International Journal of Computer Techniques Volume 12 Issue 3 | Smart Resume Analyzer: Enhancing Fresher’s Eployability Through AI Smart Resume Analyzer: Enhancing Freshers’ Employability Through AI

Smart Resume Analyzer: Enhancing Freshers’ Employability Through AI

Smart Resume Analyzer: Enhancing Freshers’ Employability Through AI

International Journal of Computer Techniques – Volume 12 Issue 3, May – June 2025

Authors

Gunjan Verma – Dept. of IT, NIET, Greater Noida, India. gunjanverma7007@gmail.com

Vaishnavi Aggarwal – Dept. of IT, NIET, Greater Noida, India. vaishnaviaggarwal2022@gmail.com

Harsh Kumar – Dept. of IT, NIET, Greater Noida, India. harshkumar1672004@gmail.com

Ms. Neetu Kumari Rajput – Dept. of IT, NIET, Greater Noida, India. neetu.rajput@niet.co.in

Ashutosh Anand Pathak – Dept. of IT, NIET, Greater Noida, India. pathakashutosh790@gmail.com

Abstract

The **Smart Resume Analyzer** utilizes **Natural Language Processing (NLP) and machine learning** to efficiently screen fresher resumes, matching them with **predefined job descriptions**. The system extracts **key information**, detects grammatical errors, and provides **constructive feedback** to optimize applications, improving hiring quality and recruiter efficiency.

Keywords

Smart Resume Analyzer, AI recruitment, automated hiring, resume evaluation, NLP, machine learning, job application analysis.

Conclusion

The **AI-driven Smart Resume Analyzer** improves fresher employability by aligning **resume structure, content accuracy, and linguistic quality** with hiring requirements. It enhances **recruitment scalability, minimizes screening bias, and ensures consistency**. Future improvements include **multilingual support, domain-specific customization, and ATS integration** for enterprise-level hiring.

References

  1. B. Kinge, S. Mandhare, P. Chavan, & S. M. Chaware (2022). “Resume Screening using Machine Learning and NLP: A Proposed System.” Int. J. Sci. Res. Comput. Sci. Eng. Inf. Technol.
  2. C. Daryani, G. S. Chhabra, H. Patel, I. K. Chhabra, & R. Patel (2020). “An Automated Resume Screening System Using NLP and Similarity Measures.” Ethics and Information Technology.
  3. S. Amin et al. (2019). “Web Application for Screening Resumes.” Proc. Int. Conf. Nascent Technol. Eng. (ICNTE).

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