An AI system for Dynamic Test Generation

Abstract

An AI system for dynamic test generation has a web-based job recruiting platform with a module for generating customised test questions for skill assessment based on textual information extracted from

Description

Technical Field

[001] The present invention relates to an AI system for dynamic test generation and method thereof. More particularly, the system being capable of facilitating efficient matching between employers and freelancers in the context of data and analytics projects, thereby enhancing collaboration and project success rates. Background

[002] In today's dynamic freelance marketplace, the seamless alignment of employers with freelancers is crucial for successful project outcomes. Traditional hiring methods often struggle to accurately assess freelancers' skills and match them with specific job requirements. In the rapidly evolving global landscape, organizations face ongoing challenges to maintain competitiveness and foster innovation. Within this context, effective knowledge management and utilization have emerged as pivotal factors for success. Conventional approaches to knowledge management frequently fail to address the complexities of modern organizational structures. Addressing these challenges, the proposed invention, the Dynamic Knowledge Management System, aims to transform how businesses optimize human resource practices for integrating knowledge effectively.

[003] The genesis of this invention arises from the recognition that knowledge represents a cornerstone of organizational value. In today's era of abundant yet fragmented information, harnessing and leveraging knowledge effectively can substantially boost organizational performance and competitive edge. However, achieving this requires more than mere data accumulation; it necessitates a strategic and dynamic approach to knowledge management.

[004] Traditionally, knowledge management systems have been static and rigid, resembling repositories rather than adaptive ecosystems. These systems lacked flexibility to meet evolving information needs and failed to leverage the collective intelligence of employees. Consequently, valuable insights often remained isolated within departments, impeding collaboration and innovation.

[005] The Dynamic Knowledge Management System heralds a paradigm shift in organizational knowledge management practices. At its essence lies the understanding that knowledge is fluid and continuously evolving. Thus, the system is designed to be agile and responsive, capable of capturing, organizing, and disseminating knowledge in real-time.

[006] A distinguishing feature of this invention is its integration of advanced technologies such as artificial intelligence (AI), machine learning (ML), and natural language processing (NLP). These technologies empower the system not only to automate routine tasks but also to derive meaningful insights from vast volumes of unstructured data. Using sophisticated algorithms, the system identifies patterns, trends, and correlations that might otherwise go unnoticed, enabling data-driven decisionmaking.

[007] Moreover, the Dynamic Knowledge Management System prioritizes user-centric design and usability principles. It offers intuitive interfaces and personalized experiences customized to meet the specific needs of each user. Whether accessed from desktops, mobile devices, or other platforms, employees can seamlessly navigate knowledge repositories, contribute expertise, and collaborate effectively across the organization.

[008] In addition to its internal benefits, the Dynamic Knowledge Management System also has broader implications for strategic decision-making and innovation. By providing executives with real-time insights into market trends, customer preferences, and competitive landscapes the system enables more informed and agile decisionmaking. Moreover, by streamlining communication and collaboration both internally and externally, it accelerates the pace of innovation and product development.

[009] US20230088444A1 patent document discloses a body of knowledge (BOK) in graphical structure is generated with a set of knowlets. The graphical BOK enables the platform to write up test questions with a RNN NLP writing system in runtime to support the adaptive recruitment process. In one embodiment, the system identifies a BOK with a graphical structure with a set of knowlets. Each knowlet represents a subset of knowledge within the BOK. The system identifies a set of intentional knowlets for the BOK, collects a set of extensional knowlets for the BOK, wherein an extensional knowlet represents the instantiation of an intentional knowlet, generates a BOK graph for the BOK with based on the set of intentional knowlets and the set of the extensional knowlets with each knowlet being a node of the BOK graph, wherein ontologies among knowlet nodes are generated, and generates a list of test questions based on the BOK graph.

[0010] US20020143573A1 patent document discloses an integrated automated recruiting management system has three main components: a criteria matching application for matching a job seeker's skills and qualification's with those required by a job posting; a message center server and downloadable client for providing a recruiter with a way of communicating particular' screening questions to a job seeker and receiving a response in text, audio or video; and a web-based job recruiter application for providing an Internet web site accessible to job recruiters and job seekers and for coordinating the first two components. The system permits a recruiter to post a detailed job posting, receives job seeker applications, ranks and sorts candidates according to skills and qualifications, automatically queries job seeker references, communicates recruiter questions to job seekers and receives responses, including audio and video, provides the recruiter with a package of the information collected, and automated tools for scheduling interviews.

[0011] The problem associated with the prior art, the current technologies provides an automated system for managing the recruiting process, including criteria matching, communication between recruiters and candidates, and coordinating job postings. The prior art evaluating test questions by mapping content to specific skills and using metrics like Item Response Theory to ensure accuracy and relevance. The proposed invention to improve the process of freelance hiring and skill assessment by using AI to dynamically generate customized test questions aligned with job requirements and freelancer profiles. Object of the Invention

[0012] The principle object of the present invention is to provide an Ai-enhanced system for dynamic test generation and method thereof.

[0013] Another object of the present invention is to provide an AI system for dynamic test generation and method thereof being capable to improve the process of freelance hiring and skill assessment by using AI to dynamically generate customized test questions aligned with job requirements and freelancer profiles.

[0014] Another object of the present invention is to provide an AI system for dynamic test generation which creates tailors test questions based on job postings and freelancer profiles and ensures relevance and alignment with specific job requirements and candidate skills.

[0015] Another object of the present invention is to provide an AI system for dynamic test generation and method thereof being capable to improve accuracy and relevance of evaluations compared to static test banks.

[0016] Yet another object of the present invention is to provide an AI system for dynamic test generation being capable for Al-driven precision matching to match freelancers with projects. Analyzes skill levels, past performance, and job requirements for precise matching and reduces mismatch risks and enhances hiring efficiency beyond simple keyword matching.

[0017] One more object of the present invention is to reduce the time and effort spent on the hiring process, allowing employers to fill positions more quickly and efficiently.

[0018] One more object of the present invention is to provide a certification system validates freelancer skills at initial, intermediate, or expert levels, providing verifiable proof of their capabilities.

[0019] One more object of the present invention is to provide a customized assessments being capable to generate test questions that are customized to the specific job requirements and the freelancer's profile.

[0020] One more object of the present invention is to improved employer control. The employers can request specific certifications from freelancers and receive detailed quiz results.

[0021] Yet another object of the present invention is to enhanced candidate experience. The freelancers can earn badges and certificates by taking customized quizzes, which validate their skill levels.

[0022] Another object of the present invention is to provide an AI system for dynamic test generation which is accurate, less expensive, more reliable, user-friendly system. Summery test generation, the computer-implemented method for dynamically generating customized skill assessments for freelancers includes receiving a request from a freelancer to initiate a skill certification process, prompting the freelancer to select skills and proficiency levels, generating a customized skill assessment quiz using an Al-based question generation system, presenting the quiz to the freelancer, receiving the freelancer's answers, evaluating performance based on predefined criteria, generating a skill certification score and digital skill badge, and storing the score and badge in a database.

[0024] Another aspect of the present invention is to enables employers to request customized skill certification assessments for freelancers, involving receiving a job posting, generating a customized quiz, transmitting the quiz to the freelancer, evaluating performance, generating a score and performance report, and transmitting the results to the employer.

[0025] Another aspect of the present invention is to a computer-implemented method is provided for enabling employers to request customized skill certification assessments for freelancers. The method includes receiving a job posting from an employer, the job posting specifying required skills for the job, receiving a request from the employer to initiate a skill certification assessment for a freelancer who has applied for the job posting, generating a customized skill assessment quiz customized to the required skills specified in the job posting using an artificial intelligence (AI) based question generation system, transmitting the customized skill assessment quiz to the freelancer, receiving the freelancer's submitted answers to the customized skill assessment quiz, evaluating the freelancer's performance on the customized skill assessment quiz based on predefined assessment criteria, generating a skill certification score and a detailed performance report for the freelancer based on the evaluation of the freelancer's performance, and transmitting the skill certification score and the detailed performance report to the employer.

[0026] Yet other aspect of present invention, the computer-implemented method for dynamically generating customized skill assessments for freelancers comprises a web-based platform accessible by freelancers and employers via a network. The request from the freelancer to initiate the skill certification process is received via a graphical user interface (GUI) of the computer system to prompting the freelancer to select one or more skills and corresponding proficiency levels for certification comprises displaying a list of predefined skills and proficiency levels in a GUI of the computer system.

[0027] Yet other aspect of present invention, the Al-based question generation system utilizes natural language processing (NLP) techniques to analyze the selected skills and proficiency levels and generate relevant assessment questions. The customized skill assessment quiz comprises a combination of multiple-choice questions, coding challenges, and project-based assessments.

[0028] Yet other aspect of present invention, presenting the customized skill assessment quiz to the freelancer comprises displaying the quiz questions in a timed and proctored environment within the computer system's GUL The freelancer's performance on the customized skill assessment quiz comprises comparing the freelancer's submitted answers to predefined correct answers and calculating a percentage score.

[0029] Yet other aspect of present invention, the predefined assessment criteria include a minimum passing score threshold for each skill and proficiency level and generating the digital skill badge comprises creating a graphical icon representing the freelancer's certified skill and proficiency level.

[0030] Yet other aspect of present invention, storing the freelancer's skill certification score and digital skill badge in the database comprises associating the score and badge with the freelancer's user profile within the computer system. The job posting received from the employer includes a title, description, and a list of required skills and proficiency levels.

[0031] Yet other aspect of present invention, the request from the employer to initiate the skill certification assessment for the freelancer is received via a GUI of the computer system and generating the customized skill assessment quiz comprises mapping the required skills specified in the job posting to a predefined set of assessment questions stored in a database.

[0032] Yet other aspect of present invention, transmitting the customized skill assessment quiz to the freelancer comprises sending an email notification to the freelancer with a unique link to access the quiz within the computer system.

[0033] Yet other aspect of present invention, the detailed performance report includes a breakdown of the freelancer's scores for each skill assessed, along with strengths and areas for improvement.

[0034] Yet other aspect of present invention, transmitting the skill certification score and the detailed performance report to the employer comprises displaying the results within the employer's dashboard in the computer system's GUI.

[0035] Yet other aspect of present invention, the computer-implemented method further comprises periodically updating the predefined set of skills and proficiency levels based on analysis of job market trends and employer feedback.

[0036] Yet other aspect of present invention, the computer-implemented method further comprises providing the employer with an option to compare the skill certification scores and detailed performance reports of multiple freelancers who have applied for the same job posting. Brief Description of Drawings

[0037] The foregoing summary, as well as the following detailed description of the invention, is better understood when read in conjunction with the appended drawings. For the purpose of illustrating the invention, exemplary constructions of the invention are shown in the drawings. However, the invention is not limited to the specific methods and structures disclosed herein. The description of a method step or a structure referenced by a numeral in a drawing is applicable to the description of that method step or structure shown by that same numeral in any subsequent drawing herein.

[0038] Fig. 1 and Fig.2 represent the block diagram of the AI System for Dynamic Test Generation.

[0039] Fig. la represent a method for Al-enabled dynamic test generation for skill assessments of freelancers.

[0040] Fig.2a represent a method for Al-enabled for dynamic test generation for skill assessments certification of freelancers. Detailed Description of the invention

[0041] Detailed embodiments of the present invention are disclosed herein, however, it is to be understood that the disclosed embodiments are merely exemplary of the invention, which may be embodied in various forms. Therefore, specific functional and structural details disclosed herein are not to be interpreted as limiting, but merely as a basis for the claims and as a representative basis for teaching one skilled in the art to variously employ the present invention in virtually any appropriately detailed structure.

[0042] Unless defined otherwise, all technical and scientific terms used herein have the same meaning as commonly understood by one with ordinary skill in the art to which the invention belongs.

[0043] The present invention overcomes the aforesaid drawbacks of conventional AI Dynamic Test Generation system and method. The objects, features, and advantages of the present invention will now be described in greater detail. Also, the following description includes various specific details and is to be regarded as merely exemplary. Accordingly, those of ordinary skill in the art will recognize that: without departing from the scope and spirit of the present disclosure and its various embodiments there may be any number of changes and modifications described herein.

[0044] Reference throughout this specification to “one embodiment” or “an embodiment” means that a particular feature, structure, or characteristic described in connection with the embodiment is included in at least one embodiment of the present invention. Thus, the appearances of the phrases “in one embodiment” or “in an embodiment” in various places throughout this specification are not necessarily all referring to the same embodiment. Furthermore, the particular features, structures, or characteristics may be combined in any suitable manner in one or more embodiments.

[0045] It must also be noted that as used herein and in the appended claims, the singular forms "a", "an," and "the" include plural references unless the context clearly dictates otherwise. Although any systems and methods similar or equivalent to those described herein can be used in the practice or testing of embodiments of the present invention, the preferred, systems are now described.

[0046] Throughout the invention, the computer-implemented method is provided for dynamically generating customized skill assessments for freelancers. The method includes receiving a request from a freelancer to initiate a skill certification process, prompting the freelancer to select one or more skills and corresponding proficiency levels for certification, generating a customized skill assessment quiz customized to the selected skills and proficiency levels using an artificial intelligence (AI) based question generation system, presenting the customized skill assessment quiz to the freelancer, receiving the freelancer's submitted answers to the customized skill assessment quiz, evaluating the freelancer's performance on the customized skill assessment quiz based on predefined assessment criteria, generating a skill certification score and a digital skill badge for the freelancer based on the evaluation of the freelancer's performance, and storing the freelancer's skill certification score and digital skill badge in a database.

[0047] The main embodiment of the present invention is to provide an Al-system for dynamic test generation comprising a. at least one server computer equipped with a processor, a main memory for executing program code under the processor direction, a storage device for storing data and program code, and a bus connecting the processor, main memory, and storage device; at least one relational database stored on said storage device; b. a non-transitory computer-accessible medium being capable of storing computer-executable instructions; c. a computer program code of a web-based job recruiting platform stored in said storage device and being executing in said main memory under the direction of said processor; d. said web-based job recruiting platform comprising a dynamic test generation module configured to generate customized test questions based on job postings and freelancer profiles; e. an artificial intelligence module being trained through datasets which includes job descriptions, freelancer profiles, and successful interview questions; wherein, said Al-enabled system for dynamic test generation is configured to generate the customized test questions for skill assessment based on textual information extracted from job postings and freelancer profiles; an artificial intelligence and machine learning techniques being capable of analyzing the received information and identifying relevant skills and competencies required for the specific job or project, test questions adapted to assess the identified skills and competencies, ensuring precision and relevance in evaluating potential candidates and / or freelancers.

[0048] Another embodiment of the present invention is to provide an Al-system for dynamic test generation. The processor is the central unit of the server computer that executes program code. It is responsible for performing computations and controlling other hardware components. The main memory RAM where the program code and data are loaded during execution. It allows the processor to quickly access the necessary data and instructions. The storage device can be a hard drive, SSD, or any other persistent storage medium where the computer program code, data, and other necessary files are stored. The bus is a communication system that connects the processor, main memory, and storage device, allowing data to be transferred between them. The server computer serves as the backbone of the AI system. It executes the code necessary for dynamic test generation and stores the data required for processing. The bus ensures that different components of the server can communicate efficiently.

[0049] Another embodiment of the present invention is to provide an Al-system for dynamic test generation. The Non-Transitory Computer-Accessible Medium. This refers to any physical medium that can store computer-executable instructions. Examples include hard drives, SSDs, optical discs, or flash drives. The medium holds the computer program code that will be executed by the processor. It is essential for ensuring that the instructions necessary for dynamic test generation are available for the system to perform its functions.

[0050] In certain embodiments, the web based job recruiting platform is responsible for creating customized test questions. It utilizes job postings and freelancer profiles to generate questions that are specific to the skills and requirements outlined in these postings and profiles. The web-based job recruiting platform acts as the interface through which users interact with the system. The dynamic test generation module analyzes job postings and freelancer profiles to generate relevant test questions. This module ensures that the tests are customized according to the specific needs of the job or project. The AI- Module having Training Datasets which includes job descriptions, freelancer profiles, and successful interview questions. This dataset is used to train the AI module to understand the nuances of different roles and skills and the machine learning techniques employed by the AI to analyze and learn from the data, such as natural language processing, classification, and clustering algorithms. The AI module processes the information extracted from job postings and freelancer profiles to identify relevant skills and competencies. It uses machine learning algorithms to analyze this information and generate precise test questions that assess the identified skills. The Al’s training helps it to refine its understanding and improve the relevance of the test questions over time.

[0051] In certain embodiments, the data collection being capable to gathers textual information from job postings and freelancer profiles and data processing AI module processes this information to identify key skills and competencies required for the job or project. The dynamic test generation module creates customized test questions that are customized to the specific requirements and skills identified. These questions are used to assess potential candidates or freelancers, ensuring that the evaluation is both precise and relevant to the job or project at hand. The present invention provides a comprehensive system for dynamic test generation by integrating server hardware, storage, AI algorithms, and a web-based platform. Each embodiments having a critical role in ensuring that the test questions are generated based on detailed analysis of job requirements and freelancer profiles, leading to an effective and targeted skill assessment process.

[0052] The main embodiment of the present invention is to provide a method for AI-enabled dynamic test generation for skill assessments of freelancers, comprising: a) receiving a login credentials from a user to access a personalized interface on the platform; b) providing an interface for the user to manage their profile, including the ability to add, update, or remove expertise skills; c) allowing the user to initiate a certification process by selecting an option to get certified in specified skills; d) prompting the user to select one or more skills and specify levels of proficiency for which certification is requested; e) generating a customized quiz based on the selected skills and proficiency levels upon user request using an artificial intelligence (AI) based question generation system; f) storing the generated questions and their correct answers securely within a database; g) presenting the generated quiz to the user within the platform’s interface and setting a time limit for completion; h) receiving, by the system, the freelancer's submitted answers to the customized skill assessment quiz; i) evaluating, by the system, the freelancer's performance on the customized skill assessment quiz based on predefined assessment criteria; j) comparing the user’s score against a predefined threshold, and issuing certification if the score meets or exceeds the threshold, or requiring a retest if the score is below the threshold.

[0053] Another embodiment of the present invention is to provide an Al-system for dynamic test generation. The computer system receives a request from a freelancer to initiate a skill certification process. This request is facilitated through the platform, which is designed to transform the way employers and freelancers connect and collaborate by providing a dynamic and efficient approach to skill assessment. The freelancer accesses the platform by logging in using their unique credentials, ensuring secure access to their profiles and certification features. Upon successful authentication, they gain entry to their personalized dashboard.

[0054] In certain embodiments, the freelancer navigates to their profile settings where they can manage their expertise skills. This includes the ability to add, remove, or update their skills, ensuring that their profile accurately represents their professional capabilities and areas of specialization within the industry. The freelancer then encounters the option to pursue certification within the profile settings or certification section. Upon clicking said designated get certified button, the freelancer have to opt in their intent to undergo the certification process for particular selected skills, which being capable of enhancing their professional credibility and marketability.

[0055] Upon opting for certification, freelancers being prompted to specify the particular skills for which said certificate needs to be issued. Additionally, the freelancers being capable of designating the desired proficiency levels for each skill, aligning with the expertise and career objectives. With the selection of skills and proficiency levels finalized, freelancers being capable of initiating the generation of a customized certification quiz by activating the Generate Quiz functionality. Said action being capable of triggering the system to dynamically create a comprehensive set of questions customized to the specified skills and proficiency levels.

[0056] Leveraging advanced artificial intelligence capabilities, the platform employs the Gen AI to dynamically generate a series of challenging and relevant questions. These questions being intelligently curated to assess the freelancer's proficiency in the selected skills, ensuring a comprehensive evaluation process. The generated questions and answers are securely stored within the specific platform database, which serves as a centralized hub for storing assessment data, facilitating seamless access and retrieval for evaluation purposes.

[0057] Upon completion of question generation, said questions being prominently displayed to the freelancer within the platform interface. This marks the commencement of the certification assessment, prompting the freelancer to actively engage with the test content. During the certification test, freelancers answers individual question presented to them, ensuring thorough comprehension and application of the assessed skills. Upon completing said test, they have to submit their responses for evaluation and scoring.

[0058] The platform being capable of evaluating the freelancer's responses, assessing the correctness and accuracy of each answer. The scoring process comprising the analysis and validation of the freelancer's proficiency, yielding an evaluation of their performance. Following the evaluation process, the resulting score being displayed to the freelancer within the platform interface. The feedback mechanism being capable of providing valuable insights to freelancers into their performance, facilitating continuous improvement and skill development.

[0059] Upon achieving a score of 70% or higher, freelancers attain certification for the selected skills, symbolizing their mastery and proficiency in the assessed competencies. Said certification serves as an endorsement of their expertise, enhancing their credibility and marketability within their respective fields. Finally, the platform being capable of generating the badges based on the Skill Name and Skill Level to be displayed on the Freelancer profiles for exhibiting their competency. Additionally, the freelancer being capable of downloading said Certificate in pdf format that can be used to send to potential employers via email or attach it to their profiles.

[0060] In different embodiments, the process of prompting the freelancer to select one or more skills and corresponding proficiency levels for certification being facilitated by said computer system (100). In certain embodiments, the computer system orchestrates the entire certification process by leveraging the engine and its associated components. The engine, which includes the Certification Script, dynamically generates a customized quiz customized to the freelancer's selected skills and proficiency levels. This process being initiated when the freelancer navigates to their profile settings within the Freelancer dashboard, where the freelance being capable of managing their expertise skills and opt for certification.

[0061] In certain embodiments, the freelancer being prompted to specify the particular skills they wish to certify in, along with the desired proficiency levels. This selection process being facilitated by displaying a list of predefined skills and proficiency levels in the graphical user interface (GUI) of the computer system. The freelancer's selections being then used to generate a customized quiz, which being stored in temporary storage before presented to the freelancer. Said process being capable of ensuring that the freelancer's profile accurately represents their professional capabilities and areas of specialization within the industry. By opting to certify their skills, freelancers can gain access to a customized quiz customized to their skill set. Upon completion, freelancers being capable of receiving said badges and certificate which indicates their proficiency level to Initial, Intermediate, or Expert. This certification not only validates freelancer’s skills but also enhances their profiles, making them more appealing to potential employers. The system's ability to dynamically generate a comprehensive set of questions customized to the specified skills and proficiency levels is powered by advanced artificial intelligence capabilities, specifically the AI. This ensures a comprehensive evaluation process that accurately assesses the freelancer's proficiency in the selected skills. The generated questions and answers are securely stored within the database, maintaining the integrity of the certification process.

[0062] In certain embodiments, the process of prompting the freelancer to select skills and proficiency levels for certification involves a series of orchestrated actions by the computer system, leveraging the Engine, Certification Script, and Gen AI to generate and present a customized quiz. This process enhances the freelancer's profile and credibility, making them more appealing to potential employers.

[0063] In one embodiments, the process of generating a customized skill assessment quiz customized to the selected skills and proficiency levels using an artificial intelligence (AI) based question generation system is a component of the system. The computer system, which includes components such as the Flask application, config.json, and the MySQL database, orchestrates the generation of the skill assessment quiz. The Al-based question generation system leverages advanced) techniques to analyze the selected skills and proficiency levels and generate relevant assessment questions. The Al-based question generation system utilizes the Gen AI to dynamically generate a series of challenging and relevant questions. These questions are intelligently curated to assess the freelancer's proficiency in the selected skills, ensuring a comprehensive evaluation process. The system is designed to transform the way employers and freelancers connect and collaborate by providing a dynamic and efficient approach to skill assessment.

[0064] The process begins with the Flask application, which handles HTTP requests and generates interview questions. The interview_questions_generator.py module, containing the Interview Data Processor class, is responsible for processing interview data and generating questions. This module interacts with the MySQL database and utilizes the OpenAI for generating questions. The generated questions, along with their corresponding answers, being securely stored within the database, which serves as a centralized hub for storing assessment data, facilitating seamless access and retrieval for evaluation purposes.

[0065] The Dynamic Test Generator, a feature of, enhances the interview process for both employers and freelancers. Once an employer shortlists a candidate, generates a customized set of test questions based on the job posting and the freelancer's profile, ensuring relevance and efficiency. The platform achieves this by training a model on a dataset encompassing job descriptions, freelancer profiles, and successful interview questions. Upon testing, said AI system generates a set of questions that aligned with the specific requirements of the job and the freelancer's skills and experiences.

[0066] In certain embodiments, the generated questions are presented to the freelancer in a timed and proctored environment within the computer system's graphical user interface (GUI). The freelancer being capable of submitting their responses, which being evaluated by the system based on predefined assessment criteria. The evaluation process involves comparing the freelancer's submitted answers to predefined correct answers and calculating a percentage score. The predefined assessment criteria include a minimum passing score threshold for each skill and proficiency level.

[0067] Upon completion of the evaluation, the system generates a skill certification score and a digital skill badge for the freelancer. This certification serves as an endorsement of the freelancer's expertise, enhancing their credibility and marketability within their respective fields. The certification score and digital skill badge being stored in the database, associated with the freelancer's user profile within the computer system.

[0068] In summary, the process of generating a customized skill assessment quiz using an Al-based question generation system involves multiple components and steps, including the use of advanced techniques, dynamic question generation, secure storage of generated questions and answers, and evaluation of freelancer responses. This process ensures an accurate and efficient assessment of freelancer skills, ultimately enhancing the freelance hiring process for both employers and freelancers.

[0069] In different embodiments, the process of presenting the customized skill assessment quiz to the freelancer involves several components and actions. The computer system, referred to as, dynamically generates a customized quiz customized to the freelancer's selected skills and proficiency levels. This quiz is then presented to the freelancer through the platform's interface.

[0070] In certain embodiments, the customized quiz being generated using the Gen AI, which provides an advanced artificial intelligence capabilities to create a series of challenging and relevant questions. These questions being intelligently curated to assess the freelancer's proficiency in the selected skills, ensuring a comprehensive evaluation process. The generated questions and answers being securely stored within the database, maintaining the integrity of the certification process.

[0071] Upon completion of question generation, the certification test comprising the generated questions being prominently displayed to the freelancer within the platform interface. This marks the commencement of the certification assessment, prompting the freelancer to actively engage with the test content. The test being presented in a timed and proctored environment within the computer system's graphical user interface (GUI), ensuring a controlled and fair assessment process.

[0072] During the certification test, freelancers answer each question presented to them, ensuring thorough comprehension and application of the assessed skills. Upon completing the test, they submit their responses for evaluation and scoring. The platform then evaluates the submitted answers, assessing each response for accuracy. The scoring process involves analysis and validation of the freelancer's proficiency, yielding an evaluation of their performance.

[0073] In different embodiments, the process of receiving the freelancer's submitted answers to the customized skill assessment quiz is facilitated by the computer system. In certain embodiments, the computer system securely stores the generated questions and answers within the database. This repository serves as a centralized hub for storing assessment data, facilitating seamless access and retrieval for evaluation purposes. The questions and answers are securely stored to maintain the integrity of the certification process.

[0074] In certain embodiments, freelancer's submitted answers being received by the computer system, which is designed to transform the way employers and freelancers connect and collaborate by providing a dynamic and efficient approach to skill assessment. The purpose of this process is to validate freelancers' skills and enhance their profiles, making them more appealing to potential employers.

[0075] One of features is its certification option for freelancers. By opting to certify their skills, freelancers gain access to a customized quiz customized to their skill set. Upon completion, freelancers receive badges and a certificate indicating their proficiency level - Initial, Intermediate, or Expert. This certification not only validates freelancers' skills but also enhances their profiles, making them more appealing to potential employers.

[0076] Upon receiving the certification request, the freelancer navigates to their profile settings or a designated certification section on the platform. The freelancer initiates the certification process for the specified skill(s) by selecting the relevant option. In this scenario, the Employer has the option to request the freelancer to be certified for the exact skills needed for the Job / Project posted by the employer, enabling the platform to generate a customized quiz. Upon completion, the result and the scores are sent to the employer to take a hiring decision. The freelancers also receive badges and a certificate indicating their proficiency level (Initial, Intermediate, or Expert), enhancing their profiles and credibility.

[0077] Employers seeking to ensure the perfect match between freelancers and job / project requirements can leverage certification feature. By requesting freelancers to obtain certification for the exact skills needed for the job / project, employers receive customized quiz results and scores. This enables employers to make informed hiring decisions based on freelancers' demonstrated proficiency levels. Additionally, freelancers receive badges and a certificate, further enhancing their profiles and credibility in the marketplace.

[0078] Upon completion of question generation, the certification test comprising the generated questions is prominently displayed to the freelancer within the platform interface. This marks the commencement of the certification assessment, prompting the freelancer to actively engage with the test content. Upon opting for certification, freelancers will be prompted to specify the particular skills they wish to certify in. Additionally, they will have the opportunity to designate the desired proficiency levels for each skill, aligning with their expertise and career objectives.

[0079] Upon achieving a score of 70% or higher, freelancers attain certification for the selected skills, symbolizing their mastery and proficiency in the assessed competencies. This certification serves as an endorsement of their expertise, enhancing their credibility and marketability within their respective fields. If a freelancer is not certified for a required skill, the employer has the option to send a certification request to the freelancer. The employer selects the specific skill(s) for which certification is needed and sends a request through the platform. With the selection of skills and proficiency levels finalized, freelancers will initiate the generation of a customized certification quiz by activating the Generate Quiz functionality.

[0080] This action triggers the system to dynamically create a comprehensive set of questions customized to the specified skills and proficiency levels. Within the profile settings or certification section, freelancers encounters the option to pursue certification. By clicking on the designated get certified button, they express their intent to undergo the certification process for their chosen skills, enhancing their professional credibility and marketability. The process involves evaluating the freelancer's performance on the customized skill assessment quiz based on predefined assessment criteria. This step is in determining the proficiency and skill level of the freelancer, which being capable of generating a skill certification score and a digital skill badge.

[0081] The entities involved in this step include the computer system, freelancer, skill assessment quiz, and predefined assessment criteria. The computer system, referred to as, is designed to transform the way employers and freelancers connect and collaborate by providing a dynamic and efficient approach to skill assessment. The purpose of this system is to validate freelancers' skills and enhance their profiles, making them more appealing to potential employers.

[0082] The evaluation process involves several actions and attributes: The computer system, evaluates the freelancer's responses to the customized skill assessment quiz. This evaluation process involves assessing the correctness and accuracy of each answer provided by the freelancer. The scoring process is thorough, ensuring that the freelancer's performance is measured precisely against the required proficiency standards.

[0083] The questions in the skill assessment quiz are generated using advanced artificial intelligence capabilities, specifically the Gen AI API. These questions are intelligently curated to assess the freelancer's proficiency in the selected skills, ensuring a comprehensive evaluation process. The Gen AI dynamically generates a series of challenging and relevant questions. These questions are designed to comprehensively evaluate the freelancer's knowledge and proficiency in the selected skills. The Dynamic Test Generator is a Flask-based web application designed to generate interview questions dynamically based on input data and store evaluation data into a MySQL database. It consists of three main components: 'app.py', 'interview_questions_generator.py', and 'evaluation.py'.

[0084] The evaluation process results in a score that reflects the freelancer's proficiency in the assessed skills. This score being used to generate a skill certification score and a digital skill badge for the freelancer.

[0085] In different embodiments, the evaluation process may involve comparing the freelancer's submitted answers to predefined correct answers and calculating a percentage score. The predefined assessment criteria include a minimum passing score threshold for each skill and proficiency level. For instance, upon achieving a score of 70% or higher, freelancers attain certification for the selected skills, symbolizing their mastery and proficiency in the assessed competencies. This certification serves as an endorsement of their expertise, enhancing their credibility and marketability within their respective fields.

[0086] The evaluation process is integral to the overall functionality of the system, ensuring that freelancers are accurately assessed and certified based on their demonstrated proficiency levels. This dynamic and efficient approach to skill assessment empowers both employers and freelancers to make better-informed hiring decisions and ensure successful project outcomes.

[0087] In one embodiments, the process of generating a skill certification score and a digital skill badge for the freelancer based on the evaluation of the freelancer's performance is a multifaceted and dynamic procedure. In certain embodiments, the computer system evaluates the freelancer's responses to the customized quiz, which is customized to their skill set. This evaluation is conducted by the platform, which assesses the correctness and accuracy of each answer. The scoring process involves analysis and validation of the freelancer's proficiency, yielding an evaluation of their performance.

[0088] In certain embodiments, the evaluation process is facilitated by the engine, which utilizes advanced artificial intelligence capabilities. The gen AI dynamically generates a series of challenging and relevant questions, ensuring a comprehensive evaluation process. The questions are intelligently curated to assess the freelancer's proficiency in the selected skills. Upon completion of the quiz, the freelancer's responses are submitted for evaluation and scoring.

[0089] In certain embodiments, the platform generates badges based on the Skill Name and Skill Level to be displayed on the freelancer profiles for exhibiting their competency. Additionally, the freelancer can also download a Certificate in pdf format that can be used to send to potential employers via email or attach it to their profiles. This certification not only validates freelancers' skills but also enhances their profiles, making them more appealing to potential employers.

[0090] The process involves several components and actions. The Data Management on Server handles the accumulation and management of valuable data, including user profiles, job postings, and project submissions. This data is then securely transmitted to the AI server for further processing. The AI Data Processing component utilizes sophisticated algorithms and Generative AI to analyze and interpret the user data, generating personalized recommendations or responses.

[0091] The AI Response Generation component creates Ai-generated responses that encompass a range of functionalities, including job description generation, certification, freelancer skill enhancement suggestions, and project matches. These responses are then retrieved by the server and seamlessly integrated into the platform's interface, ensuring a cohesive user experience.

[0092] The User Authentication and Access component ensures secure access to the platform's features, while the User Engagement component facilitates active interaction with the Ai-generated content. The Presentation to Users component displays the Ai-generated insights and recommendations within the platform's interface, allowing users to explore and take relevant actions based on the insights provided.

[0093] The predefined set of skills and proficiency levels are periodically updated to reflect the latest job market trends and employer feedback. This ensures that the skill assessments remain relevant and aligned with the current demands of the job market. The system leverages advanced artificial intelligence capabilities to dynamically generate a series of challenging and relevant questions, ensuring a comprehensive evaluation process.

[0094] In summary, the periodic update of the predefined set of skills and proficiency levels involves a dynamic and iterative process that leverages advanced AI technologies to deliver personalized recommendations and insights. This process enhances user engagement and satisfaction, ultimately driving value for freelancers and employers alike.

[0095] The main embodiment of the present invention is to provide a method for AI-enabled for dynamic test generation for skill assessments certification of freelancers, comprising: a) allowing an employer to log into the platform using unique credentials to access a personalized dashboard; a job posting from an employer, the job posting specifying required skills for the job; b) enabling the employer to post a job on the platform by entering job details including title, description, and required skills; receiving a job proposal from a freelancer wherein the proposal includes the freelancer’s experience and relevant skills; c) assessing whether the freelancer’s qualifications meet the job requirements; d) determining whether the freelancer holds a certification for the required skills, where the certification status is automatically verified and displayed on the freelancer’s profile; e) allowing the employer to request certification for the required skills, wherein the request is sent to the freelancer through the platform, if the freelancer does not hold the necessary certification; f) generating, customized skill assessment quiz adapted to the required skills specified in the job posting using an artificial intelligence (AI) based question generation system; g) enabling the freelancer to complete a certification process in response to the request, including passing a relevant quiz; h) reflecting the freelancer’s updated certification status on their profile upon successful completion of the certification process; and i) communicating the freelancer’s certification results to the employer via email or through the platform, including performance insights.

[0096] In different embodiments, the process of receiving a job posting from an employer specifying required skills for the job involves several entities and actions. The computer system, employer, job posting, and skills are central to this step. The computer system receives the job posting from the employer, which includes a title, description, and a list of required skills and proficiency levels. This job posting is then made available for freelancers to view and apply to.

[0097] In certain embodiments, the computer system comprises a web-based platform accessible by freelancers and employers via a network. This platform, leverages Artificial Intelligence and Machine Learning technology to precisely match data and analytics projects with the most skilled and experienced freelancers. The platform's mission is to provide Small to Medium-sized Businesses with access to the best talent for their projects, quickly and cost-effectively.

[0098] Upon receiving the job posting, the computer system allows employers to manage job postings and review proposals through an Employer dashboard. This dashboard provides a secure and personalized experience where employers can view various job posting and management features. When an employer receives multiple proposals for a job, the platform automatically checks each freelancer's certification status for the required skills. The system verifies if freelancers are already certified for the skills specified in the job listing.

[0099] The job posting received from the employer includes a title, description, and a list of required skills and proficiency levels. This information is crucial for the platform to generate customized test questions based on the job posting and freelancer profiles. The platform achieves this by training a model on a dataset encompassing job descriptions, freelancer profiles, and successful interview questions. Upon testing, said AI generates a set of questions aligned with the specific requirements of the job and the freelancer's skills and experiences.

[00100] In different embodiments, the platform's Al-driven capabilities ensure relevance and efficiency in the interview process. This approach streamlines the interview process, saving time for both employers and freelancers and increasing the likelihood of successful matches. The platform's AI algorithms generate personalized recommendations or responses, which are seamlessly integrated into the platform's interface, ensuring a cohesive user experience.

[00101] In summary, the process of receiving a job posting from an employer specifying required skills for the job involves the computer system, employer, job posting, and skills. The computer system, through platform, leverages AI and Machine Learning to match projects with skilled freelancers, manage job postings, and generate customized test questions. This approach enhances the hiring process, providing a secure and personalized experience for employers and ensuring successful project outcomes.

[00102] In certain embodiments, the freelancer certification process is initiated by the employer through the platform. The employer navigates to their dashboard, where they can manage job postings and review proposals. Upon receiving a proposal from a freelancer, the employer can send a certification request to the freelancer. This request prompts the freelancer to undergo the certification process, which involves completing a customized quiz customized to the required skills.

[00103] In certain embodiments, the certification process is designed to validate freelancers' skills and enhance their profiles. By opting to their skills, freelancers gain access to a customized quiz customized to their skill set. Upon completion, freelancers receive badges and a certificate indicating their proficiency level - Initial, Intermediate, or Expert. This certification not only validates freelancers' skills but also enhances their profiles, making them more appealing to potential employers.

[00104] In certain embodiments, the certification process involves the generation of a customized quiz using the Gen AI. The platform employs advanced artificial intelligence capabilities to dynamically generate a series of challenging and relevant questions. These questions are intelligently curated to assess the freelancer's proficiency in the selected skills, ensuring a comprehensive evaluation process.

[00105] In certain embodiments, the Al-based question generation system utilizes advanced natural language processing (NLP) techniques to analyze the selected skills and proficiency levels. This analysis is facilitated by the Gen AI API, which dynamically generates a series of challenging and relevant questions. These questions are intelligently curated to assess the freelancer's proficiency in the selected skills, ensuring a comprehensive evaluation process. The generated questions and answers are securely stored within the database, maintaining the integrity of the certification process.

[00106] The Dynamic Test Generator, a component of the system, enhances the interview process for both employers and freelancers. Once an employer shortlists a candidate, the Dynamic Test Generator generates a customized set of test questions based on the job posting and the freelancer's profile. This approach streamlines the interview process, saving time for both employers and freelancers and increasing the likelihood of successful matches.

[00107] The process involves several steps, including the generation of questions using the Gen AI API, the storage of generated questions and answers in the MySQL database, and the presentation of the certification test to the freelancer within the platform interface. The certification test comprises a combination of multiple-choice questions, coding challenges, and project-based assessments, providing a comprehensive evaluation of the freelancer's skills.

[00108] In summary, the process of transmitting the customized skill assessment quiz to the freelancer involves the following steps: Utilizing the Gen AI to dynamically generate a series of challenging and relevant questions. Presenting the customized quiz to the freelancer within the platform interface. Displaying the quiz questions in a timed and proctored environment. Sending an email notification to the freelancer with a unique link to access the quiz. Securely storing the generated questions and answers within the database. These steps ensure that the freelancer's skills are accurately assessed, and the results are securely stored for further evaluation and decision-making by the employer.

[00109] In certain embodiments, the skill certification score and the detailed performance report are transmitted to the employer. This transmission is facilitated by the platform, which ensures that the results are communicated effectively to the employer. The employer receives a detailed report of the freelancer's performance, including their score, areas of strength, and areas for improvement. This information is communicated to the employer via email or through the platform's notification system, providing valuable insight into the freelancer's proficiency for the required skill(s).

[00110] Another embodiment of the present invention is associated with these entities are as follows:

[00111] The computer system facilitates personalized Al-driven features and recommendations, enhancing user experience. It securely stores generated questions and answers, maintaining the integrity of the certification process. The system also evaluates the freelancer's responses, generating an evaluation of their performance.

[00112] The skill certification score is generated based on the evaluation of the freelancer's performance. This score is a numerical representation of the freelancer's proficiency in the assessed skills.

[00113] The detailed performance report includes an analysis of the freelancer's performance, highlighting strengths and areas for improvement. This report is for employers to understand the freelancer's capabilities and make informed hiring decisions.

[00114] The employer receives the skill certification score and detailed performance report via the computer system. This information is displayed within the employer's dashboard, allowing them to review the freelancer's performance and make hiring decisions based on the detailed insights provided.

[00115] The attributes associated with these entities include: The computer system comprises a web-based platform accessible by freelancers and employers via a network. It includes components such as the Engine, API, Certification Script, Temp Storage, and database. The system is designed to provide a dynamic and efficient approach to skill assessment, leveraging Al-driven test generation capabilities.

[00116] The skill certification score is a numerical value representing the freelancer's proficiency in the assessed skills. It is generated based on predefined assessment criteria, including a minimum passing score threshold for each skill and proficiency level.

[00117] The detailed performance report includes a breakdown of the freelancer's scores for each skill assessed, along with strengths and areas for improvement. This report provides valuable insights into the freelancer's performance, facilitating continuous improvement and skill development.

[00118] The employer interacts with the computer system via a secure and personalized dashboard. This dashboard allows employers to manage job postings, review proposals, and utilize other platform features. The employer receives the skill certification score and detailed performance report, enabling them to make informed hiring decisions.

[00119] Referring Fig 1 and Fig.3 of the present invention, the figure 1 depicts the Al-system for dynamic test generation. One server computer equipped with a processor, a main memory for executing program code under the processor direction, a storage device for storing data and program code, and a bus connecting the processor, main memory, and storage device; at least one relational database stored on said storage device. The non-transitory computer-accessible medium being capable of storing computer-executable instructions. The computer program code of a web-based job recruiting platform stored in said storage device and being executing in said main memory under the direction of said processor.

[00120] Continuous referring Fig.l and Fig.2 of the present invention, the web-based job recruiting platform comprising a dynamic test generation module configured to generate customized test questions based on job postings and freelancer profiles; an artificial intelligence module being trained through datasets which includes job descriptions, freelancer profiles, and successful interview questions. The Al-enabled system for dynamic test generation is configured to generate the customized test questions for skill assessment based on textual information extracted from job postings and freelancer profiles and the artificial intelligence and machine learning techniques being capable of analyzing the received information and identifying relevant skills and competencies required for the specific job or project, test questions adapted to assess the identified skills and competencies, ensuring precision and relevance in evaluating potential candidates and / or freelancers.

[00121] Referring Fig.la of the present invention, the Figure la depicts the method for Al-enabled dynamic test generation for skill assessments of freelancers. (Step 101) receiving a login credentials from a user to access a personalized interface on the platform; (102) providing an interface for the user to manage their- profile, including the ability to add, update, or remove expertise skills; (103) allowing the user to initiate a certification process by selecting an option to get certified in specified skills. (104) prompting the user to select one or more skills and specify levels of proficiency for which certification is requested; (105, 106) generating a customized quiz based on the selected skills and proficiency levels upon user request using an artificial intelligence (AI) based question generation system; (107) storing the generated questions and their correct answers securely within a database; (108) presenting the generated quiz to the user within the platform’s interface and setting a time limit for completion; (109) receiving, by the system, the freelancer's submitted answers to the customized skill assessment quiz; (110) evaluating, by the system, the freelancer's performance on the customized skill assessment quiz based on predefined assessment criteria; (111) comparing the user’s score against a predefined threshold, and issuing certification if the score meets or exceeds the threshold, or requiring a retest if the score is below the threshold.

[00122] Referring Fig.2a of the present invention, the Fig. 2a depicts the method for Al-enabled for dynamic test generation for skill assessments certification of freelancers. (201) allowing an employer to log into the platform using unique credentials to access a personalized dashboard. (202) a job posting from an employer, the job posting specifying required skills for the job. (203) enabling the employer to post a job on the platform by entering job details including title, description, and required skills; (204) receiving a job proposal from a freelancer wherein the proposal includes the freelancer’s experience and relevant skills. (205) assessing whether the freelancer’s qualifications meet the job requirements. (206) determining whether the freelancer holds a certification for the required skills, where the certification status is automatically verified and displayed on the freelancer’s profile. (207) allowing the employer to request certification for the required skills, wherein the request is sent to the freelancer through the platform, if the freelancer does not hold the necessary certification. (208) generating, customized skill assessment quiz adapted to the required skills specified in the job posting using an artificial intelligence (AI) based question generation system; (209) enabling the freelancer to complete a certification process in response to the request, including passing a relevant quiz. (210) reflecting the freelancer’s updated certification status on their profile upon successful completion of the certification process; and communicating the freelancer's certification results to the employer via email or through the platform, including performance insights.

[00123] Without further description, it is believed that one ordinary skill in the art can, using the preceding description and the illustrative examples, make and utilize the present invention and practice the claimed methods. It should be understood that the foregoing discussion and examples merely present a detailed description of certain preferred embodiments. It will be apparent to those of ordinary skill in the art that various modifications and equivalents can be made without departing from the spirit and scope of the invention.

Claims

WE Claim:

1. An Al-system for dynamic test generation comprising:a. at least one server computer equipped with a processor, a main memory for executing program code under the processor direction, a storage device for storing data and program code, and a bus connecting the processor, main memory, and storage device; at least one relational database stored on said storage device;b. a non-transitory computer-accessible medium being capable of storing computerexecutable instructions;c. a computer program code of a web-based job recruiting platform stored in said storage device and being executing in said main memory under the direction of said processor;d. said web-based job recruiting platform comprising a dynamic test generation module configured to generate customized test questions based on job postings and freelancer profiles;e. an artificial intelligence module being trained through datasets which includes job descriptions, freelancer profiles, and successful interview questions;wherein, said Al-enabled system for dynamic test generation is configured to generate the customized test questions for skill assessment based on textual information extracted from job postings and freelancer profiles;an artificial intelligence and machine learning techniques being capable of analyzing the received information and identifying relevant skills and competencies required for the specific job or project, test questions adapted to assess the identified skills and competencies, ensuring precision and relevance in evaluating potential candidates and / or freelancers.

2. The Al-system for dynamic test generation as claimed in claim 1, wherein the processor being capable to configured to receive process job posting data and freelancer profile data; said AI module trained on job descriptions, freelancer profiles, and interview questions, configured to generate customized test questions based on the processed data; said database for storing generated test questions and evaluation results.

3. The Al-system for dynamic test generation as claimed in claim 1, wherein the dynamic test generation module employs an AI API create a series of questions specifically customized to evaluate the proficiency of freelancers.

4. The Al-system for dynamic test generation as claimed in claim 1, wherein the employer interface allowing employers to initiate freelancer certifications for specific job / project requirements.

5. The Al-system for dynamic test generation as claimed in claim 1, wherein said database storing interview data including generated questions, freelancer responses, and evaluation scores.

6. The Al-system for dynamic test generation as claimed in claim 1, wherein the AI module employs machine learning algorithms being capable improve question generation based on feedback from interview outcomes.

7. A method for Al-enabled dynamic test generation for skill assessments of freelancers, comprising:a) receiving a login credentials from a user to access a personalized interface on the platform;b) providing an interface for the user to manage their profile, including the ability to add, update, or remove expertise skills;c) allowing the user to initiate a certification process by selecting an option to get certified in specified skills;d) prompting the user to select one or more skills and specify levels of proficiency for which certification is requested;e) generating a customized quiz based on the selected skills and proficiency levels upon user request using an artificial intelligence (AI) based question generation system;f) storing the generated questions and their correct answers securely within a database;g) presenting the generated quiz to the user within the platform’s interface and setting a time limit for completion;h) receiving, by the system, the freelancer's submitted answers to the customized skill assessment quiz;i) evaluating, by the system, the freelancer's performance on the customized skill assessment quiz based on predefined assessment criteria;j) comparing the user’s score against a predefined threshold, and issuing certification if the score meets or exceeds the threshold, or requiring a retest if the score is below the threshold.

8. The method for Al-enabled for dynamic test generation for skill assessments of freelancers as claimed in claim 7, wherein the web-based platform accessible by freelancers and employers via a network.

9. The method for Al-enabled for dynamic test generation for skill assessments of freelancers as claimed in claim 7, wherein the request from the freelancer to initiate the skill certification process is received via a graphical user interface (GUI) of the computer system.

10. The method for Al-enabled for dynamic test generation for skill assessments of freelancers as claimed in claim 7, prompting the freelancer to select one or more skills and corresponding proficiency levels for certification comprises displaying a list of predefined skills and proficiency levels in a GUI of the computer system.

11. The method for Al-enabled for dynamic test generation for skill assessments of freelancers as claimed in claim 7, the Al-based question generation system being capable of analysing the selected skills and proficiency levels and generate relevant assessment questions.

12. The method for Al-enabled for dynamic test generation for skill assessments of freelancers as claimed in claim 7, the customized skill assessment quiz comprises a combination of multiple-choice questions, coding challenges, and project-based assessments.

13. The method for Al-enabled for dynamic test generation for skill assessments of freelancers as claimed in claim 7, presenting the customized skill assessment quiz to the freelancercomprises displaying the quiz questions in a timed and proctored environment within the computer system's GUI.

14. The method for Al-enabled for dynamic test generation for skill assessments of freelancers as claimed in claim 7. evaluating the freelancer's performance on the customized skill assessment quiz comprises comparing the freelancer's submitted answers to predefined correct answers and calculating a percentage score.

15. The method for Al-enabled for dynamic test generation for skill assessments of freelancers as claimed in claim 7. the predefined assessment criteria include a minimum passing score threshold for each skill and proficiency level.

16. The method for Al-enabled for dynamic test generation for skill assessments of freelancers as claimed in claim 7, generating the digital skill badge comprises creating a graphical icon representing the freelancer's certified skill and proficiency level.

17. The method for Al-enabled for dynamic test generation for skill assessments of freelancers as claimed in claim 7, storing the freelancer's skill certification score and digital skill badge in the database comprises associating the score and badge with the freelancer's user profile within the computer system.

18. A method for Al-cnablcd for dynamic test generation for skill assessments certification of freelancers, comprising:a) allowing an employer to log into the platform using unique credentials to access a personalized dashboard; a job posting from an employer, the job posting specifying required skills for the job;b) enabling the employer to post a job on the platform by entering job details including title, description, and required skills; receiving a job proposal from a freelancer wherein the proposal includes the freelancer’s experience and relevant skills;c) assessing whether the freelancer’s qualifications meet the job requirements;d) determining whether the freelancer holds a certification for the required skills, where the certification status is automatically verified and displayed on the freelancer’s profile;e) allowing the employer to request certification for the required skills, wherein the request is sent to the freelancer through the platform, if the freelancer does not hold the necessary certification;f) generating, customized skill assessment quiz adapted to the required skills specified in the job posting using an artificial intelligence (AI) based question generation system;g) enabling the freelancer to complete a certification process in response to the request, including passing a relevant quiz;h) reflecting the freelancer’s updated certification status on their profile upon successful completion of the certification process; andi) communicating the freelancer’s certification results to the employer via email or through the platform, including performance insights.

19. The method for Al-enabled for dynamic test generation for skill certification assessments of freelancers as claimed in claim 18, wherein generating the customized skill assessment quiz comprises mapping the required skills specified in the job posting to a predefined set of assessment questions stored in a database.

20. The method for Al-enabled for dynamic test for skill assessments certification of freelancers as claimed in claim 18, wherein communicating the customized skill assessment quiz to the freelancer comprises sending an email notification to the freelancer with a unique link to access the quiz within the computer system.

21. The method for Al-enabled for dynamic test generation for skill assessments certification of freelancers as claimed in claim 18, wherein the detailed performance report includes a breakdown of the freelancer's scores for each skill assessed, along with strengths and areas for improvement.

22. The method for Al-enabled for dynamic test generation for skill assessments certification of freelancers as claimed in claim 18, wherein communicating skill certification score and the detailed performance report to the employer comprises displaying the results within the employer's dashboard in the computer system's GUI.

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