CN108694671A - Marketing service site investment analysis method - Google Patents
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Abstract
本发明公开了一种营销服务网点投资分析方法,其包括如下步骤:s1.选取需要进行投资合理性分析的营销服务网点;s2.通过问卷调查的方式进行投资合理性分析指标项设计;将设计的多个指标项两两之间进行比较,构建判断矩阵,通过对判断矩阵计算得到第一组权重向量;s3.获取对应的营销服务网点数据并对数据进行归一化处理,得到模糊评价矩阵;模糊评价矩阵通过熵值法计算得到第二组权重向量;s4.将第一组权重向量和第二组权重向量,利用简单算术平均法得到第三组权重向量,即组合权重向量;s5.结合第三组权重向量和模糊评价矩阵,得到综合评价结果,并对得到的综合评价结果进行排序,依据排序结果给出最终结论。
The invention discloses an investment analysis method for marketing service outlets, which comprises the following steps: s1. selecting marketing service outlets that need to be analyzed for investment rationality; s2. designing investment rationality analysis index items through questionnaires; Comparing multiple index items of each pair, constructing a judgment matrix, and obtaining the first set of weight vectors by calculating the judgment matrix; s3. Obtaining the corresponding marketing service network data and normalizing the data to obtain a fuzzy evaluation matrix ; The fuzzy evaluation matrix is calculated by the entropy value method to obtain the second group of weight vectors; s4. The first group of weight vectors and the second group of weight vectors are obtained by using the simple arithmetic mean method to obtain the third group of weight vectors, namely the combined weight vector; s5. Combining the third set of weight vectors and the fuzzy evaluation matrix, the comprehensive evaluation results are obtained, and the obtained comprehensive evaluation results are sorted, and the final conclusion is given according to the sorted results.
Description
技术领域technical field
本发明属于营销服务网点智能化技术领域,尤其涉及一种营销服务网点投资分析方法。The invention belongs to the technical field of intelligent marketing service outlets, and in particular relates to an investment analysis method for marketing service outlets.
背景技术Background technique
营销服务网点的投资包括场地费用、设备费用、人员投入及日常运行维护费用等方面。The investment in marketing service outlets includes site costs, equipment costs, personnel input, and daily operation and maintenance costs.
尽管公司营销服务资源投入带有关乎国计民生的基础性社会责任意义,但开展营销服务投资分析,仍然能够为公司如何进行营销服务网点建设与投资给出合理的建议。Although the company's investment in marketing service resources has the significance of basic social responsibility related to the national economy and the people's livelihood, the analysis of marketing service investment can still give reasonable suggestions for the company on how to build and invest in marketing service outlets.
目前,现有的营销服务网点投资分析方法,普遍存在着人为主观影响大、精准度低、准确性差、无数据支撑以及可视化效果差的问题。At present, the existing investment analysis methods for marketing service outlets generally have the problems of large subjective influence, low precision, poor accuracy, no data support and poor visualization effect.
因此,在满足服务社会大众需求的前提下,开展营销服务网点投资经济性分析至关重要。Therefore, under the premise of meeting the needs of serving the public, it is very important to carry out the economic analysis of marketing service network investment.
发明内容Contents of the invention
本发明的目的在于提出一种营销服务网点投资分析方法,以提高营销服务网点投资分析的准确性和科学性,降低人为主观因素的影响。The purpose of the present invention is to propose a marketing service network investment analysis method to improve the accuracy and scientificity of the marketing service network investment analysis and reduce the influence of human subjective factors.
本发明为了实现上述目的,采用如下技术方案:In order to achieve the above object, the present invention adopts the following technical solutions:
营销服务网点投资分析方法,包括如下步骤:The investment analysis method for marketing service outlets includes the following steps:
s1.选取需要进行投资合理性分析的营销服务网点;s1. Select marketing service outlets that need investment rationality analysis;
s2.通过问卷调查的方式进行投资合理性分析指标项设计;将设计的多个指标项两两之间进行比较,构建判断矩阵,通过对判断矩阵计算得到第一组权重向量;s2. Design investment rationality analysis index items through questionnaires; compare multiple index items designed to construct a judgment matrix, and obtain the first set of weight vectors by calculating the judgment matrix;
s3.获取对应的营销服务网点数据并对数据进行归一化处理,得到模糊评价矩阵;模糊评价矩阵通过熵值法计算,得到第二组权重向量;s3. Obtain the corresponding marketing service network data and normalize the data to obtain a fuzzy evaluation matrix; the fuzzy evaluation matrix is calculated by the entropy method to obtain the second set of weight vectors;
s4.将第一组权重向量和第二组权重向量,利用简单算术平均法得到第三组权重向量;s4. The first group of weight vectors and the second group of weight vectors are used to obtain the third group of weight vectors by simple arithmetic mean method;
s5.结合第三组权重向量和模糊评价矩阵,得到综合评价结果,并对得到的综合评价结果进行排序,依据排序结果的大小给出最终结论。s5. Combining the third group of weight vectors and the fuzzy evaluation matrix to obtain comprehensive evaluation results, sort the obtained comprehensive evaluation results, and give the final conclusion according to the size of the sorted results.
上述技术方案中,通过问卷调查的方式可以得到第一组权重向量。In the above technical solution, the first set of weight vectors can be obtained through questionnaire survey.
该第一组权重向量是通过电网专家对指标项两两比较得到的,因而具有主观性,由于电网专家对营销服务网点有深入了解,一定程度上能反映营销服务网点的发展趋势。The first group of weight vectors is obtained through pairwise comparison of index items by power grid experts, so it is subjective. Since power grid experts have a deep understanding of marketing service outlets, they can reflect the development trend of marketing service outlets to a certain extent.
通过充分利用营销服务网点的数据,可以获得基于该营销服务网点数据的第二组权重向量。该第二组权重向量能够充分反映营销服务网点的实际情况。By making full use of the data of the marketing service network, a second set of weight vectors based on the data of the marketing service network can be obtained. The second group of weight vectors can fully reflect the actual situation of the marketing service network.
此外,本发明通过将第一组权重向量和第二组权重向量进行简单算术平均法,得到第三组权重向量,该第三组权重向量与模糊评价矩阵结合计算,得到综合评价结果,该评价结果综合了主客观因素,可以更充分的体现主客观在评价中的作用。In addition, the present invention obtains a third group of weight vectors by performing a simple arithmetic mean method on the first group of weight vectors and the second group of weight vectors, and the third group of weight vectors is combined with the fuzzy evaluation matrix to obtain a comprehensive evaluation result. The result combines subjective and objective factors, which can more fully reflect the role of subjective and objective factors in the evaluation.
优选地,步骤s1中的营销服务网点以及步骤s3中的营销服务网点数据均来源于营销服务网点综合平台的数据库。Preferably, the data of the marketing service network in step s1 and the data of the marketing service network in step s3 all come from the database of the comprehensive platform of marketing service network.
优选地,营销服务网点综合平台的数据库中的营销服务网点数据定期更新。Preferably, the marketing service network data in the database of the marketing service network integration platform is regularly updated.
优选地,步骤s2中,问卷调查的对象为营销服务网点员工和营销服务网点客户。Preferably, in step s2, the objects of the questionnaire survey are employees of the marketing service outlets and customers of the marketing service outlets.
优选地,步骤s2中,在构建判断矩阵之前,对设计的多个指标项进行相关性检验。Preferably, in step s2, before constructing the judgment matrix, a correlation test is performed on the designed multiple index items.
上述技术方案,可以减少所设计的指标项中的冗余。The above technical solution can reduce redundancy in the designed index items.
优选地,步骤s2中,在计算第一组权重向量之前,对建立的判断矩阵进行一致性检验:Preferably, in step s2, before calculating the first set of weight vectors, the established judgment matrix is checked for consistency:
若判断矩阵满足一致性检验条件,则保留该判断矩阵;若判断矩阵不满足一致性检验条件,则重新修改判断矩阵,直到满足一致性检验条件。If the judgment matrix satisfies the consistency test condition, the judgment matrix is retained; if the judgment matrix does not meet the consistency test condition, the judgment matrix is re-modified until the consistency test condition is met.
上述技术方案,可以避免判断矩阵构建的随意性和不合理性,使得构建的判断矩阵更加符合营销服务网点的实际情况。The above technical solution can avoid arbitrary and irrational construction of the judgment matrix, and make the constructed judgment matrix more in line with the actual situation of the marketing service network.
优选地,步骤s3将设计的多个指标项进行分类,不同类的指标项选取不同的归一化函数。Preferably, step s3 classifies the designed index items, and selects different normalization functions for different types of index items.
上述技术方案,可以保证指标项归一化之后的合理性,避免归一化后的结果偏离预期。The above-mentioned technical solution can ensure the rationality of the index items after normalization and prevent the normalized results from deviating from expectations.
优选地,指标项的分类类型包括越大越好型数据、越小越好型数据以及区间型数据。Preferably, the classification types of the index items include the bigger the better type data, the smaller the better type data and the interval type data.
优选地,步骤s5中,权重向量、综合评价结果及其排序结果以可视化的方式展示出来。Preferably, in step s5, the weight vector, comprehensive evaluation results and ranking results are displayed visually.
优选地,营销服务网点包括电力营销服务网点、银行或移动大厅。Preferably, the marketing service outlets include power marketing service outlets, banks or mobile halls.
本发明具有如下优点:The present invention has the following advantages:
1.本发明通过对营销服务网点的投资分析,分析其投资所带来的各种直接和间接影响,实现营销服务网点智能化,合理科学的对营销服务网点进行分析。1. The present invention realizes the intelligence of the marketing service network by analyzing the investment in the marketing service network and analyzing various direct and indirect effects brought by the investment, and analyzes the marketing service network reasonably and scientifically.
2.由于本发明提供的方法中包含三种权重向量,其中在运用熵值法确定权重的过程中,充分利用了原始数据而没有任何人为因素,在一定程度上解决了主观性。2. Since the method provided by the present invention includes three kinds of weight vectors, wherein in the process of using the entropy method to determine the weight, the original data is fully utilized without any artificial factors, and the subjectivity is solved to a certain extent.
附图说明Description of drawings
图1为本发明中营销服务网点投资分析方法的流程示意图。Fig. 1 is a schematic flow chart of the investment analysis method for marketing service outlets in the present invention.
具体实施方式Detailed ways
下面结合附图以及具体实施方式对本发明作进一步详细说明:Below in conjunction with accompanying drawing and specific embodiment the present invention is described in further detail:
结合图1所示,营销服务网点投资分析方法,包括如下步骤:As shown in Figure 1, the investment analysis method for marketing service outlets includes the following steps:
s1.从营销服务网点综合平台的数据库中选取需要进行投资合理性分析的营销服务网点。s1. Select the marketing service outlets that need investment rationality analysis from the database of the comprehensive platform of marketing service outlets.
s2.通过问卷调查的方式进行投资合理性分析指标项设计。s2. Conduct investment rationality analysis index item design through questionnaire survey.
其中,问卷调查的对象,包括营销服务网点员工和营销服务网点客户,以便能反映服务网点投资所造成的直接和间接效益以及大部分用户对服务网点最直观的感受。Among them, the objects of the questionnaire survey include the employees of the marketing service outlets and the customers of the marketing service outlets, so as to reflect the direct and indirect benefits caused by the investment in the service outlets and the most intuitive feelings of most users on the service outlets.
不同的营销服务网点,对应不同的投资合理性分析指标项。以电力营业厅为例,影响营销服务网点投资合理性的指标项,包括营销服务网点的投资、收益、社会效益等。Different marketing service outlets correspond to different investment rationality analysis indicators. Taking the electric power business hall as an example, the indicators that affect the rationality of investment in marketing service outlets include investment, income, and social benefits of marketing service outlets.
在得到多个投资合理性分析指标项后,可能会存在某两个或某几个指标项相关程度较大的情况,例如指标项营业收入和指标项营业税。After obtaining multiple investment rationality analysis index items, there may be situations where two or several index items are highly correlated, such as index item operating income and index item business tax.
由于营业收入和营业税之间存在一定的正比例关系,可认为二者的相关程度较大。Since there is a certain positive proportional relationship between operating income and business tax, it can be considered that the degree of correlation between the two is relatively large.
因此,只需要从中选取其中一项指标项分析即可。Therefore, only one of the index items needs to be selected for analysis.
本实施例在构造判断矩阵之前,对设计的多个指标项进行相关性检验,并且在相关程度较大的几个指标项中仅保留一个,从而减少了所设计的指标项中的冗余。In this embodiment, before constructing the judgment matrix, a correlation test is performed on multiple designed index items, and only one of several index items with a relatively high degree of correlation is reserved, thereby reducing redundancy in the designed index items.
本发明在一定程度上解决了评价指标间相关造成的评价信息重复问题。The present invention solves the problem of duplication of evaluation information caused by correlation among evaluation indexes to a certain extent.
在去除冗余后,将多个指标项两两之间进行比较,构建判断矩阵。具体的,电网资深专家对指标项进行两两比较并在页面填写比较结果,将结果构造为判断矩阵。After removing redundancy, multiple index items are compared in pairs to construct a judgment matrix. Specifically, the senior experts of the power grid make pairwise comparisons of the index items, fill in the comparison results on the page, and construct the results into a judgment matrix.
由于在构造判断矩阵时具有主观性,因此,需要对判断矩阵进行一致性检验,如果该判断矩阵不满足一致性检验,需要专家修改判断矩阵,直到检验通过。Due to the subjectivity in constructing the judgment matrix, it is necessary to conduct a consistency test on the judgment matrix. If the judgment matrix does not meet the consistency test, experts need to modify the judgment matrix until the test passes.
上述技术方案中,通过对构建的判断矩阵进行一致性检验,可以避免判断矩阵构建的随意性和不合理性,使得构建的判断矩阵更加符合营销服务网点的实际情况。In the above technical solution, the arbitrariness and irrationality of the construction of the judgment matrix can be avoided by performing a consistency check on the constructed judgment matrix, so that the constructed judgment matrix is more in line with the actual situation of the marketing service network.
通过对该步骤s2中的判断矩阵进行计算,得到第一组权重向量,保存结果。By calculating the judgment matrix in step s2, the first set of weight vectors is obtained, and the result is saved.
该第一组权重向量是通过电网专家对指标项两两比较得到的,因而具有主观性,由于电网专家对营销服务网点有深入了解,一定程度上能反映营销服务网点的发展趋势The first set of weight vectors is obtained through pairwise comparison of index items by power grid experts, so it is subjective. Since power grid experts have a deep understanding of marketing service outlets, they can reflect the development trend of marketing service outlets to a certain extent
s3.根据所选取的营销服务网点以及指标项,从营销服务网点综合平台的数据库中,获取对应的营销服务网点数据,然后对数据进行归一化处理,得到模糊评价矩阵。s3. According to the selected marketing service outlets and index items, obtain the corresponding marketing service outlet data from the database of the marketing service outlet comprehensive platform, and then normalize the data to obtain a fuzzy evaluation matrix.
在归一化时,将多个指标项进行分类,不同类的指标项选取不同的归一化函数,以保证指标项归一化之后结果的合理性,避免归一化后的结果偏离预期。During normalization, multiple index items are classified, and different normalization functions are selected for different types of index items to ensure the rationality of the results after normalization of the index items and avoid the deviation of the normalized results from expectations.
指标项按照分类类型,包括越大越好型数据、越小越好型数据以及区间型数据。According to the classification type, the index items include the bigger the better data, the smaller the better data and the interval data.
例如,对于成本项指标来说:For example, for cost item indicators:
当营业额一定的时候,成本越低营销服务网点利润越高,经营情况更好。对于5公里范围内营销服务网点数量的指标项来说,应该在一个区间内为最好,如果数量很大,说明该服务网点闲置的可能性大,如果数量很少,说明该服务网点可能过于繁忙。When the turnover is constant, the lower the cost, the higher the profit of the marketing service network, and the better the business situation. For the indicator item of the number of marketing service outlets within 5 kilometers, it should be within a range. If the number is large, it means that the service outlet is likely to be idle. If the number is small, it means that the service outlet may be too large. busy.
由于原有的模糊综合评价过程中大量运用人的主观判断,导致权重向量的确定带有一定的主观性。因此,本实施例中的模糊评价矩阵通过熵值法计算,得到第二组权重向量。Due to the extensive use of human subjective judgment in the original fuzzy comprehensive evaluation process, the determination of the weight vector has a certain degree of subjectivity. Therefore, the fuzzy evaluation matrix in this embodiment is calculated by the entropy method to obtain the second set of weight vectors.
本发明在运用熵值法确定权重的过程中,充分利用了原始数据(营销服务网点数据)而没有任何人为因素,在一定程度上解决了主观性。In the process of using the entropy value method to determine the weight, the present invention makes full use of the original data (marketing service network data) without any artificial factors, and solves the subjectivity to a certain extent.
该第二组权重向量能够充分反映营销服务网点的实际情况。The second group of weight vectors can fully reflect the actual situation of the marketing service network.
s4.将第一组权重向量和第二组权重向量,利用简单算术平均法得到第三组权重向量。s4. The first set of weight vectors and the second set of weight vectors are used to obtain a third set of weight vectors by a simple arithmetic mean method.
本实施例中的第三组权重向量为组合权重向量,可以综合考虑服务网点真实数据和服务网点在社会环境中的现实意义。The third group of weight vectors in this embodiment is a combined weight vector, which can comprehensively consider the real data of the service network and the practical significance of the service network in the social environment.
s5.结合第三组权重向量和模糊评价矩阵,得到综合评价结果,并对得到的综合评价结果进行排序,依据排序结果的大小给出最终结论。s5. Combining the third group of weight vectors and the fuzzy evaluation matrix to obtain comprehensive evaluation results, sort the obtained comprehensive evaluation results, and give the final conclusion according to the size of the sorted results.
具体的,根据组合权重向量与模糊评价矩阵相乘得出综合评价向量。其中,综合评价向量中的值与营销服务网点对应。Specifically, the comprehensive evaluation vector is obtained by multiplying the combined weight vector and the fuzzy evaluation matrix. Wherein, the value in the comprehensive evaluation vector corresponds to the marketing service network.
根据综合评价向量中的值的大小对服务网点进行排序,该排序结果即为综合评价结果。The service outlets are sorted according to the value in the comprehensive evaluation vector, and the sorting result is the comprehensive evaluation result.
依据上述综合评价结果给出最终结论,该最终结论为:对于已存在的营销服务网点,对营销服务网点进行投资合理性分析,可以根据分析结果得出撤销或合并建议。Based on the above comprehensive evaluation results, the final conclusion is given. The final conclusion is: for the existing marketing service outlets, the rationality of investment in the marketing service outlets can be analyzed, and suggestions for withdrawal or merger can be drawn based on the analysis results.
本实施例中的权重向量、综合评价结果及其排序结果以可视化的方式展示出来,直观明确,最后结合营销服务网点的社会适应性,由专家分析给出最终结论。The weight vectors, comprehensive evaluation results and ranking results in this embodiment are displayed in a visual way, which is intuitive and clear. Finally, combined with the social adaptability of the marketing service network, the final conclusion is given by expert analysis.
另外,本发明中营销服务网点综合平台的数据库中的营销服务网点数据定期更新。营销服务网点业务系统每隔一段时间向营销服务网点综合平台推送一次最新数据。In addition, the marketing service network data in the database of the marketing service network comprehensive platform in the present invention is regularly updated. The business system of marketing service outlets pushes the latest data to the integrated platform of marketing service outlets every once in a while.
由于营销服务网点分为多个级别,例如A、B、C、D四个级别。Since the marketing service outlets are divided into multiple levels, such as A, B, C, and D four levels.
每个级别的营销服务网点所能办理的业务范围不一样,所以在选取需要进行投资合理性分析的营销服务网点时,需要选取同一级别的服务网点。The scope of business that each level of marketing service outlets can handle is different, so when selecting a marketing service outlet that requires investment rationality analysis, it is necessary to select service outlets of the same level.
本发明通过结合现有的各类营销信息资源和数据,为营销服务网点提供优化策略,提升客户服务体验的外在要求的同时,更好地服务各类市场主体和广大客户。By combining various existing marketing information resources and data, the present invention provides optimization strategies for marketing service outlets, improves the external requirements of customer service experience, and better serves various market entities and customers.
本实施例中的营销服务网点,例如可以包括电力营销服务网点、银行或移动大厅等。The marketing service outlets in this embodiment may include, for example, power marketing service outlets, banks or mobile halls.
下面结合具体实例对本发明中的营销服务网点投资分析方法进行详细说明:Below in conjunction with specific examples, the marketing service network investment analysis method in the present invention is described in detail:
以电力营销服务网点为例,从系统中查询5个服务网点对应指标项的数据,如表1所示:Taking the power marketing service outlets as an example, the data of the corresponding index items of the five service outlets are queried from the system, as shown in Table 1:
表1服务网点对应指标项数据Table 1 Data of index items corresponding to service outlets
对数据进行分析后,发现收入与税收有明显的相关性,故剔除税收指标项。根据指标归一化函数对数据进行模糊隶属度计算得到模糊评价矩阵,结果如表2所示:After analyzing the data, it is found that there is an obvious correlation between income and taxation, so the tax indicator item is excluded. Calculate the fuzzy membership degree of the data according to the index normalization function to obtain the fuzzy evaluation matrix, and the results are shown in Table 2:
表2模糊评价矩阵Table 2 Fuzzy evaluation matrix
将利用层次分析法得到的权重和熵值法得到的权重结合,得到一组组合权重向量,将该组合权重向量与模糊评价矩阵综合计算,得到最终结果,如下所示:Combining the weights obtained by the AHP with the weights obtained by the entropy method, a set of combined weight vectors is obtained, and the combined weight vectors and the fuzzy evaluation matrix are comprehensively calculated to obtain the final result, as shown below:
[0.431130,0.263579,0.474196,0.381625,0.587072]。[0.431130, 0.263579, 0.474196, 0.381625, 0.587072].
由以上步骤得到的结果分析,某市5个C级营销服务网点投资合理性的排序为:Based on the analysis of the results obtained through the above steps, the ranking of the investment rationality of the five C-level marketing service outlets in a certain city is as follows:
A5营业厅>A3营业厅>A1营业厅>A4营业厅>A2营业厅。A5 business hall>A3 business hall>A1 business hall>A4 business hall>A2 business hall.
可知在这5个服务网点中,A2营业厅投资合理性最差,可以给出撤除的建议。It can be seen that among the five service outlets, the investment rationality of the A2 business hall is the worst, and a suggestion for removal can be given.
当然,以上说明仅仅为本发明的较佳实施例,本发明并不限于列举上述实施例,应当说明的是,任何熟悉本领域的技术人员在本说明书的教导下,所做出的所有等同替代、明显变形形式,均落在本说明书的实质范围之内,理应受到本发明的保护。Of course, the above descriptions are only preferred embodiments of the present invention, and the present invention is not limited to the above-mentioned embodiments. It should be noted that all equivalent substitutions made by any person skilled in the art under the teaching of this specification , obvious deformation forms, all fall within the essential scope of this specification, and should be protected by the present invention.
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