Comprehensive bid evaluation method based on entropy weight method
By using the entropy weight method to assign three-level weights in the bid evaluation method, the shortcomings of the existing bid evaluation methods in terms of data processing capabilities and accuracy are solved, and more accurate and comprehensive bid evaluation results are achieved.
Patent Information
- Application Number
- CN202311078387.8
- Authority / Receiving Office
- CN · China
- Patent Type
- Applications(China)
- Current Assignee / Owner
- Filing Date
- 2023-08-25
- Publication Date
- 2025-02-25
AI Technical Summary
The existing bid evaluation methods have shortcomings in data processing capabilities and accuracy, resulting in a lack of persuasiveness in the evaluation conclusions.
A three-level comprehensive bid evaluation method based on the entropy weight method is used to calculate the weights of various evaluation indicators, influencing factors and bid evaluation personnel through the entropy weight method, and multi-level weight assignment and comprehensive evaluation are carried out.
It improves the accuracy and comprehensiveness of the bid evaluation method, reduces subjective influence, and enhances the persuasiveness of the evaluation conclusions.
Abstract
Description
Technical Field
[0001] The present invention belongs to the technical field of data processing, and in particular relates to a comprehensive bid evaluation method based on an entropy weight method. Background Art
[0002] There are many forms of enterprise material procurement, such as direct designated unit ordering, inquiry procurement, competitive procurement, bidding, etc. The use of bidding to purchase equipment and other materials can better reflect the fairness, openness and impartiality of the procurement process, and is more conducive to the purchase of high-quality, low-cost and high-quality products by the material users, and obtain more long-term and high-quality services. In the bidding work, bid evaluation and bid determination are the key links that play a decisive role. The bid evaluation method is the basis and basis for bid evaluation and bid determination. The bid evaluation committee will evaluate the bids based on the bid evaluation method, determine the pros and cons of each bidder, and then determine the final successful bidder. The bid evaluation method is the basis and judgment for the bidder to prepare the bid document, and is the basis for whether the bid evaluation is fair and reasonable.
[0003] According to the explanation of the basic principles of information theory, information is a measure of the degree of order of a system, and entropy is a measure of the degree of disorder of a system; according to the definition of information entropy, for a certain indicator, the entropy value can be used to judge the degree of dispersion of a certain indicator. The smaller the information entropy value, the greater the degree of dispersion of the indicator, and the greater the influence of the indicator on the comprehensive evaluation (i.e., weight). If the values of a certain indicator are all equal, the indicator will not work in the comprehensive evaluation. Therefore, the information entropy tool can be used to calculate the weight of each indicator to provide a basis for the comprehensive evaluation of multiple indicators. Therefore, the bid can be evaluated based on the entropy weight method, but the existing bid evaluation method is not comprehensive enough, and the data processing ability is not accurate enough, which makes the evaluation conclusion unconvincing.
[0004] Therefore, the existing bid evaluation methods cannot meet the needs of actual use, so the market is in urgent need of improved technologies to solve the above problems. Summary of the invention
[0005] The purpose of the present invention is to provide a comprehensive bid evaluation method based on the entropy weight method, in which the entropy weight method is used to determine the weight of each evaluation indicator, the entropy weight method is used again to determine the weight of each influencing factor of each evaluation indicator itself, and the entropy weight method is used again to determine the weight of each bid evaluation personnel. The three-level entropy weight method is used for processing, and the bids that meet the composite requirements can be basically obtained, which solves the problems of insufficient accuracy and large errors in the existing bid evaluation methods.
[0006] To solve the above technical problems, the present invention is achieved through the following technical solutions: The present invention is a comprehensive bid evaluation method based on entropy weight method, comprising the following steps: S1: Based on the field of the tender, determine the evaluation indicators used to evaluate the tender level; the evaluation indicators include price indicators, technical indicators, enterprise indicators and after-sales service indicators; S2: Use the entropy weight method to calculate the weights corresponding to each evaluation index; S3: Classify each evaluation indicator again, determine the influencing factors of each evaluation indicator, and collect historical data of each influencing factor of each evaluation indicator; S4: Use the entropy weight method to calculate the corresponding weight of each influencing factor in the evaluation index; S5: Collect the historical bid evaluation data of each bid evaluation personnel and process the historical bid evaluation data; S6: Use the entropy weight method to calculate the weight corresponding to each bid evaluation personnel; S7: Conduct a comprehensive evaluation based on the weight of each evaluation indicator, the weight of each influencing factor and the weight of the evaluator. Each evaluator independently evaluates and scores the bid, and then summarizes and calculates the final evaluation result of the bid.
[0007] Furthermore, the price index in S3 includes material influencing factors, personnel influencing factors, payment method influencing factors and warranty influencing factors; and the entropy weight method is used to calculate the corresponding weights of material influencing factors, personnel influencing factors, payment method influencing factors and warranty influencing factors in the price index.
[0008] Furthermore, the technical indicators in S3 include factors affecting the qualification level of technical personnel, factors affecting the qualification level of enterprises, factors affecting the equipment of enterprises, factors affecting the construction period management plan, and factors affecting the technical achievements of major historical projects; and the entropy weight method is used to calculate the corresponding weights of the factors affecting the qualification level of technical personnel, factors affecting the qualification level of enterprises, factors affecting the equipment of enterprises, factors affecting the construction period management plan, and factors affecting the technical achievements of major historical projects in the technical indicators.
[0009] Furthermore, the enterprise's own indicators in S3 include financial status influencing factors, reputation influencing factors and performance influencing factors; and the entropy weight method is used to calculate the corresponding weights of financial status influencing factors, reputation influencing factors and performance influencing factors in the enterprise's own indicators.
[0010] Furthermore, the after-sales service indicators in S3 include training plan influencing factors, response time influencing factors and local permanent office influencing factors; and the entropy weight method is used to calculate the corresponding weights of the training plan influencing factors, response time influencing factors and local permanent office influencing factors in the after-sales service indicators.
[0011] Furthermore, the historical bid evaluation data of each bid evaluation personnel in S5 are arranged according to time, and based on the distance in time, the historical bid evaluation data are divided into several segments, and then the weight of each segment is calculated based on the entropy weight method, and the average historical bid evaluation data of the bid evaluation personnel is calculated.
[0012] The present invention has the following beneficial effects: The present invention adopts the entropy weight method to determine the weights of various evaluation indicators to obtain the final evaluation results of the bid. The entropy weight method can deeply reflect the distinguishing ability of the indicators, determine better weights, and make the weighting more objective, comprehensive, theoretically based, and more credible.
[0013] The present invention uses the entropy weight method to determine the weights of various influencing factors of each evaluation index itself, thereby ensuring the accuracy of the scores of each evaluation index.
[0014] The present invention uses the entropy weight method to determine the weight of each bid evaluator again, thereby ensuring that excellent bid evaluators account for a larger proportion, further eliminating subjective influences, and further improving accuracy. The three-level entropy weight method is processed to basically obtain bids that meet composite requirements. Implementation
[0015] The technical solutions in the embodiments of the present invention are described clearly and completely below.
[0016] The present invention is a comprehensive bid evaluation method based on entropy weight method, comprising the following steps: S1: Based on the field of the tender, determine the evaluation indicators used to evaluate the tender level; the evaluation indicators include price indicators, technical indicators, enterprise indicators and after-sales service indicators; S2: Use the entropy weight method to calculate the weights corresponding to each evaluation index; S3: Classify each evaluation indicator again, determine the influencing factors of each evaluation indicator, and collect historical data of each influencing factor of each evaluation indicator; S4: Use the entropy weight method to calculate the corresponding weight of each influencing factor in the evaluation index; Among them, the price index includes material influencing factors, personnel influencing factors, payment method influencing factors and quality assurance influencing factors; and the entropy weight method is used to calculate the corresponding weights of material influencing factors, personnel influencing factors, payment method influencing factors and quality assurance influencing factors in the price index; The technical indicators include the influencing factors of the technical personnel qualification level, the enterprise qualification level, the enterprise equipment, the construction period management plan and the technical achievements of historical major projects; and the entropy weight method is used to calculate the corresponding weights of the influencing factors of the technical personnel qualification level, the enterprise qualification level, the enterprise equipment, the construction period management plan and the technical achievements of historical major projects in the technical indicators; The enterprise's own indicators include factors affecting financial status, reputation and performance; and the entropy weight method is used to calculate the corresponding weights of financial status, reputation and performance in the enterprise's own indicators; After-sales service indicators include factors affecting training plans, factors affecting response time, and factors affecting local permanent offices. The entropy weight method is used to calculate the corresponding weights of factors affecting training plans, factors affecting response time, and factors affecting local permanent offices in the after-sales service indicators. S5: Collect the historical bid evaluation data of each bid evaluation personnel and process the historical bid evaluation data. During the processing, the historical bid evaluation data of each bid evaluation personnel are arranged according to time, and the historical bid evaluation data are divided into several sections based on the time distance. The weight of each section is calculated based on the entropy weight method, and the average historical bid evaluation data of the bid evaluation personnel is calculated; S6: Use the entropy weight method to calculate the weight corresponding to each bid evaluation personnel; S7: Conduct a comprehensive evaluation based on the weight of each evaluation indicator, the weight of each influencing factor and the weight of the evaluator. Each evaluator independently evaluates and scores the bid, and then summarizes and calculates the final evaluation result of the bid.
[0017] A specific application of this method is: the evaluation of bids for the purchase of sports equipment by colleges and universities S1: Based on the field of the tender, specifically the field of sports equipment purchased by colleges and universities, determine the evaluation indicators used to evaluate the level of the tender; the evaluation indicators include price indicators, technical indicators, enterprise indicators and after-sales service indicators; S2: Use the entropy weight method to calculate the weights of various evaluation indicators, such as price indicators 30%, technical indicators 40%, enterprise indicators 20%, and after-sales service indicators 10%; S3: Classify each evaluation indicator again, determine the influencing factors of each evaluation indicator, and collect historical data of each influencing factor of each evaluation indicator; S4: Use the entropy weight method to calculate the corresponding weight of each influencing factor in the evaluation index; Among them, the price index includes material influencing factors, personnel influencing factors, payment method influencing factors and warranty influencing factors; and the entropy weight method is used to calculate the corresponding weights of material influencing factors, personnel influencing factors, payment method influencing factors and warranty influencing factors in the price index, such as material influencing factors 50%, personnel influencing factors 10%, payment method influencing factors 15% and warranty influencing factors 25%; The technical indicators include the influencing factors of the technical personnel qualification level, the enterprise qualification level, the enterprise equipment, the construction period management plan and the historical major project technical achievements; and the entropy weight method is used to calculate the corresponding weights of the influencing factors of the technical personnel qualification level, the enterprise qualification level, the enterprise equipment, the construction period management plan and the historical major project technical achievements in the technical indicators, such as the technical personnel qualification level influencing factors 25%, the enterprise qualification level influencing factors 10%, the enterprise equipment influencing factors 10%, the construction period management plan influencing factors 30% and the historical major project technical achievements influencing factors 25%; The enterprise's own indicators include factors affecting financial status, reputation and performance. The entropy weight method is used to calculate the corresponding weights of financial status, reputation and performance in the enterprise's own indicators, such as 60% for financial status, 45% for reputation and 5% for performance. After-sales service indicators include factors affecting training plans, factors affecting response time, and factors affecting local permanent offices. The entropy weight method is used to calculate the corresponding weights of factors affecting training plans, factors affecting response time, and factors affecting local permanent offices in after-sales service indicators, such as 30% for factors affecting training plans, 40% for factors affecting response time, and 30% for factors affecting local permanent offices. S5: Collect the historical bid evaluation data of each bid evaluation personnel and process the historical bid evaluation data. During the processing, the historical bid evaluation data of each bid evaluation personnel are arranged according to time, and divided into several sections based on the time distance. The weight of each section is calculated based on the entropy weight method, and the average historical bid evaluation data of the bid evaluation personnel is calculated. For example, if a bid evaluation personnel has been engaged in bid evaluation for six years, the historical bid evaluation data is divided into six sections according to time, and the weight of each section is calculated based on the entropy weight method, so as to obtain the bid evaluation level of the bid evaluation personnel. S6: Use the entropy weight method to calculate the weight corresponding to each bid evaluator. For example, if there are three bid evaluators, the corresponding weights are 40%, 30% and 30% respectively; S7: Conduct a comprehensive evaluation based on the weight of each evaluation indicator, the weight of each influencing factor and the weight of the bid evaluator. Each bid evaluator independently evaluates and scores the bid, and then summarizes and calculates the final evaluation result of the sports equipment bidding bid.
[0018] The above are only preferred embodiments of the present invention and do not limit the present invention. Any modification to the technical solutions recorded in the aforementioned embodiments, any equivalent replacement of some of the technical features therein, and any modification, equivalent replacement, and improvement made are all within the protection scope of the present invention.
Claims
1. A comprehensive bid evaluation method based on entropy weight method, characterized by: The following steps are involved: S1: Based on the field of the tender, determine the evaluation indicators for evaluating the tender level; wherein the evaluation indicators include price indicators, technical indicators, enterprise indicators and after-sales service indicators; S2: Use the entropy weight method to calculate the weights corresponding to each evaluation index; S3: Classify each evaluation indicator again, determine the influencing factors of each evaluation indicator, and collect historical data of each influencing factor of each evaluation indicator; S4: Use the entropy weight method to calculate the corresponding weight of each influencing factor in the evaluation index; S5: Collect the historical bid evaluation data of each bid evaluation personnel and process the historical bid evaluation data; S6: Use the entropy weight method to calculate the weight corresponding to each bid evaluation personnel; S7: Conduct a comprehensive evaluation based on the weight of each evaluation indicator, the weight of each influencing factor and the weight of the evaluator. Each evaluator independently evaluates and scores the bid, and then summarizes and calculates the final evaluation result of the bid.
2. According to the comprehensive bid evaluation method based on entropy weight method according to claim 1, it is characterized in that: The price index in S3 includes material influencing factors, personnel influencing factors, payment method influencing factors and warranty influencing factors; The entropy weight method is used to calculate the corresponding weights of material influencing factors, personnel influencing factors, payment method influencing factors and warranty influencing factors in the price index.
3. The comprehensive bid evaluation method based on entropy weight method according to claim 1 is characterized in that: The technical indicators in S3 include factors affecting the qualification level of technical personnel, factors affecting the qualification level of enterprises, factors affecting the equipment of enterprises, factors affecting the construction period management plan, and factors affecting the technical achievements of major historical projects; The entropy weight method is used to calculate the corresponding weights of the influencing factors of technical personnel qualification level, enterprise qualification level, enterprise equipment, construction period management plan and historical major project technical achievements in the technical indicators.
4. The comprehensive bid evaluation method based on entropy weight method according to claim 1 is characterized in that: The enterprise's own indicators in S3 include financial status influencing factors, reputation influencing factors and performance influencing factors; The entropy weight method is used to calculate the corresponding weights of financial status influencing factors, reputation influencing factors and performance influencing factors in the company's own indicators.
5. The comprehensive bid evaluation method based on entropy weight method according to claim 1 is characterized in that: The after-sales service indicators in S3 include factors affecting training plans, factors affecting response time, and factors affecting local permanent offices; The entropy weight method is used to calculate the corresponding weights of the influencing factors of training plan, response time and local permanent office in the after-sales service indicators.
6. The comprehensive bid evaluation method based on entropy weight method according to claim 1 is characterized in that: The historical bid evaluation data of each bid evaluation personnel in S5 are arranged according to time, and based on the distance in time, the historical bid evaluation data are divided into several segments, and then the weight of each segment is calculated based on the entropy weight method, and the average historical bid evaluation data of the bid evaluation personnel is calculated.