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CN108470228A - Financial data auditing method and audit system - Google Patents

Financial data auditing method and audit system Download PDF

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CN108470228A
CN108470228A CN201710096172.7A CN201710096172A CN108470228A CN 108470228 A CN108470228 A CN 108470228A CN 201710096172 A CN201710096172 A CN 201710096172A CN 108470228 A CN108470228 A CN 108470228A
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杨扬
李有华
王伟建
李成仁
王琳璘
尤培培
樊进
张宏伟
宋佳
陈刚
林伟民
杜渐
陈茜
李阳
郑天娇
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State Grid Energy Research Institute Co Ltd
Yuanguang Software Co Ltd
Jinzhou Power Supply Co of State Grid Liaoning Electric Power Co Ltd
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State Grid Energy Research Institute Co Ltd
Yuanguang Software Co Ltd
Jinzhou Power Supply Co of State Grid Liaoning Electric Power Co Ltd
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    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
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Abstract

The invention discloses a kind of financial data auditing method and audit system, this method includes obtaining financial affair work data, and acquired financial affair work data include at least flow instance data and fixed assets data, will be in the storage to data warehouse of financial affair work data;At least one business diagnosis model is set, and the financial affair work data stored in data warehouse are analyzed by Distributed Calculation big data platform system;The result information that analysis obtains is stored in on-line analysis library, and analysis result is transmitted to and is checked on application server online;Check that analysis result is transmitted to terminal installation by application server by the form of report online.The system includes data acquisition module, big data platform module, data display module, for realizing above-mentioned auditing method.The present invention can reduce the cost of checking of enterprise, and improve the efficiency checked.

Description

财务数据稽核方法及稽核系统Financial data audit method and audit system

技术领域technical field

本发明涉及企业信息管理领域,尤其涉及一种对企业财务数据稽核的方法及实现这种方法的装置。The invention relates to the field of enterprise information management, in particular to a method for auditing enterprise financial data and a device for realizing the method.

背景技术Background technique

企业在运营过程中产生大量的财务数据,例如企业的营业收入、运营开支,并且根据企业的不同财务数据可以计算出企业的盈利状况,如利润等。由于财务的原始数据量非常大,而且数据类型非常多,因此往往需要对财务数据进行稽核,而财务稽核系统是一种常用于对财务数据进行稽核的工具。A large amount of financial data is generated during the operation of the enterprise, such as the operating income and operating expenses of the enterprise, and the profitability of the enterprise, such as profit, can be calculated according to different financial data of the enterprise. Since the amount of original financial data is very large and there are many types of data, it is often necessary to audit financial data, and the financial audit system is a tool commonly used for auditing financial data.

在财务在线稽核系统中,通过稽核规则在线自动检索预警方法在财务稽核以及财务风险防范工作中发挥了很大的作用,经过几年的不断深化应用,虽然对在线自动检索预警方法不断地优化改进,采用内存计算、数据库分离等技术提升稽核执行性能,但是由于稽核面对的源数据量越来越大、源数据的种类也不断拓展,例如原始凭证、文本数据等,对稽核方法的要求也不断提升。因此需要对现有财务在线稽核的技术进行完善与改进。In the financial online audit system, the online automatic retrieval and early warning method through the audit rules has played a great role in financial audit and financial risk prevention. After several years of continuous deepening and application, although the online automatic retrieval early warning method has been continuously optimized and improved In-memory computing, database separation and other technologies are used to improve the performance of audit execution. However, due to the increasing amount of source data audits face and the continuous expansion of source data types, such as original vouchers and text data, the requirements for audit methods are also increasing. constantly improving. Therefore, it is necessary to perfect and improve the existing financial online auditing technology.

现在的在线财务稽核系统主要有以下问题:The current online financial audit system mainly has the following problems:

第一,无法满足大数据的处理需求。在大集中部署条件下,财务稽核需要处理财务及业务方面多个地区的数据,在数据库级别的数据量财务单表最大纪录数可以达到上亿条,业务与现有财务稽核相似,经过长时间的运行,业务数据可能增加到数十亿条,这样需要非常大容量的服务器来存储这些数据。随着财务在线稽核应用的不断深入,后续需要对大量的半结构化数据以及非结构化数据进行数据处理,因此在财务稽核中使用大数据技术是必然趋势。First, it cannot meet the processing requirements of big data. Under the conditions of large-scale centralized deployment, financial audit needs to process data in multiple regions in terms of finance and business. The maximum number of records in a single financial table at the database level can reach hundreds of millions. The business is similar to the existing financial audit. After a long time The operation of business data may increase to billions, which requires a very large-capacity server to store these data. With the continuous deepening of financial online audit applications, subsequent data processing of a large amount of semi-structured data and unstructured data is required, so the use of big data technology in financial audits is an inevitable trend.

第二,现在的财务在线稽核方法较为单一,不能满足日益增长的稽核需求,因此,财务稽核方法也需要适应时代要求,因此新型稽核理论框架及相应的技术方法非常有必要。Second, the current financial online audit method is relatively simple and cannot meet the growing audit needs. Therefore, the financial audit method also needs to adapt to the requirements of the times. Therefore, a new audit theoretical framework and corresponding technical methods are very necessary.

发明内容Contents of the invention

本发明的主要目的是提供一种能够降低稽核费用且稽核效率高的财务数据稽核方法。The main purpose of the present invention is to provide a financial data auditing method capable of reducing auditing costs and having high auditing efficiency.

本发明的另一目的是提供一种使用范围更广且能够减小人工操作的财务数据稽核系统。Another object of the present invention is to provide a financial data auditing system that can be used more widely and can reduce manual operations.

为了实现上述的主要目的,本发明提供的财务数据稽核方法包括获取财务业务数据,所获取的财务业务数据至少包括流程实例数据以及固定资产数据等,将财务业务数据存储到数据仓库中;设置至少一个业务分析模型,并通过分布式计算大数据平台系统对业务数据进行分析;将分析获得的结果信息存储在联机分析库中,并且将分析结果传输至在线稽核应用服务器上;最后在线稽核应用服务器将分析结果通过报表的形式传输至终端装置。In order to achieve the above-mentioned main purpose, the financial data auditing method provided by the present invention includes acquiring financial business data, the acquired financial business data at least includes process instance data and fixed asset data, etc., storing the financial business data in the data warehouse; setting at least A business analysis model, and analyze the business data through the distributed computing big data platform system; store the result information obtained from the analysis in the online analysis database, and transmit the analysis results to the online audit application server; finally, the online audit application server The analysis results are transmitted to the terminal device in the form of reports.

一个优选的方案是,获取的财务业务数据为流程实例数据以及内控系统的标准流程数据;该方法还包括:采集财务业务数据后,通过流程名称、流程ID设置标准流程与实例流程映射关系,并将采集的数据存储在分布式计算大数据平台系统中;业务分析模型为稽核规则模型,根据稽核规则模型对流程实例数据以及内控系统的标准流程数据进行分析。A preferred solution is that the obtained financial business data is process instance data and standard process data of the internal control system; the method also includes: after collecting the financial business data, setting the mapping relationship between the standard process and the instance process through the process name and process ID, and The collected data is stored in the distributed computing big data platform system; the business analysis model is the audit rule model, and the process instance data and the standard process data of the internal control system are analyzed according to the audit rule model.

一个可选的方案是,获取财务业务数据包括设置稽核指标,设置取数公式并根据公式获取数据;设置指标的执行周期,并设置预警级别和预警消息;获取预设的指标的实例数据,并从报表中获取数据,展示所获取的数据。An optional solution is that obtaining financial business data includes setting audit indicators, setting access formulas and obtaining data according to the formulas; setting the execution cycle of indicators, and setting warning levels and warning messages; obtaining instance data of preset indicators, and Obtain data from the report and display the obtained data.

另一个可选的方案是,财务业务数据为利润报表数据、用户数据、营业收入数据;业务分析模型为分析性复核法模型;对财务业务数据分析包括应用分析性复核法模型对财务业务数据进行数据分析,并生成利润趋势分析表和明细分析数据,并对业务期间进行多维查询。Another optional solution is that the financial business data is profit statement data, user data, and operating income data; the business analysis model is an analytical review model; the analysis of financial business data includes applying the analytical review model to the financial business data. Data analysis, and generate profit trend analysis table and detailed analysis data, and perform multi-dimensional query on business period.

另一个可选的方案是,财务业务数据为财务管控账务数据,业务分析模型为账龄计算模型;对财务业务数据分析包括通过账龄计算模型进行数据分析,并生成账龄分析数据。Another optional solution is that the financial business data is financial control account data, and the business analysis model is an aging calculation model; the analysis of financial business data includes data analysis through the aging calculation model and generation of aging analysis data.

另一个可选的方案是,财务业务数据为固定资产数据;对财务业务数据分析包括采用固定资产综合抽样方法,通过抽样算法、样本量、单位信息进行抽样分析,并生成对应的抽样数据;分析结果以图表的形式展示。Another option is that the financial business data is fixed asset data; the analysis of financial business data includes the use of a comprehensive sampling method for fixed assets, sampling and analysis through sampling algorithms, sample sizes, and unit information, and generating corresponding sampling data; analysis The results are presented in the form of graphs.

为了实现上述的另一目的,本发明还提供的财务数据稽核装置包括数据获取模块,用于获取财务业务数据,所获取的财务业务数据至少包括流程实例数据、固定资产数据等;大数据平台模块,用于将财务业务数据存储到数据仓库中,并设置至少一个业务分析模型,并通过分布式计算大数据平台系统对数据仓库中所存储的财务业务数据进行分析,将分析获得的结果信息存储在联机分析库中,并且将分析结果传输至在线稽核应用服务器上;数据展示模块,用于将分析结果通过报表的形式传输至终端装置。In order to achieve the above-mentioned another purpose, the financial data auditing device provided by the present invention includes a data acquisition module for acquiring financial business data, and the acquired financial business data includes at least process instance data, fixed asset data, etc.; big data platform module , for storing financial business data in the data warehouse, and setting at least one business analysis model, and analyzing the financial business data stored in the data warehouse through the distributed computing big data platform system, and storing the result information obtained from the analysis In the online analysis library, the analysis results are transmitted to the online audit application server; the data display module is used to transmit the analysis results to the terminal device in the form of reports.

一个优选的方案是,还包括安全控制模块,用于在数据采集、存储、计算、分析过程中进行安全认证,安全认证至少包括身份验证、授权过程和输入验证。A preferred solution is to further include a security control module for performing security authentication during data collection, storage, calculation, and analysis. Security authentication includes at least identity verification, authorization process and input verification.

一个优选的方案是,还包括配置管理模块,用于监测大数据环境的集群运维、服务监控、资源监控以及异常告警。A preferred solution is to further include a configuration management module, which is used to monitor cluster operation and maintenance, service monitoring, resource monitoring and abnormal alarm of the big data environment.

一个优选的方案是,还包括服务调度模块,用于执行任务调度,任务调度至少包括数据采集任务、数据计算任务、数据分析任务的调度。A preferred solution is to further include a service scheduling module for performing task scheduling, and the task scheduling includes at least the scheduling of data collection tasks, data calculation tasks, and data analysis tasks.

由上述方案可见,本发明的财务数据稽核方法及稽核系统可以应用于完善在线稽核功能,拓展和指导在线稽核业务应用,对促进在线稽核的深化应用有重要作用。通过本发明的方法对风险稽核点进行整合研判,整合稽核资源,减少现场稽核量,提高在线稽核的效率与效果。并且,本发明可以降低公司稽核费用,例如,在实际稽核工作中实施运用信息系统检查法、考核指标监控法等新型稽核方法,将大幅减少组织现场稽核等各类费用。It can be seen from the above scheme that the financial data audit method and audit system of the present invention can be applied to improve the online audit function, expand and guide the application of online audit business, and play an important role in promoting the deepening application of online audit. Through the method of the present invention, risk audit points are integrated, researched and judged, audit resources are integrated, the amount of on-site audits is reduced, and the efficiency and effect of online audits are improved. Moreover, the present invention can reduce company auditing costs. For example, implementing new auditing methods such as information system inspection method and assessment index monitoring method in actual audit work will greatly reduce various expenses such as organizing on-site auditing.

另外,本发明可以拓展在线稽核使用范围,通过运用信息系统检查法、考核指标监控法、抽样法、重新计算法、分析性复核法等新型稽核方法,财务稽核范围将由财务会计单证表稽核延伸至业务各个前端单据、合同、计划等,以及办公事务单证表等,将扩大财务稽核覆盖面。此外,本发明还可以提高财务稽核的工作效率,减少人工稽核的工作量。通过运用智能稽核技术平台和大数据技术平台等新型信息技术,采用大数据处理技术Hadoop和Hive,大大降低稽核工作量。另外,本发明还可以减少公司风险损失和内控损失,由于本发明改变了现有只稽核风险稽核点的模式,开创全视角在线稽核的新思路,快速识别公司业务经营风险点,从全局的角度全面降低公司风险损失和内控损失。In addition, the present invention can expand the scope of online auditing. By using new auditing methods such as information system inspection method, assessment index monitoring method, sampling method, recalculation method, and analytical review method, the scope of financial auditing will be extended from the auditing of financial accounting documents. It will expand the coverage of financial audits to various front-end documents, contracts, plans, etc., as well as office affairs documents and tables. In addition, the present invention can also improve the work efficiency of financial audit and reduce the workload of manual audit. By using new information technologies such as intelligent audit technology platform and big data technology platform, and adopting big data processing technology Hadoop and Hive, the audit workload is greatly reduced. In addition, the present invention can also reduce the company's risk loss and internal control loss. Since the present invention changes the existing mode of only auditing risk audit points, it creates a new idea of full-view online audit, and quickly identifies the company's business operation risk points. From a global perspective Comprehensively reduce the company's risk loss and internal control loss.

附图说明Description of drawings

图1是本发明财务数据稽核系统实施例的结构框图。Fig. 1 is a structural block diagram of an embodiment of the financial data auditing system of the present invention.

图2是应用本发明财务数据稽核系统实施例的服务器框架图。Fig. 2 is a server frame diagram applying the embodiment of the financial data auditing system of the present invention.

图3是本发明财务数据稽核系统实施例的数据流的示意图。Fig. 3 is a schematic diagram of the data flow of the embodiment of the financial data auditing system of the present invention.

以下结合附图及实施例对本发明作进一步说明。The present invention will be further described below in conjunction with the accompanying drawings and embodiments.

具体实施方式Detailed ways

本发明的财务数据稽核方法应用于对企业财务数据进行稽核,从而查找出企业财务数据中可能存在的风险,本发明的方法特别适用于财务数据的在线稽核。本发明的财务数据稽核系统包括多个服务器,用于实现上述的财务数据稽核方法。The financial data auditing method of the present invention is applied to auditing the financial data of enterprises, so as to find possible risks in the financial data of enterprises. The method of the present invention is especially suitable for online auditing of financial data. The financial data auditing system of the present invention includes multiple servers for realizing the above financial data auditing method.

参见图1,本发明的财务数据稽核系统包括数据获取模块10、数据集成模块20、大数据平台模块30、数据应用模块50、配置管理模块60、安全控制模块61以及服务调度模块62。Referring to FIG. 1 , the financial data auditing system of the present invention includes a data acquisition module 10 , a data integration module 20 , a big data platform module 30 , a data application module 50 , a configuration management module 60 , a security control module 61 and a service scheduling module 62 .

本实施例中,数据获取模块10用于获取原始的财务数据,例如获取财务管控数据、SAP-ERP数据、其他业务数据,并且可以获取结构化数据、半结构化数据以及非结构化数据,因此,数据获取模块10需要支持多个数据源的集成,例如支持财务管控系统、SAP-ERP套装软件等业务系统的结构化数据源的集成,优选的,还支持日志、邮件等半结构化数的集成,还支持办公文件、合同、图片、视频等非结构化数据的集成。In this embodiment, the data acquisition module 10 is used to obtain original financial data, such as obtaining financial control data, SAP-ERP data, other business data, and can obtain structured data, semi-structured data and unstructured data, so , the data acquisition module 10 needs to support the integration of multiple data sources, such as supporting the integration of structured data sources of business systems such as financial management and control systems and SAP-ERP package software, preferably, it also supports the integration of semi-structured data such as logs and mails. Integration also supports the integration of unstructured data such as office documents, contracts, pictures, and videos.

数据集成层20包括大数据连接器、数据服务器总线以及日志系统,其可以通过数据仓库抽取、文件适配器、实时数据采集等多种技术从外部数据源获取结构化数据(如关系库记录)、半结构化数据(如日志、邮件等)、非结构化数据(如文件、视频、音频、网络数据流等)及特定需要的实时数据。The data integration layer 20 includes a big data connector, a data server bus, and a log system, which can obtain structured data (such as relational database records) from external data sources through various technologies such as data warehouse extraction, file adapter, and real-time data collection. Structured data (such as logs, emails, etc.), unstructured data (such as files, videos, audios, network data streams, etc.) and real-time data for specific needs.

大数据平台层30包括数据存储模块31、数据计算模块35、数据分析模块40以及分析结果存储模块45,其中数据存储模块31负责进行大数据的存储,设置有分布式文件系统32以及分布式数据库33,可以针对全数据类型和多样计算需求,以海量规模存储、快速查询读取为特征,存储来自各个业务系统的各类数据,支撑数据计算和分析层的高级应用。The big data platform layer 30 includes a data storage module 31, a data calculation module 35, a data analysis module 40, and an analysis result storage module 45, wherein the data storage module 31 is responsible for storing big data, and is provided with a distributed file system 32 and a distributed database 33. For all data types and diverse computing needs, it can store various types of data from various business systems and support advanced applications in the data computing and analysis layers, featuring massive-scale storage and fast query and reading.

数据计算模块35包括分布式计算模块36、内存计算模块37以及流式计算模块38,利用分布式计算技术,结合特定场景需要的流式计算和内存计算等技术,对应用涉及计算任务工作流进行合理分配和优化,实现计算任务的及时有效完成。The data computing module 35 includes a distributed computing module 36, a memory computing module 37, and a streaming computing module 38. Using distributed computing technology, combined with streaming computing and memory computing technologies required by specific scenarios, the application involves computing task workflow. Reasonable allocation and optimization to achieve timely and effective completion of computing tasks.

数据分析模块40提供数据分析、数据挖掘等分析引擎,因此设置有数据分析引擎模块41以及数据挖掘引擎模块42。The data analysis module 40 provides analysis engines such as data analysis and data mining, so a data analysis engine module 41 and a data mining engine module 42 are provided.

分析结果存储模块45设置有关系类型数据库46,用于将分析和挖掘结果存储在关系型数据库45中,供数据应用模块50调用。The analysis result storage module 45 is provided with a relational type database 46 for storing analysis and mining results in the relational type database 45 for calling by the data application module 50 .

数据应用模块50用于支撑在线稽核应用系统涉及的各个功能模块,例如存储有日常稽核数据、专项稽核数据、实时监控数据、定期稽核数据以及查找分析数据等。The data application module 50 is used to support various functional modules involved in the online audit application system, such as storing daily audit data, special audit data, real-time monitoring data, regular audit data, search and analysis data, and the like.

配置管理模块60用于全面监测大数据环境的集群运维、服务监控、资源监控以及异常告警。The configuration management module 60 is used to comprehensively monitor the cluster operation and maintenance, service monitoring, resource monitoring and abnormal alarm of the big data environment.

安全控制模块61用于解决从大数据环境下的数据采集、存储、计算、分析、应用等过程中产生的诸如身份验证、授权过程和输入验证等大量安全问题,例如遵照企业的安全策略进行防护。The security control module 61 is used to solve a large number of security issues such as identity verification, authorization process and input verification generated from the process of data collection, storage, calculation, analysis, application, etc. in the big data environment, such as complying with the security policy of the enterprise for protection .

调度服务62用于提供统一任务调度服务,包括数据采集任务、数据计算任务、数据分析任务的统一调度。The scheduling service 62 is used to provide a unified task scheduling service, including unified scheduling of data collection tasks, data calculation tasks, and data analysis tasks.

应用本发明财务数据稽核系统实施例的服务器框架如图2所示,本实施例中,需要建立X86结构的Hadoop大数据集群,例如,外部系统70的数据,包括SAP-ERP数据、营销管理数据已经用电采集数据等,可以通过ETL工具将财务业务数据抽取到操作数据存储(ODS)数据库75中,然后通过基于大数据的ETL工具将操作数据存储数据库75中的业务数据通过转换后装载到分布式计算大数据平台系统74中。从图2可见,分布式计算大数据平台系统74包括有多个服务器,并且组成一个服务器集群。Apply the server frame of financial data auditing system embodiment of the present invention as shown in Figure 2, in the present embodiment, need to set up the Hadoop big data cluster of X86 structure, for example, the data of external system 70, comprise SAP-ERP data, marketing management data The data collected by electricity consumption can be extracted into the operation data storage (ODS) database 75 through the ETL tool, and then the business data in the operation data storage database 75 can be converted and loaded into the Distributed computing big data platform system 74. It can be seen from FIG. 2 that the distributed computing big data platform system 74 includes multiple servers and forms a server cluster.

在数据中心72中设置在线稽核结果数据库77以及财务管控数据库76,所建立的在线稽核结果数据库77用于存放分析结果。另外,在分布式计算大数据平台系统74中建立五种新型财务稽核方法的算法模型,通过执行程序对Hadoop抽取过来的业务数据进行分析,将分析结果写入在线稽核结果数据库77中。An online audit result database 77 and a financial control database 76 are set in the data center 72, and the established online audit result database 77 is used to store analysis results. In addition, the algorithm models of five new financial audit methods are established in the distributed computing big data platform system 74, the business data extracted by Hadoop is analyzed by executing the program, and the analysis results are written into the online audit result database 77.

应用服务器包括财务管控应用服务器78以及在线稽核应用服务器79,本实施例中,财务在线稽核通过调度程序执行调度触发分布式计算大数据平台系统74进行分析与计算的。The application server includes a financial management and control application server 78 and an online audit application server 79. In this embodiment, the financial online audit triggers the distributed computing big data platform system 74 to perform analysis and calculation through the scheduling program execution scheduling.

本实施例的财务数据稽核方法的数据流如图3所示,首先,大数据平台集群80首先获取财务业务数据,因此大数据平台集群80接收财务管控数据库流程实例服务器84所传输的财务管控数据库流程实例数据,并且接收内控数据库标准流程数据服务器83所传输的内控数据库标准流程数据,上述数据被传输至分布式数据仓库流程模型数据库82中。具体的,通过ETL工具将相关业务数据,如流程实例数据、固定资产数据进行清洗后装载到大数据平台集群80的分布式数据仓库流程模型数据库82中。The data flow of the financial data audit method of this embodiment is shown in Figure 3. First, the big data platform cluster 80 first obtains financial business data, so the big data platform cluster 80 receives the financial control database transmitted by the financial control database process instance server 84 Process instance data, and receive the internal control database standard process data transmitted by the internal control database standard process data server 83, and the above data is transmitted to the distributed data warehouse process model database 82. Specifically, relevant business data, such as process instance data and fixed asset data, are cleaned and loaded into the distributed data warehouse process model database 82 of the big data platform cluster 80 through the ETL tool.

然后,财务数据稽核系统通过业务分析模型,如R语言的抽样模型、流程监控模型等通过大数据平台的Hadoop MapReduce对分布式数据仓库流程模型数据库82中相关业务数据进行分析,并将分析后的结果信息存入在线稽核OLAP分析库85中,最后可以通过在线稽核应用服务器集群81的前端报表进行展示,本实施例中,分析结果可以被发送至诸如手机等移动终端上,也可以被发送至计算机等终端设备上,以便于稽核人员查看结果。Then, the financial data auditing system analyzes the relevant business data in the distributed data warehouse process model database 82 through the business analysis model, such as the sampling model of R language, the process monitoring model, etc., through the Hadoop MapReduce of the big data platform, and analyzes the analyzed data The result information is stored in the online audit OLAP analysis library 85, and finally can be displayed by the front-end report of the online audit application server cluster 81. In this embodiment, the analysis results can be sent to mobile terminals such as mobile phones, or can be sent to Computers and other terminal devices, so that auditors can check the results.

本发明基于大数据技术、数据挖掘技术来构建新型财务稽核方法的五个方法,即信息系统检查法、考核指标监控法、分析性复核法、重新计算法、抽样法,通过这五个方法来补充和完善财务在线稽核的方法体系。下面将详细介绍上述五种稽核方法。The present invention is based on big data technology and data mining technology to construct five methods of a new financial audit method, namely, information system inspection method, assessment index monitoring method, analytical review method, recalculation method, and sampling method. Through these five methods, Supplement and improve the method system of financial online audit. The above five audit methods will be introduced in detail below.

信息系统检查法在应用场景为流程监控,流程监控的本质在于检测业务流程在实际信息系统流转的过程中,产生的流程实例数据是否符合业务标准流程的要求,不符合则视为违规。因此,本发明的财务业务数据稽核方法中,需要建立两个流程监控的模型,一个是步骤缺失、另一个是岗位不相容。The application scenario of the information system inspection method is process monitoring. The essence of process monitoring is to detect whether the process instance data generated during the actual information system circulation of the business process meets the requirements of the business standard process. If it does not meet the requirements, it will be regarded as a violation. Therefore, in the financial business data auditing method of the present invention, two process monitoring models need to be established, one is missing steps, and the other is incompatibility of positions.

信息系统检查法的步骤如下:首先,在内控系统中设置标准流程、在财务管控系统中生成流程实例数据,然后,通过ETL工具采集财务管控的流程实例数据、内控系统的标准流程数据,并且在系统中通过流程名称、流程ID内置标准流程与实例流程的映射关系,将采集的数据存储分布式计算大数据平台系统中。最后,通过稽核规则模型对流程数据进行分析,并将分析结果存入OLAP分析库85中。The steps of the information system inspection method are as follows: firstly, set the standard process in the internal control system, generate process instance data in the financial control system, and then collect the process instance data of financial control and the standard process data of the internal control system through ETL tools, and The system stores the collected data in the distributed computing big data platform system through the mapping relationship between the built-in standard process and the instance process through the process name and process ID. Finally, the process data is analyzed through the audit rule model, and the analysis results are stored in the OLAP analysis database 85 .

可见,本发明的方法通过监督所展示不符合规范的流程信息,并通过功能穿透查看流程监控的内容,如步骤缺失,缺失的是哪一个步骤,岗位不相容,是哪两个岗位存在流程异常。It can be seen that the method of the present invention monitors the displayed process information that does not conform to the specification, and checks the content of the process monitoring through functional penetration, such as missing steps, which step is missing, the positions are incompatible, and which two positions exist The process is abnormal.

考核指标监控法应用场景是将指标,包括同业对标、企业负责人考核指标等,纳入在线稽核模块,实时生成指标数据,并与预算指标进行比较,检查是否存在疑点。The application scenario of the assessment indicator monitoring method is to incorporate indicators, including peer benchmarking and enterprise person-in-charge assessment indicators, into the online audit module, generate indicator data in real time, and compare it with budget indicators to check for doubts.

考核指标监控法包括以下步骤:首先,通过指标体系功能建立相关指标,并通过指标功能设置取数公式,例如从财务管控报表获取数据。然后,通过指标策略设置功能设置指标的执行周期,如按小时、按天、按月、按季等调度频率;并设置预警级别和预警消息,预警消息可以是邮件、短信、系统消息等。然后,财务业务数据稽核系统执行调度程序执行指标,并从财务管控系统报表取数,最后通过监督看板功能展示指标结果。The assessment indicator monitoring method includes the following steps: First, establish relevant indicators through the indicator system function, and set the access formula through the indicator function, such as obtaining data from the financial control report. Then, set the execution cycle of the indicator through the indicator policy setting function, such as scheduling frequency by hour, day, month, quarter, etc.; and set the warning level and warning message. The warning message can be email, SMS, system message, etc. Then, the financial business data audit system executes the scheduling program to execute the indicators, and fetches the data from the financial control system report, and finally displays the indicator results through the supervision kanban function.

分析性复核法应用场景为结合电网企业的业务特点,对电网主营业务收入、成本进行基于时间序列的趋势分析,以电网的利润分析作为趋势分析的应用研究。具体的,分析性复核法可以包括以下步骤:首先,过ETL程序采集财务管控与利润相关的报表数据、用户数据、营业收入数据等,然后通过分析性复核法模型进行数据分析,生成利润趋势分析表和明细分析数据。接着,通过趋势分析功能,对供电单位、业务期间进行多维查询,并以直观的图表进行呈现。The application scenario of the analytical review method is to combine the business characteristics of power grid enterprises, conduct time-series trend analysis on the main business income and costs of the power grid, and take the profit analysis of the power grid as the application research of trend analysis. Specifically, the analytical review method may include the following steps: First, collect financial control and profit-related report data, user data, and operating income data through the ETL program, and then conduct data analysis through the analytical review method model to generate profit trend analysis Table and detail analysis data. Then, through the trend analysis function, conduct multi-dimensional queries on power supply units and business periods, and present them in intuitive charts.

可见,该方法以功能穿透的方式对某一个单位主营业务收入、成本进行趋势分析、可以对每一用电大客户进行趋势分析、购电成本进行趋势分析,并以图表方式进行呈现。It can be seen that this method conducts trend analysis on the main business income and cost of a certain unit in a functional way, and can conduct trend analysis on each large electricity customer and electricity purchase cost, and present it in the form of a chart.

重新计算法应用场景为账龄分析,本实施例中,账龄分析采用先进先出法,由于账龄是在分析应收账款时最为重要的信息,且应收账款属于流动资产,所以是有账龄在合理的周转天数以上的应收账款都会给公司运营造成负面影响,而且账龄越高,资金效率越低,发生坏账的风险越大,财务成本越高。The application scenario of the recalculation method is account aging analysis. In this embodiment, the account aging analysis adopts the first-in-first-out method. Since the account aging is the most important information when analyzing accounts receivable, and accounts receivable are current assets, so Accounts receivable with an aging of more than a reasonable number of turnover days will have a negative impact on the company's operations, and the higher the age, the lower the capital efficiency, the greater the risk of bad debts, and the higher the financial cost.

本实施例中,重新计算法包括以下步骤:首先,通过ETL采集财务管控相关账务数据,然后通过账龄计算模型进行数据分析,生成账龄分析数据。因此,本实施例中,通过账龄智能计算功能来进行账龄数据查看,账龄计算功能支持按往来单位统计、按科目统计、按项目统计、按账龄统计四个统计维度,同时支持也可以按指定的日期和单位来进行查询。In this embodiment, the recalculation method includes the following steps: firstly, collecting financial control-related account data through ETL, and then performing data analysis through an account aging calculation model to generate account aging analysis data. Therefore, in this embodiment, the aging data is checked through the intelligent aging calculation function. The aging calculation function supports four statistical dimensions: statistics by transaction unit, statistics by subject, statistics by project, and statistics by aging. You can query by specified date and unit.

抽样法是对具有相关性的总体中低于百分之百的项目实施检查程序,使所有抽样单元都有被选取的机会。抽样法的应用场景为通过分层抽样、系统抽样对固定资产进行抽样分析,具体的,抽样法包括以下步骤:首先,通过ETL采集业务系统的固定资产数据,然后采用固定资产综合抽样功能,通过抽样算法,如分层抽样、系统抽样等,对样本量、单位等信息进行抽样分析,并生成对应的抽样数据,最后以图表的形式呈现抽样后的结果信息供查看。Sampling is the implementation of inspection procedures for less than 100% of the items in the relevant population, so that all sampling units have the opportunity to be selected. The application scenario of the sampling method is to sample and analyze fixed assets through stratified sampling and systematic sampling. Specifically, the sampling method includes the following steps: first, collect the fixed asset data of the business system through ETL, and then use the comprehensive sampling function of fixed assets to pass Sampling algorithms, such as stratified sampling, systematic sampling, etc., conduct sampling analysis on sample size, unit and other information, generate corresponding sampling data, and finally present the sampling result information in the form of charts for viewing.

本专利的财务业务数据稽核方法采用了五种新型财务稽核方法体系,构建了新型财务稽核方法的应用模型,在此基础上形成一套基于智能追溯技术与大数据技术的信息化实现方案,改变了目前财务稽核方法以稽核规则为核心的情况,将信息系统检查法、考核指标监控法、分析性复核法、重新计算法、抽样法等新型财务稽核方法与信息系统平台相结合,提高在线稽核精准度,有效防范企业的经营风险,实现以风险为导向的全视角在线稽核。The financial business data auditing method of this patent adopts five new financial auditing method systems, builds the application model of the new financial auditing method, and forms a set of informatization implementation scheme based on intelligent traceability technology and big data technology on this basis, changing In view of the fact that the current financial audit method takes audit rules as the core, new financial audit methods such as information system inspection method, assessment index monitoring method, analytical review method, recalculation method, and sampling method are combined with the information system platform to improve online audit. Accuracy, effectively prevent the business risk of the enterprise, and realize the risk-oriented full-view online audit.

由于本专利的稽核方法的体系、规范、标准以及智能分析方法可直接应用于完善在线稽核功能,拓展和指导在线稽核业务应用,并且通过新型稽核方法对风险稽核点进行整合研判,整合稽核资源,减少现场稽核量,提高在线稽核的效率与效果。Since the system, norms, standards and intelligent analysis method of the audit method of this patent can be directly applied to improve the online audit function, expand and guide the application of online audit business, and integrate and judge the risk audit points through the new audit method, integrate audit resources, Reduce the amount of on-site audits and improve the efficiency and effectiveness of online audits.

因此,本发明的方法可以降低公司稽核费用,在实际稽核工作中实施运用信息系统检查法、考核指标监控法等新型稽核方法,将大幅减少组织现场稽核等各类费用。并且,本发明的方法可以拓展在线稽核使用范围,通过运用信息系统检查法、考核指标监控法等新型稽核方法,财务稽核范围将由财务会计单证表稽核延伸至业务各个前端单据、合同、计划等,以及办公事务单证表等,将扩大财务稽核覆盖面。再次,本发明的方法可以提高稽核工作效率,减少手工稽核的工作量,由于本发明通过运用智能稽核技术平台和大数据技术平台等新型信息技术,采用大数据处理技术Hadoop和Hive,大大降低稽核工作量。最后,本发明可以减少公司风险损失和内控损失,由于本发明的方法改变了原有只稽核风险稽核点的模式,开创全视角在线稽核的新思路,快速识别企业业务经营风险点,从全局的角度全面降低企业风险损失和内控损失。Therefore, the method of the present invention can reduce the company's audit costs, and implementing new audit methods such as the information system inspection method and the assessment index monitoring method in the actual audit work will greatly reduce various expenses such as organizing on-site audits. Moreover, the method of the present invention can expand the scope of online auditing. By using new auditing methods such as information system inspection method and assessment index monitoring method, the scope of financial auditing will be extended from the auditing of financial accounting documents to various front-end documents, contracts, plans, etc. , and office affairs documents, etc., will expand the coverage of financial audits. Again, the method of the present invention can improve auditing work efficiency and reduce the workload of manual auditing. Because the present invention adopts new information technologies such as intelligent auditing technology platform and big data technology platform, and adopts big data processing technology Hadoop and Hive, it greatly reduces auditing. workload. Finally, the present invention can reduce the company's risk loss and internal control loss. Because the method of the present invention changes the original mode of only auditing risk audit points, it creates a new idea of full-view online audit, quickly identifies business risk points of the enterprise, and analyzes from the overall perspective. From the perspective of comprehensively reducing enterprise risk losses and internal control losses.

Claims (10)

1.财务数据稽核方法,其特征在于,包括:1. The method for auditing financial data, characterized in that it comprises: 获取财务业务数据,所获取的所述财务业务数据至少包括流程实例数据以及固定资产数据,将所述财务业务数据存储到数据仓库中;Acquiring financial business data, the acquired financial business data includes at least process instance data and fixed asset data, and storing the financial business data in a data warehouse; 设置至少一个业务分析模型,并通过分布式计算大数据平台系统对所述数据仓库中所存储的所述财务业务数据进行分析;Setting at least one business analysis model, and analyzing the financial business data stored in the data warehouse through a distributed computing big data platform system; 将分析获得的结果信息存储在联机分析库中,并且将分析结果传输至在线稽核应用服务器上;Store the result information obtained from the analysis in the online analysis library, and transmit the analysis result to the online audit application server; 所述在线稽核应用服务器将所述分析结果通过报表的形式传输至终端装置。The online audit application server transmits the analysis result to the terminal device in the form of a report. 2.根据权利要求1所述的财务数据稽核方法,其特征在于:2. The financial data auditing method according to claim 1, characterized in that: 所述获取的财务业务数据为流程实例数据以及内控系统的标准流程数据;The acquired financial business data is process instance data and standard process data of the internal control system; 该方法还包括:采集所述财务业务数据后,通过流程名称、流程ID设置标准流程与实例流程映射关系,并将采集的数据存储在分布式计算大数据平台系统中;The method also includes: after collecting the financial business data, setting the mapping relationship between the standard process and the instance process through the process name and process ID, and storing the collected data in the distributed computing big data platform system; 所述业务分析模型为稽核规则模型,根据所述稽核规则模型对所述流程实例数据以及内控系统的标准流程数据进行分析。The business analysis model is an audit rule model, and the process instance data and the standard process data of the internal control system are analyzed according to the audit rule model. 3.根据权利要求1所述的财务数据稽核方法,其特征在于:3. The financial data auditing method according to claim 1, characterized in that: 获取财务业务数据包括设置稽核指标,设置取数公式并根据所述公式获取数据;Obtaining financial business data includes setting audit indicators, setting access formulas and obtaining data according to the formulas; 设置指标的执行周期,并设置预警级别和预警消息;Set the execution cycle of the indicator, and set the warning level and warning message; 获取预设的指标的实例数据,并从所述报表中获取数据,展示所获取的数据。The instance data of the preset indicator is obtained, and the data is obtained from the report, and the obtained data is displayed. 4.根据权利要求1所述的财务数据稽核方法,其特征在于:4. The financial data auditing method according to claim 1, characterized in that: 所述财务业务数据为利润报表数据、用户数据、营业收入数据;The financial business data are profit statement data, user data, and operating income data; 所述业务分析模型为分析性复核法模型;The business analysis model is an analytical review method model; 对所述财务业务数据分析包括应用所述分析性复核法模型对所述财务业务数据进行数据分析,并生成利润趋势分析表和明细分析数据,并对业务期间进行多维查询。Analyzing the financial business data includes applying the analytical review model to analyze the financial business data, generating profit trend analysis tables and detailed analysis data, and performing multi-dimensional queries on business periods. 5.根据权利要求1所述的财务数据稽核方法,其特征在于:5. The financial data auditing method according to claim 1, characterized in that: 所述财务业务数据为财务管控账务数据,所述业务分析模型为账龄计算模型;The financial business data is financial management and control account data, and the business analysis model is an account aging calculation model; 对所述财务业务数据分析包括通过所述账龄计算模型进行数据分析,并生成账龄分析数据。Analyzing the financial business data includes performing data analysis through the aging calculation model, and generating aging analysis data. 6.根据权利要求1所述的财务数据稽核方法,其特征在于:6. The financial data auditing method according to claim 1, characterized in that: 所述财务业务数据为固定资产数据;The financial business data is fixed asset data; 对所述财务业务数据分析包括采用固定资产综合抽样方法,通过抽样算法、样本量、单位信息进行抽样分析,并生成对应的抽样数据;The analysis of the financial business data includes adopting a comprehensive sampling method for fixed assets, performing sampling analysis through sampling algorithms, sample sizes, and unit information, and generating corresponding sampling data; 所述分析结果以图表的形式展示。The analysis results are displayed in the form of graphs. 7.财务数据稽核系统,其特征在于,包括:7. The financial data auditing system is characterized in that it includes: 数据获取模块,用于获取财务业务数据,所获取的所述财务业务数据至少包括流程实例数据、固定资产数据;The data acquisition module is used to acquire financial business data, and the acquired financial business data includes at least process instance data and fixed asset data; 大数据平台模块,用于将所述财务业务数据存储到数据仓库中,并设置至少一个业务分析模型,并通过分布式计算大数据平台系统对所述数据仓库中所存储的所述财务业务数据进行分析,将分析获得的结果信息存储在联机分析库中,并且将分析结果传输至在线稽核应用服务器上;The big data platform module is used to store the financial business data in the data warehouse, set at least one business analysis model, and analyze the financial business data stored in the data warehouse through the distributed computing big data platform system Perform analysis, store the result information obtained from the analysis in the online analysis library, and transmit the analysis result to the online audit application server; 数据展示模块,用于将所述分析结果通过报表的形式传输至终端装置。The data display module is used to transmit the analysis results to the terminal device in the form of reports. 8.根据权利要求7所述的财务数据稽核系统,其特征在于,还包括:8. The financial data auditing system according to claim 7, further comprising: 安全控制模块,用于在数据采集、存储、计算、分析过程中进行安全认证,所述安全认证至少包括身份验证、授权过程和输入验证。The security control module is used for performing security authentication during data collection, storage, calculation, and analysis, and the security authentication includes at least identity verification, authorization process and input verification. 9.根据权利要求7所述的财务数据稽核系统,其特征在于,还包括:9. The financial data auditing system according to claim 7, further comprising: 配置管理模块,用于监测大数据环境的集群运维、服务监控、资源监控以及异常告警。The configuration management module is used to monitor the cluster operation and maintenance, service monitoring, resource monitoring and abnormal alarm of the big data environment. 10.根据权利要求7所述的财务数据稽核系统,其特征在于,还包括:10. The financial data auditing system according to claim 7, further comprising: 服务调度模块,用于执行任务调度,所述任务调度至少包括数据采集任务、数据计算任务、数据分析任务的调度。The service scheduling module is used to execute task scheduling, and the task scheduling at least includes scheduling of data collection tasks, data calculation tasks, and data analysis tasks.
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