业数字中台进行相关成熟度评估的过程中,发现对于该类型企业,在进行企业数字中台成熟度评估时,所涉及的评估参数或评估指标有一定的共性,如该类型企业的评估指标中均包括bug数量、bug修复率、延迟率等指标,且这些参数/指标的权重值也有大小之分。且随着使用企业数字中台的该类型企业数量的增多,若发现针对该类型企业的评估参数/指标有所变化,如新增了某些重复率高的指标,或某些指标的权重值发生变化。即数字中台系统本身也会主动或被动的进行系统和数据的升级。This embodiment can also establish an optimization path for the evaluation indicators in the same business scenario according to the optimization suggestion information, so that the same or matching business The evaluation indicators in the scene are adjusted synchronously. In other words, the closed-loop system for optimization and suggestion is constructed so that when evaluating the relevant maturity status based on the synchronously adjusted evaluation indicators, it can reach an ideal state, reduce repeated adjustments, and save computing resources and storage. resource. That is: establishing an optimization path for the evaluation indicator according to the reference information; and performing the same optimization process on the evaluation indicators of the same type in the same type of application scenarios according to the optimization path. For example: For enterprises with the same type of business, such as electronic commodity trading enterprises, in the process of evaluating the relevant maturity of the enterprise digital middle platform of some or all enterprises of this type that use the enterprise digital middle platform, it is found that for this type For enterprises, when assessing the maturity of the enterprise digital middle platform, the evaluation parameters or evaluation indicators involved have certain commonality. The weight value of parameters/indicators also has different sizes. And with the increase in the number of enterprises of this type using the enterprise digital platform, if it is found that the evaluation parameters/indicators for this type of enterprise have changed, such as adding some indicators with a high repetition rate, or the weight value of some indicators change. That is to say, the digital middle station system itself will actively or passively upgrade the system and data.
由于同一类型企业的成熟度评估指标有以上共性或变化,当电商类企业A使用企业数字中台系统时,对企业A的企业数字中台系统进行成熟度评估后,可根据评估结果,为企业A推送评估信息,所述推送评估信息中可以包括针对相同类型企业,在相同业务场景下建议的更新的评估信息,评估启动时间,和/或,可调整的评估指标参考信息、下一次评估的成熟度状态等级等任意一种信息。Since the maturity assessment indicators of the same type of enterprises have the above commonality or changes, when e-commerce enterprise A uses the enterprise digital middle platform system, after evaluating the maturity of enterprise A's enterprise digital middle platform system, according to the evaluation results, it can be Enterprise A pushes evaluation information, which may include updated evaluation information recommended for the same type of enterprise under the same business scenario, evaluation start time, and/or adjustable evaluation index reference information, next evaluation Any kind of information such as the maturity status level of the
需要说明的是,同类型企业中可以抽取成熟度评估结果中的共性数据或公共数据,作为参考数据,以便同类型企业参考。同类型企业涉及的评估指标和评估维度等相关成熟度数据,在不具备获取权限下,将不会透出。It should be noted that common data or public data in the maturity assessment results can be extracted among enterprises of the same type as reference data for the reference of enterprises of the same type. Relevant maturity data such as evaluation indicators and evaluation dimensions involved in companies of the same type will not be revealed without access rights.
在本实施例中,对企业数字中台的成熟度评估的评估请求可以系统自动定期触发,对输出的参考信息也可以进行定期输出显示,还可以根据当前评估的输出结果提供下一次评估时间的启动时间,还可以根据当前评估的输出结果以及设置的成熟度预测值之间的差距提出下一次评估的启动时间以及应用场景下参数调整的参考范围,例如:当XX评估指标的分值或XX评估维度的分值,达到XX值时,满足成熟度预测值的要求。In this embodiment, the evaluation request for the maturity evaluation of the enterprise digital middle station can be automatically and regularly triggered by the system, and the output reference information can also be regularly output and displayed, and the next evaluation time can also be provided according to the output results of the current evaluation. Start-up time, you can also propose the start-up time of the next evaluation and the reference range for parameter adjustment in the application scenario based on the output of the current evaluation and the gap between the set maturity prediction value, for example: when the score of XX evaluation index or XX When the score of the evaluation dimension reaches XX value, it meets the requirement of maturity prediction value.
在一些实施例中,还可以包括:In some embodiments, may also include:
可以采用文本形式的描述信息和/或图表形式等进行输出显示。因此,成熟度相关信息的显示可以包括图表、数值等中的至少一种或多种显示形式。The descriptive information in the form of text and/or in the form of graphs can be used for output display. Therefore, the display of maturity-related information may include at least one or more display forms of graphs, numerical values, and the like.
基于上述内容,本申请还提供一种电子设备,如图6所示,所述电子设备实施例包括:Based on the above content, the present application also provides an electronic device, as shown in FIG. 6, the embodiment of the electronic device includes:
处理器601; Processor 601;
存储器602,用于存储对网络平台产生数据进行处理的程序,所述程序在被所述处理器读取执行时,执行如上所述的企业数字中台的成熟状态评估方法实施例中的步骤S101到步骤S105。The memory 602 is used to store a program for processing data generated by the network platform, and when the program is read and executed by the processor, it executes step S101 in the above-mentioned embodiment of the method for evaluating the maturity status of the enterprise digital center Go to step S105.
基于上述内容,本申请还提供一种计算机存储介质,用于存储网络平台产生数据,以及对应所述网络平台产生数据进行处理的程序;Based on the above content, the present application also provides a computer storage medium for storing data generated by the network platform, and a program for processing the data generated by the network platform;
所述程序在被处理器读取执行时,执行如上所述的企业数字中台的成熟状态评估方法实施例中步骤S101到步骤S105。When the program is read and executed by the processor, step S101 to step S105 in the above-mentioned embodiment of the method for evaluating the maturity status of the enterprise digital center are executed.
在一个典型的配置中,计算设备包括一个或多个处理器(CPU)、输入/输出接口、网络接口和内存。In a typical configuration, a computing device includes one or more processors (CPUs), input/output interfaces, network interfaces, and memory.
内存可能包括计算机可读介质中的非永久性存储器,随机存取存储器(RAM)和/或非易失性内存等形式,如只读存储器(ROM)或闪存(flash RAM)。内存是计算机可读介质的示例。Memory may include non-permanent storage in computer readable media, in the form of random access memory (RAM) and/or nonvolatile memory such as read-only memory (ROM) or flash RAM. Memory is an example of computer readable media.
1、计算机可读介质包括永久性和非永久性、可移动和非可移动媒体可以由任何方法或技术来实现信息存储。信息可以是计算机可读指令、数据结构、程序的模块或其他数据。计算机的存储介质的例子包括,但不限于相变内存(PRAM)、静态随机存取存储器(SRAM)、动态随机存取存储器(DRAM)、其他类型的随机存取存储器(RAM)、只读存储器(ROM)、电可擦除可编程只读存储器(EEPROM)、快闪记忆体或其他内存技术、只读光盘只读存储器(CD-ROM)、数字多功能光盘(DVD)或其他光学存储、磁盒式磁带,磁带磁磁盘存储或其他磁性存储设备或任何其他非传输介质,可用于存储可以被计算设备访问的信息。按照本文中的界定,计算机可读介质不包括非暂存电脑可读媒体(transitory media),如调制的数据信号和载波。1. Computer-readable media include permanent and non-permanent, removable and non-removable media. Information storage can be realized by any method or technology. Information may be computer readable instructions, data structures, modules of a program, or other data. Examples of computer storage media include, but are not limited to, phase change memory (PRAM), static random access memory (SRAM), dynamic random access memory (DRAM), other types of random access memory (RAM), read only memory (ROM), Electrically Erasable Programmable Read-Only Memory (EEPROM), Flash memory or other memory technology, Compact Disc Read-Only Memory (CD-ROM), Digital Versatile Disc (DVD) or other optical storage, Magnetic tape cartridge, tape magnetic disk storage or other magnetic storage device or any other non-transmission medium that can be used to store information that can be accessed by a computing device. As defined herein, computer-readable media excludes non-transitory computer-readable media, such as modulated data signals and carrier waves.
2、本领域技术人员应明白,本申请的实施例可提供为方法、系统或计算机程序产品。因此,本申请可采用完全硬件实施例、完全软件实施例或结合软件和硬件方面的实施例的形式。而且,本申请可采用在一个或多个其中包含有计算机可用程序代码的计算机可用存储介质(包括但不限于磁盘存储器、CD-ROM、光学存储器等)上实施的计算机程序产品的形式。2. Those skilled in the art should understand that the embodiments of the present application may be provided as methods, systems or computer program products. Accordingly, the present application can take the form of an entirely hardware embodiment, an entirely software embodiment or an embodiment combining software and hardware aspects. Furthermore, the present application may take the form of a computer program product embodied on one or more computer-usable storage media (including but not limited to disk storage, CD-ROM, optical storage, etc.) having computer-usable program code embodied therein.
本申请虽然以较佳实施例公开如上,但其并不是用来限定本申请,任何本领域技术人员在不脱离本申请的精神和范围内,都可以做出可能的变动和修改,因此本申请的保护范围应当以本申请权利要求所界定的范围为准。Although the present application is disclosed as above with preferred embodiments, it is not used to limit the present application. Any person skilled in the art can make possible changes and modifications without departing from the spirit and scope of the present application. Therefore, the present application The scope of protection should be based on the scope defined by the claims of this application.

Claims (24)

  1. 一种企业数字中台的成熟状态评估方法,包括:A method for assessing the maturity status of an enterprise digital center, including:
    根据企业数字中台中的结构化数据构建评估数据指标体系;其中,所述评估数据指标体系包括:评估维度以及与所述评估维度对应的评估指标;An evaluation data index system is constructed according to the structured data in the enterprise digital center; wherein, the evaluation data index system includes: evaluation dimensions and evaluation indicators corresponding to the evaluation dimensions;
    根据获取的所述评估指标的数值和设置的所述评估指标的目标值,确定所述评估指标的分值;determining the score of the evaluation index according to the obtained value of the evaluation index and the set target value of the evaluation index;
    根据所述评估指标的分值和获取的所述评估指标的指标基础权重,确定与所述评估指标对应的所述评估维度的分值;determining the score of the evaluation dimension corresponding to the evaluation index according to the score of the evaluation index and the obtained index basic weight of the evaluation index;
    根据所述评估维度的分值和确定的所述评估维度的维度基础权重,确定所述企业数字中台的成熟度分值;Determine the maturity score of the enterprise digital center according to the score of the assessment dimension and the determined dimension basis weight of the assessment dimension;
    根据所述成熟度分值位于构建的企业数字中台成熟状态等级的标准分值区间,确定所述企业数字中台的成熟状态对应的等级阶段;其中,所述成熟状态表征所述企业数字中台运行的完备状态。According to the standard score interval where the maturity score is located in the mature state level of the established enterprise digital center, determine the level stage corresponding to the maturity state of the enterprise digital center; wherein, the maturity state represents the enterprise digital center The complete state of operation of the platform.
  2. 根据权利要求1所述的企业数字中台的成熟状态评估方法,其中,所述根据获取的所述评估指标的数值和设置的所述评估指标的目标值,确定所述评估指标的分值,包括:The method for assessing the maturity state of an enterprise digital middle station according to claim 1, wherein, the score of the evaluation index is determined according to the obtained value of the evaluation index and the set target value of the evaluation index, include:
    根据所述评估指标的指标特点,将所述评估指标划分为第一类评估指标和第二类评估指标至少两种类型的评估指标,所述第一类评估指标为极大型评估指标;所述第二类评估指标为极小型评估指标;According to the index characteristics of the evaluation index, the evaluation index is divided into at least two types of evaluation indexes, the first type of evaluation index and the second type of evaluation index, and the first type of evaluation index is a very large evaluation index; The second type of evaluation indicators are very small evaluation indicators;
    根据所述评估指标的数值和所述目标值,确定所述第一类评估指标的分值和第二类评估指标的分值。According to the value of the evaluation index and the target value, the score of the first type of evaluation index and the score of the second type of evaluation index are determined.
  3. 根据权利要求2所述的企业数字中台的成熟状态评估方法,其中,所述根据所述评估指标的分值和获取的所述评估指标的指标基础权重,确定与所述评估指标对应的所述评估维度的分值,包括:The method for assessing the maturity state of an enterprise digital middle station according to claim 2, wherein, according to the score of the evaluation index and the obtained index basis weight of the evaluation index, determine the corresponding evaluation index Scores for the above assessment dimensions, including:
    根据所述第一类评估指标的分值和所述第二类评估指标的分值,以及所述第一类评估指标和所述第二类评估指标分别对应的所述指标基础权重,确定所述评估维度的分值。According to the scores of the first type of evaluation indicators and the scores of the second type of evaluation indicators, and the index base weights respectively corresponding to the first type of evaluation indicators and the second type of evaluation indicators, determine the The scores of the above evaluation dimensions.
  4. 根据权利要求1或3所述的企业数字中台的成熟状态评估方法,其中,还包括:The method for assessing the maturity status of an enterprise digital center according to claim 1 or 3, further comprising:
    根据针对所述企业数字中台的用户反馈数据,确定指标反馈权重;Determine the index feedback weight according to the user feedback data for the enterprise digital center;
    根据所述指标反馈权重和所述指标基础权重,确定指标目标权重;determining an indicator target weight according to the indicator feedback weight and the indicator basic weight;
    将所述指标基础权重替换为所述指标目标权重。Replace the indicator base weight with the indicator target weight.
  5. 根据权利要求4所述的企业数字中台的成熟状态评估方法,其中,所述根据针对所述企业数字中台的用户反馈数据,确定指标反馈权重,包括:The method for assessing the maturity state of an enterprise digital center according to claim 4, wherein said determining index feedback weights according to user feedback data for said enterprise digital center includes:
    根据所述企业数字中台构建的用户反馈数据集,确定所述用户反馈数据集中是否包括满足调整条件的目标反馈数据;其中,所述调整条件为设置的满足调整所述评估指标的权重要求的条件;According to the user feedback data set constructed by the enterprise digital center, determine whether the user feedback data set includes target feedback data that meets the adjustment condition; wherein, the adjustment condition is set to meet the weight requirements for adjusting the evaluation index condition;
    若是,根据所述目标反馈数据,确定所述指标反馈权重。If so, determine the index feedback weight according to the target feedback data.
  6. 根据权利要求5所述的企业数字中台的成熟状态评估方法,其中,所述根据所述企业数字中台构建的用户反馈数据集,确定所述用户反馈数据集中是否包括满足调整条件的目标反馈数据,包括:The method for assessing the maturity state of an enterprise digital center according to claim 5, wherein, according to the user feedback data set constructed by the enterprise digital center, it is determined whether the user feedback data set includes target feedback that meets the adjustment conditions data, including:
    根据所述企业数字中台构建的用户反馈数据集,确定所述用户反馈数据集中是否包括 对所述用户反馈数据的记录状态满足记录要求的所述目标反馈数据。According to the user feedback data set constructed by the enterprise digital center, determine whether the user feedback data set includes the target feedback data that meets the record requirements for the recording status of the user feedback data.
  7. 根据权利要求6所述的企业数字中台的成熟状态评估方法,其中,当所述确定所述用户反馈数据集中是否包括对所述用户反馈数据的记录状态满足记录要求的所述目标反馈数据所述根据所述目标反馈数据,为是时,还包括:The method for assessing the maturity status of an enterprise digital middle station according to claim 6, wherein, when determining whether the user feedback data set includes the target feedback data whose recording status of the user feedback data meets the recording requirements According to the target feedback data, if yes, it also includes:
    确定所述目标反馈数据的数量是否满足设置的数量阈值;determining whether the quantity of the target feedback data satisfies a set quantity threshold;
    若是,则执行所述根据所述目标反馈数据,确定所述指标反馈权重。If yes, the step of determining the index feedback weight according to the target feedback data is performed.
  8. 根据权利要求5所述的企业数字中台的成熟状态评估方法,所述根据所述目标反馈数据,确定所述指标反馈权重,包括:According to the method for assessing the maturity state of an enterprise digital middle station according to claim 5, said determining said index feedback weight according to said target feedback data includes:
    根据所述目标反馈数据构建所述评估指标的反馈判断矩阵;Constructing a feedback judgment matrix of the evaluation index according to the target feedback data;
    根据所述反馈判断矩阵确定所述评估指标基于所述目标反馈数据的所述指标反馈权重。The indicator feedback weight of the evaluation indicator based on the target feedback data is determined according to the feedback judgment matrix.
  9. 根据权利要求8所述的企业数字中台的成熟状态评估方法,其中,还包括:The method for assessing the maturity status of an enterprise digital center according to claim 8, further comprising:
    当相同所述评估指标的所述指标反馈权重包括至少两个权值时,将所述两个权值的均值确定为所述指标反馈权重。When the index feedback weight of the same evaluation index includes at least two weights, the mean value of the two weights is determined as the index feedback weight.
  10. 根据权利要求9所述的企业数字中台的成熟状态评估方法,其中,所述根据所述指标反馈权重和所述指标基础权重,确定指标目标权重,包括:The method for assessing the maturity state of an enterprise digital middle station according to claim 9, wherein said determining an indicator target weight according to said indicator feedback weight and said indicator basic weight includes:
    将所述指标反馈权重和所述指标基础权重按照重要程度比例进行加权平均,确定所述指标目标权重。The index feedback weight and the index basic weight are weighted and averaged according to the importance ratio to determine the index target weight.
  11. 根据权利要求4所述的企业数字中台的成熟状态评估方法,其中,所述根据所述评估指标的分值和获取的所述评估指标的指标基础权重,确定与所述评估指标对应的所述评估维度的分值,包括:The method for assessing the maturity state of an enterprise digital middle station according to claim 4, wherein, according to the score of the evaluation index and the obtained index basis weight of the evaluation index, determine the corresponding evaluation index Scores for the above assessment dimensions, including:
    根据所述评估指标的分值和所述指标目标权重,确定与所述评估指标对应的所述评估维度的分值。The score of the evaluation dimension corresponding to the evaluation index is determined according to the score of the evaluation index and the target weight of the index.
  12. 根据权利要求1所述的企业数字中台的成熟状态评估方法,其中,还包括:The method for assessing the maturity status of an enterprise digital center according to claim 1, further comprising:
    根据所述企业数字中台的用户反馈数据,调整所述维度基础权重。Adjust the basic weight of the dimension according to the user feedback data of the enterprise digital center.
  13. 根据权利要求12所述的企业数字中台的成熟状态评估方法,其中,所述根据针对所述企业数字中台的用户反馈数据,调整所述维度基础权重,包括:The method for evaluating the maturity status of an enterprise digital center according to claim 12, wherein said adjusting the basic weight of the dimension according to the user feedback data for said enterprise digital center includes:
    根据所述企业数字中台构建的用户反馈数据集,确定所述用户反馈数据集中是否包括满足调整条件的目标反馈数据;其中,所述调整条件为设置的满足调整所述维度基础权重要求的条件;According to the user feedback data set constructed by the enterprise digital center, determine whether the user feedback data set includes target feedback data that meets the adjustment condition; wherein, the adjustment condition is the set condition that meets the requirement for adjusting the basic weight of the dimension ;
    若是,根据所述目标反馈数据,对所述维度基础权重进行调整,确定维度目标权重。If so, according to the target feedback data, adjust the basic weight of the dimension to determine the target weight of the dimension.
  14. 根据权利要求13所述的企业数字中台的成熟状态评估方法,其中,所述根据所述企业数字中台构建的用户反馈数据集,确定所述用户反馈数据集中是否包括满足调整条件的目标反馈数据,包括:The method for assessing the maturity state of an enterprise digital center according to claim 13, wherein, according to the user feedback data set constructed by the enterprise digital center, it is determined whether the user feedback data set includes target feedback that satisfies adjustment conditions data, including:
    根据所述企业数字中台构建的用户反馈数据集,确定所述用户反馈数据集中是否包括对所述用户反馈数据的记录状态满足记录要求的所述目标反馈数据。According to the user feedback data set constructed by the enterprise digital center, it is determined whether the user feedback data set includes the target feedback data whose recording status of the user feedback data meets the recording requirements.
  15. 根据权利要求13所述的企业数字中台的成熟状态评估方法,其中,当所述确定所述用户反馈数据集中是否包括对所述用户反馈数据的记录状态满足记录要求的所述目标反馈数据所述根据所述目标反馈数据,为是时,还包括:The method for assessing the maturity state of an enterprise digital middle station according to claim 13, wherein when determining whether the user feedback data set includes the target feedback data whose recording status of the user feedback data meets the recording requirements According to the target feedback data, if yes, it also includes:
    确定所述目标反馈数据的数量是否满足设置的数量阈值;determining whether the quantity of the target feedback data satisfies a set quantity threshold;
    若是,则执行所述根据所述目标反馈数据,对所述维度基础权重进行调整,确定维度目标权重。If so, perform the step of adjusting the dimensional basic weights according to the target feedback data to determine the dimensional target weights.
  16. 根据权利要求13所述的企业数字中台的成熟状态评估方法,其中,所述根据所述目标反馈数据,对所述维度基础权重进行调整,确定维度目标权重,包括:The method for assessing the maturity state of an enterprise digital middle station according to claim 13, wherein said adjusting the basic weight of the dimension according to the target feedback data to determine the target weight of the dimension comprises:
    构建所述维度目标权重的维度目标函数;constructing a dimensional objective function of the dimensional objective weight;
    在统计的所述目标反馈数据的分值区间范围中,选择分值区间出现频率次数最大的分值区间;In the score interval range of the target feedback data that is counted, select the score interval with the largest frequency of occurrence of the score interval;
    将所述最大的分值区间的中间值确定为目标反馈值;determining the middle value of the largest score interval as the target feedback value;
    根据所述评估维度的分值和所述目标反馈值建立的所述维度目标权重的约束条件,确定所述维度目标函数对应的所述维度目标权重。The dimensional target weight corresponding to the dimensional target function is determined according to the constraint condition of the dimensional target weight established by the score of the evaluation dimension and the target feedback value.
  17. 根据权利要求16所述的企业数字中台的成熟状态评估方法,其中,所述根据所述评估维度的分值和所述目标反馈值建立的所述维度目标权重的约束条件,确定所述维度目标函数对应的所述维度目标权重,包括:The method for assessing the maturity state of an enterprise digital center according to claim 16, wherein, the dimension is determined according to the constraint condition of the dimension target weight established according to the score of the assessment dimension and the target feedback value The dimension target weight corresponding to the target function includes:
    将所述约束条件的求解获取的所述维度目标函数为最小值对应的权重值,确定为所述维度目标权重。The weight value corresponding to the minimum value of the dimensional objective function obtained by solving the constraint condition is determined as the dimensional objective weight.
  18. 根据权利要求13所述的企业数字中台的成熟状态评估方法,其中,所述根据所述评估维度的分值和确定的所述评估维度的维度基础权重,确定所述企业数字中台的成熟度分值,包括:The method for assessing the maturity status of the enterprise digital middle platform according to claim 13, wherein the maturity of the enterprise digital middle platform is determined according to the score of the evaluation dimension and the determined dimension basis weight of the evaluation dimension Degree points, including:
    根据所述评估维度的分值和所述维度目标权重,确定所述企业数字中台的成熟度分值。According to the scores of the assessment dimensions and the target weights of the dimensions, the maturity scores of the enterprise digital center are determined.
  19. 根据权利要求1所述的企业数字中台的成熟状态评估方法,其中,所述根据所述成熟度分值位于构建的企业数字中台成熟状态等级的标准分值区间,确定所述企业数字中台的成熟状态对应的等级阶段,还包括:The method for assessing the maturity state of an enterprise digital center according to claim 1, wherein, according to said maturity score being located in the standard score interval of the established enterprise digital center maturity level, determining said enterprise digital center The grade stage corresponding to the maturity status of the platform also includes:
    根据所述企业数字中台能够满足使用阶段具备条件,构建所述企业数字中台成熟状态等级的标准分值区间。According to the enterprise digital middle platform being able to meet the conditions for the use stage, the standard score range of the maturity status level of the enterprise digital middle platform is constructed.
  20. 根据权利要求1所述的企业数字中台的成熟状态评估方法,其中,还包括:The method for assessing the maturity status of an enterprise digital center according to claim 1, further comprising:
    将所述企业数字中台的成熟状态对应的等级阶段和/或所述等级阶段对应的分值区间发送到显示设备,或者,输出所述企业数字中台的成熟状态对应的等级阶段和/或所述等级阶段对应的分值区间。Send the grade stage corresponding to the maturity state of the enterprise digital center and/or the score interval corresponding to the grade stage to the display device, or output the grade stage and/or corresponding to the maturity state of the enterprise digital center The score interval corresponding to the level stage.
  21. 一种企业数字中台的成熟度状态的评估交互方法,包括:An interactive method for assessing the maturity state of an enterprise digital center, including:
    接收对企业数字中台的成熟度评估的评估请求;Receive an assessment request for a maturity assessment of the enterprise digital middle office;
    响应于所述评估请求,根据所述企业数字中台的成熟度分值位于构建的企业数字中台成熟状态等级的标准分值区间,确定的企业数字中台成熟度状态对应的等级阶段,其中,所述成熟状态表征所述企业数字中台运行的完备状态;In response to the evaluation request, according to the maturity score of the enterprise digital middle station is within the standard score range of the constructed enterprise digital middle station maturity state level, the grade stage corresponding to the enterprise digital middle station maturity state is determined, wherein , the mature state represents the complete state of operation of the digital center of the enterprise;
    输出所述等级阶段以及与所述等级阶段对应的参考信息,其中,所述参考信息为用于描述所述等级阶段的下一阶段的信息和/或所述等级阶段对应待调整指标信息。Outputting the grade stage and reference information corresponding to the grade stage, wherein the reference information is information describing a next stage of the grade stage and/or the grade stage corresponds to index information to be adjusted.
  22. 根据权利要求21所述的企业数字中台的成熟度状态的评估交互方法,其中,还包括:The interactive method for assessing the maturity state of an enterprise digital center according to claim 21, further comprising:
    根据所述参考信息为所述评估指标建立优化路径;establishing an optimization path for the evaluation index according to the reference information;
    根据所述优化路径,对相同类型应用场景下的同类型评估指标进行相同的优化处理。According to the optimization path, the same optimization process is performed on the same type of evaluation indicators in the same type of application scenarios.
  23. 一种计算机存储介质,用于存储网络平台产生数据,以及对应所述网络平台产生数据进行处理的程序;A computer storage medium, used for storing data generated by the network platform, and a program for processing the data generated by the network platform;
    所述程序在被处理器读取执行时,执行如上述权利要求1-20任意一项所述的企业数字中台的成熟状态评估方法;或者,执行如上述权利要求21或22所述的企业数字中台的成熟度状态的交互方法。When the program is read and executed by the processor, it executes the method for assessing the maturity status of the digital center of an enterprise as described in any one of claims 1-20 above; or, executes the enterprise as described in claim 21 or 22 above An interactive approach to the maturity status of the digital middle office.
  24. 一种电子设备,包括:An electronic device comprising:
    处理器;processor;
    存储器,用于存储对网络平台产生数据进行处理的程序,所述程序在被所述处理器读取执行时,执行如上述权利要求1-20任意一项所述的企业数字中台的成熟状态评估方法;或者,执行如上述权利要求21或22所述的企业数字中台的成熟度状态的交互方法。The memory is used to store the program for processing the data generated by the network platform, and when the program is read and executed by the processor, it executes the mature state of the enterprise digital middle station as described in any one of the above claims 1-20 An evaluation method; or, an interactive method for performing the maturity state of an enterprise digital center as described in claim 21 or 22 above.
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