Intelligent enterprise qualification authentication method and system based on big data
Through the intelligent certification method of enterprise qualifications based on big data, and the use of automated means and intelligent audits, the traditional manual auditing is solved, and the problem of long-term and prone to errors is achieved, an efficient and accurate authentication process is achieved, and the authentication time is shortened.
Patent Information
- Application Number
- CN202510117526.6
- Authority / Receiving Office
- CN · China
- Patent Type
- Applications(China)
- Current Assignee / Owner
- Filing Date
- 2025-01-24
- Publication Date
- 2025-05-16
AI Technical Summary
Traditional enterprise qualification certification methods rely on manual review, which leads to time-consuming, prone to human errors or omissions, and lacks automated processing and intelligent review, which affects efficiency and accuracy.
We adopt the intelligent certification method of enterprise qualifications based on big data, process and review the enterprise's certification application form through automated means, identify required and non-required items, and conduct pre-suffix checks on the contents, mark non-qualified fill-in items and provide a detailed comparison list.
It significantly improves the efficiency and accuracy of the certification process, reduces the workload of manual review and possible human errors, enhances the system's self-learning ability and adaptability, and shortens the time period from application to approval.
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Figure CN120013483A_ABST
Abstract
Description
Technical Field
[0001] The present invention relates to the technical field of enterprise qualification intelligent authentication based on big data, and specifically to an enterprise qualification intelligent authentication method and system based on big data. Background Art
[0002] With the increase in the number of enterprises and the development of various industries, qualification certification is an indispensable step for enterprises to further develop or conduct commercial bidding. Qualification certification provides enterprises with the opportunity to demonstrate their strength and development potential, and is also an important part of achieving sustainable development goals. Therefore, it is critical for certification bodies to develop a convenient and effective enterprise qualification certification method.
[0003] Traditional certification bodies usually rely on manual review when certifying corporate qualifications, which is not only time-consuming but also prone to human errors or omissions. As the number of companies grows, traditional paper document processing methods can no longer meet the needs of the rapidly growing market. Subjective judgments in the manual review process may also lead to inconsistent results, affecting the fairness and accuracy of the certification.
[0004] In the traditional enterprise qualification certification method, for some certification bodies, after the enterprise to be certified submits the certification application form for the first time and the examiner completes the initial review, if there are unqualified filling items in the certification application form submitted by the enterprise to be certified, the certification body will simply prompt the enterprise to be certified to make modifications, and will not point out which filling items do not meet the filling requirements, nor will it provide correct filling guidance, thus wasting the time of the enterprise and the certification body, reducing the certification efficiency and increasing the certification cost.
[0005] In the traditional enterprise qualification certification method, for some certification bodies, when informing the enterprise to be certified of the types of certification materials it needs to submit, if some of the certification materials required by the enterprise to be certified are easily missing or omitted, the certification body does not mark these materials, and often only gives reminders after the enterprise to be certified omits to submit them. This method leads to the extension of the entire certification process, which has a great impact on the time and cost of the enterprise to be certified.
[0006] The traditional enterprise qualification certification method requires manual identification of required and non-required form items when reviewing the certification application form submitted by the enterprise. It also requires manual identification of whether each form item has a prefix or suffix. For form items whose content is not blank, manual review is required one by one to determine whether the content meets the requirements of the prefix or suffix. This is not only time-consuming, but also prone to human errors or omissions. Summary of the invention
[0007] The present invention provides a method and system for intelligent authentication of enterprise qualifications based on big data, which are used to promote the solution of the problems mentioned in the above background technology.
[0008] The present invention provides the following technical solution: Optionally, a method for intelligent enterprise qualification authentication based on big data, characterized in that: it includes:
[0009] The certification application form of the receiving enterprise is recorded as the application form to be certified;
[0010] Check whether each form entry in the application form to be certified is a qualified entry, specifically:
[0011] Get the number of certification application forms in the database, denoted as A;
[0012] The database is used to store the certification application forms submitted by enterprises that have completed the qualification certification;
[0013] Obtain the receiving time of A authentication application forms in the database, and record the A authentication application forms in order from earliest to latest according to the receiving time as Application Form No. 1, Application Form No. 2, and Application Form No. A;
[0014] Scan the application form to be certified to obtain the content and name of each form item in the application form to be certified;
[0015] The form filling items are specifically cells in the certification application form that are filled in by the certification enterprise;
[0016] Implement content review strategy for each form entry in the certification application form;
[0017] The content review strategy is as follows:
[0018] Record the form entry to be reviewed as an entry to be reviewed, and obtain the entry content of the entry to be reviewed;
[0019] If the content of the item to be reviewed is blank and it is a required item, the item to be reviewed will be marked as an unqualified item;
[0020] The required items are:
[0021] Obtain the contents of the form filling items with the same name as the filling items to be reviewed in Application Form No. 1, Application Form No. 2, ... Application Form No. A respectively;
[0022] For the form filling items with the same name as the filling items to be reviewed in Application Form No. 1, Application Form No. 2, ... Application Form No. A, if there are form filling items with blank content, the filling items to be reviewed are deemed to be non-mandatory items; if there are no form filling items with blank content, the filling items to be reviewed are deemed to be mandatory items;
[0023] If the content of the item to be reviewed is blank and it is not a mandatory item, the item to be reviewed will be marked as a qualified item;
[0024] If the content of the item to be reviewed is not blank, then obtain whether there is a prefix or suffix in the filling requirements of the item to be reviewed.
[0025] Optionally, if the content of the item to be reviewed is not blank, then obtain whether there is a prefix or suffix in the filling requirements of the item to be reviewed, specifically:
[0026] Establish a set of filled content, recorded as set B;
[0027] Obtain the contents of the form filling items with the same name as the filling items to be reviewed in Application Form No. 1, Application Form No. 2, ... Application Form No. A respectively;
[0028] List the obtained A filled contents into set B;
[0029] For A filled-in contents in set B, obtain the number of characters of each of the A filled-in contents to obtain A numbers;
[0030] Get the minimum value of the A quantities, denoted as C;
[0031] Select the first characters of A filled-in contents respectively, and compare the first characters of the A filled-in contents. If the first characters of the A filled-in contents are all the same, record the first characters of the A filled-in contents as the prefix character. If the Cth character of the A filled-in contents is not the same, stop comparing.
[0032] If the first character of A filled-in contents is marked as a prefix character, select the second character of A filled-in contents respectively, and compare the second characters of A filled-in contents. If the second characters of A filled-in contents are all the same, then the second character of A filled-in contents is recorded as a prefix character. If the Cth character of A filled-in contents is not the same, then stop comparing.
[0033] …
[0034] If the (C-1)th character of A filled-in contents is marked as a prefix character, select the Cth character of A filled-in contents respectively, and compare the Cth characters of A filled-in contents. If the Cth characters of A filled-in contents are all the same, then the Cth character of A filled-in contents is recorded as the prefix character and the comparison is stopped. If the Cth characters of A filled-in contents are not the same, then the comparison is stopped.
[0035] Select the penultimate characters of A filled-in contents respectively, and compare the penultimate characters of A filled-in contents. If the penultimate characters of A filled-in contents are all the same, record the penultimate characters of A filled-in contents as the suffix character. If the penultimate characters of A filled-in contents are not the same, stop comparing.
[0036] If the penultimate characters of A filled-in contents are marked as suffix characters, select the penultimate characters of A filled-in contents respectively, and compare the penultimate characters of A filled-in contents. If the penultimate characters of A filled-in contents are all the same, the penultimate characters of A filled-in contents are recorded as suffix characters. If the penultimate characters of A filled-in contents are not the same, stop comparing.
[0037] …
[0038] If the (C-1)th last character of A filled-in contents is marked as a suffix character, select the Cth last character of A filled-in contents respectively, and compare the Cth last character of A filled-in contents. If A characters are all the same, the Cth last character of A filled-in contents is recorded as a suffix character and the comparison is stopped. If the Cth last character of A filled-in contents is not the same, the comparison is stopped.
[0039] Whether there is a prefix or suffix in the filling requirements of the item to be reviewed is determined based on the number of prefix characters or suffix characters in the item to be reviewed.
[0040] Optionally, judging whether there is a prefix or a suffix in the filling requirements of the item to be reviewed according to the number of prefix characters or suffix characters in the item to be reviewed is specifically:
[0041] For A filled-in contents in set B, if there are characters marked as prefix characters, the number of characters marked as prefix characters is obtained, and the number is recorded as D;
[0042] Randomly select a content in set B, and use the first character, the second character, ... the Dth character of the content as the prefix of the item to be reviewed;
[0043] For A filled-in contents in set B, if no character is marked as a prefix character, then the filled-in item to be reviewed does not have a filled-in prefix;
[0044] For A filled-in contents in set B, if there are characters marked as suffix characters, then the number of characters marked as suffix characters is obtained, and the number is recorded as E;
[0045] Randomly select a content in set B, and use the last E character, the last E-1 character, and the last character of the content as the suffix of the item to be reviewed;
[0046] For A filled-in contents in set B, if no character is marked as a suffix character, then the filled-in item to be reviewed does not have a filled-in suffix;
[0047] If the content of the item to be reviewed is not blank, and the item to be reviewed does not have a prefix or suffix, the item to be reviewed will be marked as a qualified item;
[0048] For the pending items that have a prefix or suffix, the prefix or suffix review strategy is executed.
[0049] Optionally, the prefix filling or suffix filling review strategy is executed for the to-be-reviewed filled-in items that have a prefix filling or a suffix filling, specifically:
[0050] The D prefix characters in the filled prefix are recorded in the order of filling as prefix character No. 1, prefix character No. 2, ... prefix character No. D;
[0051] Compare the prefix character No. 1 with the first character in the content of the form entry, compare the prefix character No. 2 with the second character in the content of the form entry, and so on, compare the prefix character No. D with the Dth character in the content of the form entry;
[0052] The E filled-in suffix characters are recorded in the order of filling in as suffix character No. 1, suffix character No. 2, ... suffix character No. E;
[0053] Compare the first suffix character with the Eth-to-last character in the content of the form entry, compare the second suffix character with the E-1th-to-last character in the content of the form entry, and so on, compare the E suffix character with the first-to-last character in the content of the form entry;
[0054] Determine whether the form entry meets the prefix and suffix requirements based on character comparison.
[0055] Optionally, judging whether the form entry meets the prefix and suffix requirements based on character comparison is specifically:
[0056] If the prefix character No. 1 is the same as the first character in the content of the form entry, the prefix character No. 2 is the same as the second character in the content of the form entry, and the prefix character No. D is the same as the Dth character in the content of the form entry, then the form entry is recorded as meeting the prefix and suffix requirements;
[0057] If the prefix character No. 1 is different from the first character in the content of the form entry, or the prefix character No. 2 is different from the second character in the content of the form entry, ... or the prefix character No. D is different from the Dth character in the content of the form entry, then the form entry will be recorded as not meeting the prefix and suffix requirements;
[0058] If the suffix character No. 1 is the same as the Eth-to-last character in the content of the form entry, the suffix character No. 2 is the same as the E-1st-to-last character in the content of the form entry, and the suffix character No. E is the same as the last character in the content of the form entry, then the form entry is recorded as meeting the suffix and prefix requirements;
[0059] If the first suffix character is different from the last E character in the content of the form entry, or the second suffix character is different from the last E-1 character in the content of the form entry, or the E suffix character is different from the first character in the content of the form entry, then the form entry will be recorded as not meeting the suffix and prefix requirements;
[0060] If the prefix or suffix of the item to be reviewed is marked as not meeting the prefix or suffix requirements, the item to be reviewed will be marked as an unqualified item;
[0061] If the prefix or suffix of the item to be reviewed is marked as meeting the prefix or suffix requirements, the item to be reviewed will be marked as a qualified item;
[0062] Users who submit certification application forms are classified according to the number of non-qualified items filled in the certification application form.
[0063] Optionally, the user who submitted the certification application form is classified according to the number of non-qualified items in the certification application form, specifically:
[0064] If an enterprise submits an application form for certification for the first time and a form entry is marked as an unqualified entry, the enterprise submitting the application form for certification will be recorded as a Class I user;
[0065] If there are no form filling items in the application form to be certified and are marked as non-qualified filling items, the application form to be certified is qualified for review; if there are form filling items in the application form to be certified and are marked as non-qualified filling items, the application form to be certified is unqualified for review;
[0066] For enterprises whose application forms for certification are unqualified, mark the unqualified items in their application forms for certification, send the marked application forms for certification to the enterprises in combination with the reference list and notify them to make modifications until they are qualified;
[0067] The purpose of the checklist is to explain the name of the form entry, the location of the form entry in the certification application form, whether the form entry is mandatory, and the requirements for filling in prefixes or suffixes in the form entry;
[0068] If the application form for certification submitted by the enterprise passes the review, the enterprise will be notified to submit the certification materials, and the qualified application form for certification will be included in the database.
[0069] Optionally, if the certification application form submitted by the enterprise is qualified, the enterprise will be notified to submit certification materials, specifically:
[0070] Get the number of enterprises that have undergone qualification certification in the past year, recorded as N;
[0071] For N certified enterprises, when submitting certification materials, if the certification materials submitted by the certified enterprises do not meet the preliminary review conditions, the certified enterprises will be marked;
[0072] The specific conditions for the preliminary review of the materials are:
[0073] If the certification materials submitted by the enterprise are missing, the certification materials submitted by the enterprise do not meet the preliminary review conditions;
[0074] If the enterprise submits the certification materials without missing any, then the certification materials submitted by the enterprise meet the preliminary review conditions;
[0075] Obtain the types of certification materials that are missing when all marked certification companies submit certification materials;
[0076] Establish a set of authentication information number one, denoted as set H;
[0077] List the missing certification information of all marked certification enterprises when submitting certification information into set H;
[0078] Set the authentication data missing times threshold T1, and establish the second authentication data set, denoted as set K;
[0079] For each type of authentication information in set H, if the number of authentication information of the same type is ≥ T1, the authentication information of this type is included in set K;
[0080] If the number of authentication materials of the same type is less than T1, this type of authentication materials will not be processed;
[0081] For a Class I enterprise, obtain the type of certification information required for the Class I enterprise to undergo qualification certification;
[0082] Compare the type of certification information required for a type of enterprise to obtain qualification certification with the certification information in set K;
[0083] If the type of certification materials required for a certain type of enterprise to conduct qualification certification exists in set K, the enterprise will be prompted. If the type of certification materials required for a certain type of enterprise to conduct qualification certification does not exist in set K, no processing will be performed.
[0084] Optionally, a system for an intelligent authentication method for enterprise qualifications based on big data is characterized by: comprising:
[0085] Form and information receiving module: receiving the certification application form and certification information submitted by the enterprise;
[0086] Form review module: review the certification application form submitted by the enterprise;
[0087] Information notification module: notify enterprises to submit certification application forms or certification materials;
[0088] Certification document review module: review the certification documents submitted by the enterprise;
[0089] Data processing module: by processing the filled-in contents of each certification application form in the database, it is determined whether there is a filling prefix or a filling suffix in the filling requirements of the items to be reviewed.
[0090] The present invention has the following beneficial effects:
[0091] 1. This intelligent enterprise qualification certification method based on big data processes and reviews the enterprise's certification application form through automated means, greatly improving the efficiency and accuracy of the certification process; compared with the traditional manual review method, this review method through automated means reduces the workload of manual review and possible human errors.
[0092] 2. This enterprise qualification intelligent authentication method based on big data, when examining whether the items to be reviewed are qualified items, obtains the filled-in contents of each certification application form in the database to determine whether the items to be reviewed are mandatory items. If the filled-in contents of the form items with the same name as the items to be reviewed in each certification application form in the database are not blank, then the items to be reviewed are deemed mandatory items; if there are blank filled-in contents in the form items with the same name as the items to be reviewed in each certification application form in the database, then the items to be reviewed are deemed non-mandatory items; by comparing a large amount of historical data, this scheme can make more accurate judgments based on the actual filling situation, greatly improving the accuracy of the review process; secondly, this method enhances the self-learning ability and adaptability of the system. As more qualified certification application forms flow into the database, the sample size in the database gradually increases, and the system can continuously optimize its judgment logic and automatically adapt to new trends and changes.
[0093] 3. The intelligent enterprise qualification authentication method based on big data, for the items to be reviewed with non-blank content, obtains the content of each certification application form in the database, and determines whether there are prefix requirements or suffix requirements in the filling requirements of the items to be reviewed. In the traditional enterprise qualification authentication method, the check of prefixes and suffixes often relies on manual review, which is easily affected by human factors, making it difficult to ensure the consistency of the results; while through the method of automated character comparison, the system can strictly compare character by character according to the set logic, avoiding misjudgment caused by human factors; for each form item, the system can quickly determine whether it contains a unified prefix or suffix, which speeds up the entire review process, thereby shortening the time cycle from application to approval.
[0094] 4. This intelligent enterprise qualification authentication method based on big data, if there is a prefix requirement or a suffix requirement for the item to be reviewed, the system will compare the item to be reviewed with the characters in the prefix or suffix in order, and the system can accurately determine whether the item to be reviewed meets the prefix or suffix requirements; this step enhances the intelligence of the authentication system, enabling it to automatically complete complex character verification tasks without human intervention, thereby improving the accuracy of data verification; in addition, the automated review process can significantly shorten the review time and improve overall efficiency, allowing enterprises to obtain the necessary qualifications in a shorter time, thereby entering the market or expanding their business faster; ultimately, this intelligent review mechanism not only improves the user experience, but also provides reliable protection for certification agencies.
[0095] 5. This enterprise qualification intelligent certification method based on big data, when there are unqualified items in the certification application form, the system will mark these problems and provide a detailed comparison list to the enterprise to be certified. The comparison list will guide the enterprise to be certified to modify the unqualified items. This targeted feedback mechanism can not only reduce the rework rate, but also enhance the satisfaction and trust of the enterprise, and provide a better service experience for all certified enterprises.
[0096] 6. This enterprise qualification intelligent authentication method based on big data, after reviewing each form filling item in the certification application form, obtains the number of form filling items marked as non-qualified filling items in the certification application form, and classifies the enterprises to be certified according to the obtained number; for the enterprises to be certified that are identified as Class I enterprises, if there are materials that are easily omitted in the certification materials submitted by them, the system will remind them when notifying them to submit the certification materials. This can not only reduce delays caused by insufficient information, but also help enterprises complete the certification process faster. BRIEF DESCRIPTION OF THE DRAWINGS
[0097] Figure 1 It is a schematic diagram of the process of the present invention. DETAILED DESCRIPTION
[0098] The following will be combined with the drawings in the embodiments of the present invention to clearly and completely describe the technical solutions in the embodiments of the present invention. Obviously, the described embodiments are only part of the embodiments of the present invention, not all of the embodiments. Based on the embodiments of the present invention, all other embodiments obtained by ordinary technicians in this field without creative work are within the scope of protection of the present invention.
[0099] Embodiment 1, refer to Figure 1 , a method for intelligent enterprise qualification authentication based on big data, characterized by: including,
[0100] The certification application form of the receiving enterprise is recorded as the application form to be certified;
[0101] Check whether each form entry in the application form to be certified is a qualified entry, specifically:
[0102] Get the number of certification application forms in the database, denoted as A;
[0103] The database is used to store the certification application forms submitted by enterprises that have completed the qualification certification;
[0104] Obtain the receiving time of A authentication application forms in the database, and record the A authentication application forms in order from earliest to latest according to the receiving time as Application Form No. 1, Application Form No. 2, and Application Form No. A;
[0105] Scan the application form to be certified to obtain the content and name of each form item in the application form to be certified;
[0106] The form filling items are specifically cells in the certification application form that are filled in by the certification enterprise;
[0107] Implement content review strategy for each form entry in the certification application form;
[0108] The content review strategy is as follows:
[0109] Record the form entry to be reviewed as an entry to be reviewed, and obtain the entry content of the entry to be reviewed;
[0110] If the content of the item to be reviewed is blank and it is a required item, the item to be reviewed will be marked as an unqualified item;
[0111] The required items are:
[0112] Obtain the contents of the form filling items with the same name as the filling items to be reviewed in Application Form No. 1, Application Form No. 2, ... Application Form No. A respectively;
[0113] For the form filling items with the same name as the filling items to be reviewed in Application Form No. 1, Application Form No. 2, ... Application Form No. A, if there are form filling items with blank content, the filling items to be reviewed are deemed to be non-mandatory items; if there are no form filling items with blank content, the filling items to be reviewed are deemed to be mandatory items;
[0114] By obtaining the filled-in contents of each certification application form in the database, it is determined whether the items to be reviewed are mandatory items. If the filled-in contents of the form items with the same name as the items to be reviewed in each certification application form in the database are not blank, then the items to be reviewed are deemed mandatory items; if there are blank filled-in contents in the form items with the same name as the items to be reviewed in each certification application form in the database, then the items to be reviewed are deemed non-mandatory items; by comparing a large amount of historical data, this solution can make more accurate judgments based on the actual filling situation, greatly improving the accuracy of the review process; secondly, this method enhances the self-learning ability and adaptability of the system. As more qualified certification application forms flow into the database, the sample size in the database gradually increases, and the system can continuously optimize its judgment logic and automatically adapt to new trends and changes;
[0115] If the content of the item to be reviewed is blank and it is not a mandatory item, the item to be reviewed will be marked as a qualified item;
[0116] If the content of the item to be reviewed is not blank, then obtain whether there is a prefix or suffix in the filling requirements of the item to be reviewed.
[0117] If the content of the item to be reviewed is not blank, then obtain whether there is a prefix or suffix in the filling requirements of the item to be reviewed, specifically:
[0118] Establish a set of filled content, recorded as set B;
[0119] Obtain the contents of the form filling items with the same name as the filling items to be reviewed in Application Form No. 1, Application Form No. 2, ... Application Form No. A respectively;
[0120] List the obtained A filled contents into set B;
[0121] For A filled-in contents in set B, obtain the number of characters of each of the A filled-in contents to obtain A numbers;
[0122] Get the minimum value of the A quantities, denoted as C;
[0123] Select the first characters of A filled-in contents respectively, and compare the first characters of the A filled-in contents. If the first characters of the A filled-in contents are all the same, record the first characters of the A filled-in contents as the prefix character. If the Cth character of the A filled-in contents is not the same, stop comparing.
[0124] If the first character of A filled-in contents is marked as a prefix character, select the second character of A filled-in contents respectively, and compare the second characters of A filled-in contents. If the second characters of A filled-in contents are all the same, then the second character of A filled-in contents is recorded as a prefix character. If the Cth character of A filled-in contents is not the same, then stop comparing.
[0125] …
[0126] If the (C-1)th character of A filled-in contents is marked as a prefix character, select the Cth character of A filled-in contents respectively, and compare the Cth characters of A filled-in contents. If the Cth characters of A filled-in contents are all the same, then the Cth character of A filled-in contents is recorded as the prefix character and the comparison is stopped. If the Cth characters of A filled-in contents are not the same, then the comparison is stopped.
[0127] Select the penultimate characters of A filled-in contents respectively, and compare the penultimate characters of A filled-in contents. If the penultimate characters of A filled-in contents are all the same, record the penultimate characters of A filled-in contents as the suffix character. If the penultimate characters of A filled-in contents are not the same, stop comparing.
[0128] If the penultimate characters of A filled-in contents are marked as suffix characters, select the penultimate characters of A filled-in contents respectively, and compare the penultimate characters of A filled-in contents. If the penultimate characters of A filled-in contents are all the same, the penultimate characters of A filled-in contents are recorded as suffix characters. If the penultimate characters of A filled-in contents are not the same, stop comparing.
[0129] …
[0130] If the (C-1)th last character of A filled-in contents is marked as a suffix character, select the Cth last character of A filled-in contents respectively, and compare the Cth last character of A filled-in contents. If A characters are all the same, the Cth last character of A filled-in contents is recorded as a suffix character and the comparison is stopped. If the Cth last character of A filled-in contents is not the same, the comparison is stopped.
[0131] Through the method of automatic character comparison, the system can strictly perform character-by-character comparison according to the set logic, avoiding misjudgment caused by human factors; for each form entry, the system can quickly determine whether it contains a unified entry prefix or entry suffix, which speeds up the entire review process and shortens the time cycle from application to approval;
[0132] Determine whether there is a prefix or suffix in the filling requirements of the item to be reviewed based on the number of prefix characters or suffix characters in the item to be reviewed;
[0133] For the items to be reviewed whose filled-in contents are not blank, by obtaining the filled-in contents of each certification application form in the database, it is determined whether there is a filling-in prefix requirement or a filling-in suffix requirement in the filling requirements of the items to be reviewed.
[0134] The method of judging whether there is a prefix or a suffix in the filling requirements of the item to be reviewed according to the number of prefix characters or suffix characters in the item to be reviewed is specifically:
[0135] For A filled-in contents in set B, if there are characters marked as prefix characters, the number of characters marked as prefix characters is obtained, and the number is recorded as D;
[0136] Randomly select a content in set B, and use the first character, the second character, ... the Dth character of the content as the prefix of the item to be reviewed;
[0137] For A filled-in contents in set B, if no character is marked as a prefix character, then the filled-in item to be reviewed does not have a filled-in prefix;
[0138] For A filled-in contents in set B, if there are characters marked as suffix characters, then the number of characters marked as suffix characters is obtained, and the number is recorded as E;
[0139] Randomly select a content in set B, and use the last E character, the last E-1 character, and the last character of the content as the suffix of the item to be reviewed;
[0140] For A filled-in contents in set B, if no character is marked as a suffix character, then the filled-in item to be reviewed does not have a filled-in suffix;
[0141] If the content of the item to be reviewed is not blank, and the item to be reviewed does not have a prefix or suffix, the item to be reviewed will be marked as a qualified item;
[0142] For the pending items that have a prefix or suffix, the prefix or suffix review strategy is executed.
[0143] The aforementioned strategy of performing a prefix filling or suffix filling review for a pending filled item with a prefix filling or a suffix filling is as follows:
[0144] The D prefix characters in the filled prefix are recorded in the order of filling as prefix character No. 1, prefix character No. 2, ... prefix character No. D;
[0145] Compare the prefix character No. 1 with the first character in the content of the form entry, compare the prefix character No. 2 with the second character in the content of the form entry, and so on, compare the prefix character No. D with the Dth character in the content of the form entry;
[0146] The E filled-in suffix characters are recorded in the order of filling in as suffix character No. 1, suffix character No. 2, ... suffix character No. E;
[0147] Compare the first suffix character with the Eth-to-last character in the content of the form entry, compare the second suffix character with the E-1th-to-last character in the content of the form entry, and so on, compare the E suffix character with the first-to-last character in the content of the form entry;
[0148] Determine whether the form entry meets the prefix and suffix requirements based on character comparison;
[0149] By comparing the characters in the items to be reviewed with the prefix or suffix in order, the system can accurately determine whether the items to be reviewed meet the requirements of the prefix or suffix. This step enhances the intelligence of the authentication system, enabling it to automatically complete complex character verification tasks without human intervention, thereby improving the accuracy of data verification.
[0150] The method of judging whether the form entry meets the prefix and suffix requirements based on character comparison is as follows:
[0151] If the prefix character No. 1 is the same as the first character in the content of the form entry, the prefix character No. 2 is the same as the second character in the content of the form entry, and the prefix character No. D is the same as the Dth character in the content of the form entry, then the form entry is recorded as meeting the prefix and suffix requirements;
[0152] If the prefix character No. 1 is different from the first character in the content of the form entry, or the prefix character No. 2 is different from the second character in the content of the form entry, ... or the prefix character No. D is different from the Dth character in the content of the form entry, then the form entry will be recorded as not meeting the prefix and suffix requirements;
[0153] If the suffix character No. 1 is the same as the Eth-to-last character in the content of the form entry, the suffix character No. 2 is the same as the E-1st-to-last character in the content of the form entry, and the suffix character No. E is the same as the last character in the content of the form entry, then the form entry is recorded as meeting the suffix and prefix requirements;
[0154] If the first suffix character is different from the last E character in the content of the form entry, or the second suffix character is different from the last E-1 character in the content of the form entry, or the E suffix character is different from the first character in the content of the form entry, then the form entry will be recorded as not meeting the suffix and prefix requirements;
[0155] If the prefix or suffix of the item to be reviewed is marked as not meeting the prefix or suffix requirements, the item to be reviewed will be marked as an unqualified item;
[0156] If the prefix or suffix of the item to be reviewed is marked as meeting the prefix or suffix requirements, the item to be reviewed will be marked as a qualified item;
[0157] Users who submit certification application forms are classified according to the number of non-qualified items filled in the certification application form.
[0158] The users who submit the certification application form are classified according to the number of non-qualified items filled in the certification application form, specifically:
[0159] If an enterprise submits an application form for certification for the first time and a form entry is marked as an unqualified entry, the enterprise submitting the application form for certification will be recorded as a Class I user;
[0160] If there are no form filling items in the application form to be certified and are marked as non-qualified filling items, the application form to be certified is qualified for review; if there are form filling items in the application form to be certified and are marked as non-qualified filling items, the application form to be certified is unqualified for review;
[0161] For enterprises whose application forms for certification are unqualified, mark the unqualified items in their application forms for certification, send the marked application forms for certification to the enterprises in combination with the reference list and notify them to make modifications until they are qualified;
[0162] When there are unqualified items in the certification application form, the system will mark these problems and provide a detailed checklist to the enterprise to be certified. The checklist will guide the enterprise to modify the unqualified items. This targeted feedback mechanism can not only reduce the rework rate, but also enhance the satisfaction and trust of the enterprise, providing a better service experience for all certified enterprises;
[0163] The purpose of the checklist is to explain the name of the form entry, the location of the form entry in the certification application form, whether the form entry is mandatory, and the requirements for filling in prefixes or suffixes in the form entry;
[0164] If the application form for certification submitted by the enterprise passes the review, the enterprise will be notified to submit the certification materials, and the qualified application form for certification will be included in the database.
[0165] If the certification application form submitted by the enterprise is qualified, the enterprise will be notified to submit the certification materials, specifically:
[0166] Get the number of enterprises that have undergone qualification certification in the past year, recorded as N;
[0167] For N certified enterprises, when submitting certification materials, if the certification materials submitted by the certified enterprises do not meet the preliminary review conditions, the certified enterprises will be marked;
[0168] The specific conditions for the preliminary review of the materials are:
[0169] If the certification materials submitted by the enterprise are missing, the certification materials submitted by the enterprise do not meet the preliminary review conditions;
[0170] If the enterprise submits the certification materials without missing any, then the certification materials submitted by the enterprise meet the preliminary review conditions;
[0171] Obtain the types of certification materials that are missing when all marked certification companies submit certification materials;
[0172] Establish a set of authentication information number one, denoted as set H;
[0173] List the missing certification information of all marked certification enterprises when submitting certification information into set H;
[0174] Set the authentication data missing times threshold T1. The role of T1 is to determine whether the authentication material is a material that is easy to be missing. When the number of times a certain material is missing is greater than or equal to T1, it is considered that the material is a material that is easy to be missing. When the number of times a certain material is missing is less than T1, it is not considered that the material is a material that is easy to be missing. Establish the second authentication data set, which is recorded as set K;
[0175] For each type of authentication information in set H, if the number of authentication information of the same type is ≥ T1, the authentication information of this type is included in set K;
[0176] If the number of authentication materials of the same type is less than T1, this type of authentication materials will not be processed;
[0177] For a Class I enterprise, obtain the type of certification information required for the Class I enterprise to undergo qualification certification;
[0178] Compare the type of certification information required for a type of enterprise to obtain qualification certification with the certification information in set K;
[0179] If the type of certification materials required for a certain type of enterprise to conduct qualification certification exists in set K, the enterprise will be prompted. If the type of certification materials required for a certain type of enterprise to conduct qualification certification does not exist in set K, no processing will be performed.
[0180] After reviewing each form item in the certification application form, the number of form items marked as non-qualified items in the certification application form is obtained, and the enterprises to be certified are classified according to the obtained number; for the enterprises to be certified that are identified as Class I enterprises, if there are materials that are easily omitted in the certification materials they submit, the system will remind them when notifying them to submit the certification materials. This will not only reduce delays caused by insufficient information, but also help enterprises complete the certification process faster.
[0181] Embodiment 2, a system for intelligent enterprise qualification authentication method based on big data, characterized by: comprising:
[0182] Form and information receiving module: receiving the certification application form and certification information submitted by the enterprise;
[0183] Form review module: review the certification application form submitted by the enterprise;
[0184] Information notification module: notify enterprises to submit certification application forms or certification materials;
[0185] Certification document review module: review the certification documents submitted by the enterprise;
[0186] Data processing module: by processing the filled-in contents of each certification application form in the database, obtain whether there is a filling prefix or a filling suffix in the filling requirements of the items to be reviewed;
[0187] The efficiency and accuracy of the certification process are greatly improved by processing and reviewing the certification application forms of enterprises through automated means. Compared with the traditional manual review method, this review method through automated means reduces the workload of manual review and possible human errors.
[0188] It should be noted that, in this article, relational terms such as first and second, etc. are only used to distinguish one entity or operation from another entity or operation, and do not necessarily require or imply any such actual relationship or order between these entities or operations. Moreover, the terms "include", "comprise" or any other variants thereof are intended to cover non-exclusive inclusion, so that a process, method, article or device including a series of elements includes not only those elements, but also other elements not explicitly listed, or also includes elements inherent to such process, method, article or device.
[0189] The above is only a preferred embodiment of the present invention. It should be pointed out that for ordinary technicians in this technical field, several improvements and modifications can be made without departing from the technical principles of the present invention. These improvements and modifications should also be regarded as the scope of protection of the present invention.
Claims
1. A method for intelligent enterprise qualification authentication based on big data, characterized by: include, The certification application form of the receiving enterprise is recorded as the application form to be certified; Check whether each form entry in the application form to be certified is a qualified entry, specifically: Get the number of certification application forms in the database, denoted as A; The database is used to store the certification application forms submitted by enterprises that have completed the qualification certification; Obtain the receiving time of A authentication application forms in the database, and record the A authentication application forms in order from earliest to latest according to the receiving time as Application Form No. 1, Application Form No. 2, and Application Form No. A; Scan the application form to be certified to obtain the content and name of each form item in the application form to be certified; The form filling items are specifically cells in the certification application form that are filled in by the certification enterprise; Implement content review strategy for each form entry in the certification application form; The content review strategy is as follows: Record the form entry to be reviewed as an entry to be reviewed, and obtain the entry content of the entry to be reviewed; If the content of the item to be reviewed is blank and it is a required item, the item to be reviewed will be marked as an unqualified item; The required items are: Obtain the contents of the form filling items with the same name as the filling items to be reviewed in Application Form No. 1, Application Form No. 2, ... Application Form No. A respectively; For the form filling items with the same name as the filling items to be reviewed in Application Form No. 1, Application Form No. 2, ... Application Form No. A, if there are form filling items with blank content, the filling items to be reviewed are deemed to be non-mandatory items; if there are no form filling items with blank content, the filling items to be reviewed are deemed to be mandatory items; If the content of the item to be reviewed is blank and it is not a mandatory item, the item to be reviewed will be marked as a qualified item; If the content of the item to be reviewed is not blank, then obtain whether there is a prefix or suffix in the filling requirements of the item to be reviewed.
2. According to the big data-based intelligent enterprise qualification authentication method of claim 1, it is characterized by: If the content of the item to be reviewed is not blank, then obtain whether there is a prefix or suffix in the filling requirements of the item to be reviewed, specifically: Establish a set of filled content, recorded as set B; Obtain the contents of the form filling items with the same name as the filling items to be reviewed in Application Form No. 1, Application Form No. 2, ... Application Form No. A respectively; List the obtained A filled contents into set B; For A filled-in contents in set B, obtain the number of characters of each of the A filled-in contents to obtain A numbers; Get the minimum value of the A quantities, denoted as C; Select the first characters of A filled-in contents respectively, and compare the first characters of the A filled-in contents. If the first characters of the A filled-in contents are all the same, record the first characters of the A filled-in contents as the prefix character. If the Cth character of the A filled-in contents is not the same, stop comparing. If the first character of A filled-in contents is marked as a prefix character, select the second character of A filled-in contents respectively, and compare the second characters of A filled-in contents. If the second characters of A filled-in contents are all the same, then the second character of A filled-in contents is recorded as a prefix character. If the Cth character of A filled-in contents is not the same, then stop comparing. …… If the (C-1)th character of A filled-in contents is marked as a prefix character, select the Cth character of A filled-in contents respectively, and compare the Cth characters of A filled-in contents. If the Cth characters of A filled-in contents are all the same, then the Cth character of A filled-in contents is recorded as the prefix character and the comparison is stopped. If the Cth characters of A filled-in contents are not the same, then the comparison is stopped. Select the penultimate characters of A filled-in contents respectively, and compare the penultimate characters of A filled-in contents. If the penultimate characters of A filled-in contents are all the same, record the penultimate characters of A filled-in contents as the suffix character. If the penultimate characters of A filled-in contents are not the same, stop comparing. If the penultimate characters of A filled-in contents are marked as suffix characters, select the penultimate characters of A filled-in contents respectively, and compare the penultimate characters of A filled-in contents. If the penultimate characters of A filled-in contents are all the same, the penultimate characters of A filled-in contents are recorded as suffix characters. If the penultimate characters of A filled-in contents are not the same, stop comparing. …… If the (C-1)th last character of A filled-in contents is marked as a suffix character, select the Cth last character of A filled-in contents respectively, and compare the Cth last character of A filled-in contents. If A characters are all the same, the Cth last character of A filled-in contents is recorded as a suffix character and the comparison is stopped. If the Cth last character of A filled-in contents is not the same, the comparison is stopped. Whether there is a prefix or suffix in the filling requirements of the item to be reviewed is determined based on the number of prefix characters or suffix characters in the item to be reviewed.
3. According to claim 2, a method for intelligent enterprise qualification authentication based on big data is characterized in that: The method of judging whether there is a prefix or a suffix in the filling requirements of the item to be reviewed according to the number of prefix characters or suffix characters in the item to be reviewed is specifically: For A filled-in contents in set B, if there are characters marked as prefix characters, the number of characters marked as prefix characters is obtained, and the number is recorded as D; Randomly select a content in set B, and use the first character, the second character, ... the Dth character of the content as the prefix of the item to be reviewed; For A filled-in contents in set B, if no character is marked as a prefix character, then the filled-in item to be reviewed does not have a filled-in prefix; For A filled-in contents in set B, if there are characters marked as suffix characters, then the number of characters marked as suffix characters is obtained, and the number is recorded as E; Randomly select a content in set B, and use the last E character, the last E-1 character, and the last character of the content as the suffix of the item to be reviewed; For A filled-in contents in set B, if no character is marked as a suffix character, then the filled-in item to be reviewed does not have a filled-in suffix; If the content of the item to be reviewed is not blank, and the item to be reviewed does not have a prefix or suffix, the item to be reviewed will be marked as a qualified item; For the pending items that have a prefix or suffix, the prefix or suffix review strategy is executed.
4. According to claim 3, a method for intelligent enterprise qualification authentication based on big data is characterized in that: The aforementioned strategy of performing a prefix filling or suffix filling review for a pending filled item with a prefix filling or a suffix filling is as follows: The D prefix characters in the filled prefix are recorded in the order of filling as prefix character No. 1, prefix character No. 2, ... prefix character No. D; Compare the prefix character No. 1 with the first character in the content of the form entry, compare the prefix character No. 2 with the second character in the content of the form entry, and so on, compare the prefix character No. D with the Dth character in the content of the form entry; The E filled-in suffix characters are recorded in the order of filling in as suffix character No. 1, suffix character No. 2, ... suffix character No. E; Compare the first suffix character with the Eth-to-last character in the content of the form entry, compare the second suffix character with the E-1th-to-last character in the content of the form entry, and so on, compare the E suffix character with the first-to-last character in the content of the form entry; Determine whether the form entry meets the prefix and suffix requirements based on character comparison.
5. According to claim 4, a method for intelligent enterprise qualification authentication based on big data is characterized in that: The method of judging whether the form entry meets the prefix and suffix requirements based on character comparison is as follows: If the prefix character No. 1 is the same as the first character in the content of the form entry, the prefix character No. 2 is the same as the second character in the content of the form entry, and the prefix character No. D is the same as the Dth character in the content of the form entry, then the form entry is recorded as meeting the prefix and suffix requirements; If the prefix character No. 1 is different from the first character in the content of the form entry, or the prefix character No. 2 is different from the second character in the content of the form entry, ... or the prefix character No. D is different from the Dth character in the content of the form entry, then the form entry will be recorded as not meeting the prefix and suffix requirements; If the suffix character No. 1 is the same as the Eth-to-last character in the content of the form entry, the suffix character No. 2 is the same as the E-1st-to-last character in the content of the form entry, and the suffix character No. E is the same as the last character in the content of the form entry, then the form entry is recorded as meeting the suffix and prefix requirements; If the first suffix character is different from the last E character in the content of the form entry, or the second suffix character is different from the last E-1 character in the content of the form entry, or the E suffix character is different from the first character in the content of the form entry, then the form entry will be recorded as not meeting the suffix and prefix requirements; If the prefix or suffix of the item to be reviewed is marked as not meeting the prefix or suffix requirements, the item to be reviewed will be marked as an unqualified item; If the prefix or suffix of the item to be reviewed is marked as meeting the prefix or suffix requirements, the item to be reviewed will be marked as a qualified item; Users who submit certification application forms are classified according to the number of non-qualified items filled in the certification application form.
6. According to claim 5, a method for intelligent enterprise qualification authentication based on big data is characterized in that: The users who submit the certification application form are classified according to the number of non-qualified items filled in the certification application form, specifically: If an enterprise submits an application form for certification for the first time and a form entry is marked as an unqualified entry, the enterprise submitting the application form for certification will be recorded as a Class I user; If there are no form filling items in the application form to be certified and are marked as non-qualified filling items, the application form to be certified is qualified for review; if there are form filling items in the application form to be certified and are marked as non-qualified filling items, the application form to be certified is unqualified for review; For enterprises whose application forms for certification are unqualified, mark the unqualified items in their application forms for certification, send the marked application forms for certification to the enterprises in combination with the reference list and notify them to make modifications until they are qualified; The purpose of the checklist is to explain the name of the form entry, the location of the form entry in the certification application form, whether the form entry is mandatory, and the requirements for filling in prefixes or suffixes in the form entry; If the application form for certification submitted by the enterprise passes the review, the enterprise will be notified to submit the certification materials, and the qualified application form for certification will be included in the database.
7. The method for intelligent enterprise qualification authentication based on big data according to claim 6 is characterized by: If the certification application form submitted by the enterprise is qualified, the enterprise will be notified to submit the certification materials, specifically: Get the number of enterprises that have undergone qualification certification in the past year, recorded as N; For N certified enterprises, when submitting certification materials, if the certification materials submitted by the certified enterprises do not meet the preliminary review conditions, the certified enterprises will be marked; The specific conditions for the preliminary review of the materials are: If the certification materials submitted by the enterprise are missing, the certification materials submitted by the enterprise do not meet the preliminary review conditions; If the enterprise submits the certification materials without missing any, then the certification materials submitted by the enterprise meet the preliminary review conditions; Obtain the types of certification materials that are missing when all marked certification companies submit certification materials; Establish a set of authentication information, denoted as set H; List the missing certification information of all marked certification enterprises when submitting certification information into set H; Set the authentication data missing times threshold T1, and establish the second authentication data set, denoted as set K; For each type of authentication information in set H, if the number of authentication information of the same type is ≥ T1, the authentication information of this type is included in set K; If the number of authentication materials of the same type is less than T1, this type of authentication materials will not be processed; For a Class I enterprise, obtain the type of certification information required for the Class I enterprise to undergo qualification certification; Compare the type of certification information required for a type of enterprise to obtain qualification certification with the certification information in set K; If the type of certification materials required for a certain type of enterprise to conduct qualification certification exists in set K, the enterprise will be prompted. If the type of certification materials required for a certain type of enterprise to conduct qualification certification does not exist in set K, no processing will be performed.
8. A system for implementing the enterprise qualification intelligent authentication method based on big data as claimed in claim 1, characterized in that: include, Form and information receiving module: receiving the certification application form and certification information submitted by the enterprise; Form review module: review the certification application form submitted by the enterprise; Information notification module: notify enterprises to submit certification application forms or certification materials; Certification document review module: review the certification documents submitted by the enterprise; Data processing module: by processing the filled-in contents of each certification application form in the database, it is determined whether there is a filling prefix or a filling suffix in the filling requirements of the items to be reviewed.