International Research Journal of Engineering and Technology (IRJET)
e-ISSN: 2395-0056
Volume: 13 Issue: 02 | Feb 2026
p-ISSN: 2395-0072
www.irjet.net
Career Navigation and Resume Evaluation with Automation Using Deep Learning Ms. T.P. Kamatchi¹, Ms. M. Krithika², Srivarshan S ³, Vikram P4, Gokula Krishnan K5, Muhil R⁶ ¹ Head of Department, Department of Computer Engineering, PSG Polytechnic College, Coimbatore, Tamil Nadu, India ² Lecturer, Department of Computer Engineering, PSG Polytechnic College, Coimbatore, Tamil Nadu, India 3,4,5,6 Final Year Diploma Student, Department of Computer Engineering, PSG Polytechnic College, Coimbatore, Tamil Nadu, India ---------------------------------------------------------------------***--------------------------------------------------------------------1.2 Resume Builder Module Abstract - Selecting a profession and crafting resumes is a crucial and challenging undertaking. Many job seekers do not get adequate advice on choosing the right career paths and find it difficult to create resumes that represent them effectively. This paper introduces Career Navigation and Resume Assessment with Automation to address this problem, assisting job seekers in crafting professional resumes, evaluating their resumes, and offering suggestions for appropriate career paths. To achieve this, essential information is gathered from job seekers, including education, skills, projects, and experience, via organized inputs. Automation is utilized to conduct analysis on resumes to verify their compatibility with job positions. As a result, job roles and career guidance are offered to job seekers to inform them of their abilities and constraints. This initiative is a crucial resource for those seeking employment, as it would streamline the process of choosing careers and enhance the attractiveness of job seekers to prospective employers.
The Resume Builder module enables the gathering of information for users, such as their personal information, education, skills, certifications, projects, and experiences. Using pre-designed templates, the system generates a neat and clean resume format.
1.3 Objectives • To help students and individuals looking for employment in selecting a career according to their skills and qualifications. • To automate the process for creation and assessment of resumes through structured inputs. • Analysing resumes in order identifying key characteristics such as skills, education, and experience. • To apply the user profiles to suitable vacancies. • To offer career guidance and recommendations on enhancing resumes. • Facilitate reduced manpower effort for career guidance and screening of resumes.
1. INTRODUCTION In these days of intense competition in the work environment, choosing a right and effective career and preparing an ideal resume is the key to a smooth and prosperous career in a respective field. Unfortunately, students and newly recruited individuals face an issue in finding related careers, whereas resumes also majorly lack industry requirements and thus face the chances of rejection. The Career Navigation and Resume Evaluation with Automation system will help in overcoming these issues through an automated platform for resume generation, analysis, and career guidance. The proposed system will assist in structuring a resume, evaluating their profile, and providing appropriate suggestions for a career or job role.
1.4 Existing System Presently, the system in place for career guidance and resume screening is mostly manual, relying on career advisors, job portals, and simple resume templates. Job seekers usually write resumes without any rigorous screening for layout, key terms, and matching resumes with corresponding job roles. Presently, most systems are essentially for job searching, not for resume quality and appropriateness for a career. While virtual platforms make it easy to get exposure to various types of job offers, they lack adept resume analysis capabilities and do not make available in-depth career counselling support. Hence, there are instances where applicants continue to apply for inappropriate jobs or for resumes that do not match industry standards.
1.1 Resume Analysis and Navigator In this phase, the resume, which is created or uploaded, is analysed. The necessary parameters, such as skills, level of education, and experience, are determined. The system matches the created profile and job roles, giving the user career suggestions. Recommendations for skill and resume enhancement are made.
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Examples of existing systems are LinkedIn, Naukri, Indeed and Monster, which are primarily offering job search
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