International Research Journal of Engineering and Technology (IRJET)
e-ISSN: 2395-0056
Volume: 11 Issue: 11 | Nov 2024
p-ISSN: 2395-0072
www.irjet.net
AI-Powered Career Counselling Amsidha Birajdar1, Shivraj Jadhav2, Poonam Shinde3, Sudarshan Shinde4 Prof. I. Y. Inamdar * Prof. S. D. Pandhare ** 1,2,3&4 UG Scholars, *Assistant Professor (i/c), **Head Of Department. 1,2,3,4&5Department of Computer Science and Engineering 1,2,3,4&5Sahkar Maharshi Shankarrao Mohite~Patil Institute of Technology & Research Akluj, Maharashtra.
---------------------------------------------------------------------***--------------------------------------------------------------------Abstract - The “AI-Powered Career Counselling” This project proposes to develop an AI powered career counselling web application designed to provide comprehensive guidance to students across all disciplines from class 10 to undergraduate level. Leveraging advanced AI algorithms, the application will provide personalized career recommendations, skills assessments and customised education pathways. The app helps students make informed decisions regarding their future academic and career aspirations by analyzing their personal interests, abilities and academic performance. This innovative tool aims to bridge the gap between education and employment, enabling students to effectively achieve their career goals. The AI-powered career guidance app represents an important step towards democratizing access to quality career guidance and making it accessible to students from different backgrounds and geographies. The application analyses individual student profiles, including academic performance, interests, and skills, and recommends suitable career paths.
highlighting traditional career paths, the app introduces students to exciting new opportunities that fit their everchanging interests. This dynamic approach keeps students ahead of the curve and prepared for tomorrow's job market. The practical web application interface for users is designed to attract students using interactive tests, surveys, and multimedia content. This makes the advice process comfortable and efficient. An application that provides effective ideas and clear steps to achieve career goals will contribute to student support. Ultimately, our goal is to provide students with the knowledge and confidence to successfully build their educational and professional futures, bridging the gap between academic achievement and career aspirations. 1.1 Objective The primary objective of the AI-powered career Counselling web application is to provide personalized, data-driven career advice to students from class 10 to undergraduate level. By leveraging advanced artificial intelligence, the app aims to analyze each student's academic performance, interests, and aspirations and generate customized career recommendations. This personalized approach ensures that each student receives relevant, accurate and practical information to help them make informed decisions about their education and career path.
Key Words: HTML, CSS, JAVASCRIPT, PYTHON, BOOTSTRAP, EDUCATIONAL PLANNING, USER FRIENDLY INTERFACE, DATA-DRIVEN INSIGHTS, ACADEMIC PERFORMANCE ANALYSIS, PERSONALIZED RECOMMENDATIONS.
1.INTRODUCTION Navigating career paths can be a complex and overwhelming task for students from grade 10 to undergraduate. Our AI-powered career counselling web app aims to simplify the path by offering comprehensive, personalized guidance. This application provides detailed information on roadmaps for each field and steps to achieve career goals and individual career advice. Using advanced AI algorithms, the platform analyzes the performances, interests, and desires of each student's school, and gets the recommendations of individual careers corresponding to their own power and purpose.
Moreover, the app aims to bridge the gap between academic achievements and career aspirations by providing comprehensive information on various majors, detailed roadmaps, and real-time job market trends. Powered by artificial intelligence, the platform constantly updates its database to reflect current industry needs, ensuring new career opportunities for students. This dynamic, interactive tool ultimately aims to provide students with the knowledge and confidence they need to successfully navigate their future careers.
One of the most notable features of our web application is its integration with real-time job market data. This ensures that students are kept up to date with current industry trends and new directions, helping them make informed decisions about their future. Rather than just
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Impact Factor value: 8.315
1.2 Scope An AI-powered career counselling web application is a comprehensive digital platform designed to guide
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International Research Journal of Engineering and Technology (IRJET)
e-ISSN: 2395-0056
Volume: 11 Issue: 11 | Nov 2024
p-ISSN: 2395-0072
www.irjet.net
students from class 10 to undergraduate level. It provides a wealth of information with detailed roadmaps for various academic and career paths. Using advanced AI algorithms, the app offers personalized career advice, helping users assess their strengths, interests, and aspirations. It analyzes their academic performance, extracurricular activities, and personality traits to suggest suitable career options. Additionally, the platform connects users with industry experts and mentors to provide additional advice and support, enabling them to make informed decisions about their future.
smooth experience that effectively steers students towards their educational and career objectives. Advantages in Proposed System:
1.3 Literature Survey This article describes a practical approach to creating an advanced online application that will help youth make wise and practical decisions about their career and school options so they may use web technology to have a successful career. [1]. The training programs that polytechnic students undertake focus on practical and realworld application skills for their future careers. In the process, students need career counselling that strengthens their career decisionmaking.[2]. This research paper explores the application of artificial intelligence (AI) in student career counselling . It investigates the potential of AI to provide personalized guidance, assess skills, and recommend suitable career paths based on individual profiles and preferences. [3]. This research paper explores the critical role of career counselling in helping high school students make informed decisions about their future academic and professional paths.[4]. This research paper aims to investigate the current awareness levels of students regarding career counselling services [5]. This research paper explores the current requirements and future prospects of artificial intelligence (AI) in career guidance. . The paper also discusses the challenges and ethical considerations associated with AI-driven career guidance.[6]
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Accessibility
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Personalized Guidance
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Data-Driven Insights
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Reduced Anxiety
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Objective assessment
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Cost-Effective
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Continuous Learning
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Comprehensive Information
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Self-Paced Learning
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Privacy and Security Figure -1: Use case Diaram
2. Proposed System The suggested framework for the AI-Driven Career Counselling web application utilizes sophisticated artificial intelligence to offer customized career advice for students ranging from grade 10 to undergraduate levels. This framework combines comprehensive data gathering on students' academic achievements, personal interests, and career goals through engaging quizzes and surveys. AIdriven algorithms evaluate this data to pinpoint appropriate career options and create personalized educational pathways. Furthermore, the system includes real-time updates on job market trends, ensuring that students receive current information about emerging sectors and industry needs. The intuitive interface boosts user interaction with engaging components, providing a
© 2024, IRJET
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Impact Factor value: 8.315
3. Work Flow This web application guides students through a personalized career exploration journey. Users begin by completing an initial assessment, providing details about academic achievement, interests, and aspirations. AI analyses this data and matches it with a comprehensive career information database to generate personalized recommendations like potential career paths, suitable courses, educational institutions, etc. The platform offers interactive tools like skills assessments, personality tests, virtual counselling sessions, etc. to further narrow down career options. Additionally, it provides access to curated
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International Research Journal of Engineering and Technology (IRJET)
e-ISSN: 2395-0056
Volume: 11 Issue: 11 | Nov 2024
p-ISSN: 2395-0072
www.irjet.net
resources such as training materials, expert advice, and industry insights. Through continuous interaction and data analysis, AI adapts its recommendations to deliver a dynamic and evolving career guidance experience.
Many students, especially those in remote and underserved areas, do not have easy access to quality career services. In addition, specific online platforms provide general advice that is not suitable for individual profiles, interests and skills of individual students. These conventional methods often integrate the latest trends and requirements in the labor market, give advice, have low relevance, and have no relevance.
4. Material and Minds 4.1 Framework and Design The "AI-Powered Career Counselling" web application provides personalized career guidance across disciplines for students from class 10 to undergraduates. The frontend of the application is developed using frameworks such as React.js, Vue.js and Angular.js to create a dynamic and responsive user interface. On the backend, frameworks such as Node.js, Django and Spring Boot provide robust server-side operations, databases such as MongoDB and PostgreSQL are used for data management, and AI and machine learning frameworks such as TensorFlow, PyTorch and Scikit-learn power the carrier recommendation engine. Natural language treatment (NLP) provides an interactive chatbot that imitates real consultations, providing instant management and responses to user requests.
The main drawback of these systems is the lack of customizability and interactivity: traditional career counselling does not usually use advanced technologies such as artificial intelligence that can provide more personalized and accurate career advice. Although online resources are easy to access, they often fail to dynamically engage students and do not provide real-time support. Moreover, existing systems typically do not include features such as progress tracking, interactive chatbots, and comprehensive resource libraries that would significantly improve the career guidance experience. As a result, students may feel unsupported and unsure about their career choices.
The design of the application focuses on user experience (UX) and accessibility. Frames and prototypes are developed for visualization of user interfaces (user interfaces), providing an intuitive and easy -to understand and convenient experience. The user interface is designed to be responsive and the app can be accessed on different devices like desktop, tablet, mobile phone etc. Key modules include user registration and profile management, career assessment tools, personalized career recommendations, progress tracking and access to resource library. The app sends notifications and alerts about career opportunities and important deadlines and allows access for parents and educators for monitoring and support.
AI-Powered Career Counselling’s web application methodology harnesses the power of artificial intelligence to provide comprehensive and personalized counselling to students from Class 10 to undergraduate. The process begins with data collection, where the app collects detailed information about the students’ performance, interests, and career aspirations. This data is entered through interactive tools such as quizzes, surveys and user profiles to ensure a detailed and individualized dataset for analysis.
5. Methodology
Advanced AI algorithms then process this data to identify patterns, correlations and trends, and machine learning techniques are used to continuously improve recommendations by learning from user interactions and feedback. The AI system integrates real-time job market data, enabling it to provide up-to-date information on new career fields and industry requirements. By analysing both historical data and current trends, the application can generate personalized career paths and education roadmaps, tailored to each student's unique profile.
AI-powered recommendations are based on a comprehensive analysis of your academic performance, interests, and skills data to ensure the advice provided is accurate and relevant, and machine learning models are continuously updated to reflect current career trends and job market demands. By providing democratized access to quality career advice, this web application aims to empower students to make informed career choices, reduce dropout rates, and improve overall academic satisfaction. Regular updates and feedback loops ensure that the application evolves to meet user needs and take advantage of technological advancements.
Finally, it is presented using a convenient interface that focuses on artificial technology and promotes simple navigation and interaction. Students receive clear and effective roadmaps and set the academic and specialized milestones necessary to achieve their career goals. The interface is designed to be intuitive, making complex information accessible through interactive elements such as multimedia content and personalized advice. This ensures that students are not only well-informed but also motivated and empowered to pursue their educational and career aspirations effectively.
4.2 Existing System Current career counselling methods primarily require face-to-face meetings with a counselor, which can be timeconsuming and may not provide personalized advice.
© 2024, IRJET
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Impact Factor value: 8.315
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International Research Journal of Engineering and Technology (IRJET)
e-ISSN: 2395-0056
Volume: 11 Issue: 11 | Nov 2024
p-ISSN: 2395-0072
www.irjet.net
. 6. Results and Discussions
REFERENCES
6.1 Software functions The "AI-Powered Career Counselling" web application is designed to help students from class 10th to undergraduates make the right career choices. It collects and analyzes student data such as academic performance, interests, skills, etc., and provides personalized career recommendations. The app offers interactive tools such as assessments and quizzes to better understand each student's strengths and preferences.
1.
Web based career counselling system with CHATBOT [IRJMETS].
2.
A web-based career counselling intervention for enhancing career decision-making among prospective polytechnic students [EJMS].
3.
A Student Career Counselling Intelligence.[VIVA-TECH IJRI].
One of its main features is an AI-based recommendation system. The system uses advanced machine learning algorithms to provide career suggestions tailored to students' unique profiles and is regularly updated to reflect current labour market trends and demands. In addition, we can use interactive chatbots to simulate actual advice sessions, providing instant advice and support for all questions related to careers.
4.
The Importance of Career Counselling and Post Secondary Readiness for High School Students[Spring 2017].
5.
A study on raising awareness of the students’ needs of career counselling [The 6th International Conference Edu World 2014].
6.
Artificial Intelligence for Career Guidance – Current Requirements and Prospects for the Future.[ IAFOR Journal of Education].
7.
A web-based career counselling intervention for enhancing career decision-making among prospective polytechnic students [EJMS].
8.
https://en.wikipedia.org/wiki/Online_couselling
9.
https://en.wikipedia.org/wiki/Career_couselling
The application also includes the function of monitoring progress, and students can set their goals and monitor their results over time. Resource libraries can access articles, videos, and other documents related to career planning and development. Notifications and warnings allow students to inform new opportunities and important deadlines and continue to recognize their career plans. This complex platform aims to make careers more affordable for students around the world.
7. CONCLUSIONS
Artificial
10. HTML Elements:.www.w3school.com
In conclusion, the "AI Powered Career Counselling" web application is designed to help students from class 10 to undergraduates make informed decisions regarding their careers. The app uses advanced AI and machine learning technology to analyse each student's academic performance, interests, and skills and provide personalized career recommendations. This personalized support ensures students receive accurate and relevant advice that is tailored to their individual strengths and aspirations.
11. Assets Resources: https://unsplash.com/
The app also makes career counselling more accessible to students from different backgrounds and regions. This platform provides a preferred and attractive experience with interactive CAT bot, progress monitoring, and complex resources libraries. Students can receive true support, recognize the latest trends and career abilities, and continue to recognize their career plan. Overall, the AI-Powered Career Counselling web application aims to provide students with the knowledge and confidence they need to pursue their desired career path. By providing personalized and relevant career advice, the application helps reduce uncertainty and increase academic satisfaction, leading to more successful and fulfilling careers for students.
© 2024, IRJET
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Impact Factor value: 8.315
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ISO 9001:2008 Certified Journal
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Page 546