IDEAS home Printed from https://ideas.repec.org/a/jbo/ijsrml/v2y2026i3id70.html

Resume Builder, Analyzer and Job Recommender using Generative AI and ML

Author

Listed:
  • Shaikh Tarannum Jakirhusen
  • Kalane Aditi Vinod
  • Chougule Anjali Namdev
  • Bhoyate Tejasvi Santosh
  • Dhumal Sonali S

Abstract

In the modern recruitment landscape, job seekers often struggle to create professional and Applicant Tracking System (ATS)-compliant resumes while simultaneously identifying relevant job opportunities. Many qualified candidates fail to pass ATS filters or are overlooked due to unoptimized resumes and inefficient job searches. This project, AI-Powered Resume Builder and Job Recommender System, integrates Generative Artificial Intelligence (AI), Natural Language Processing (NLP), and Machine Learning (ML) to automate resume creation, analysis, and job matching. The proposed system consists of three modules: (1) Resume Builder, which uses Generative AI (via Gemini API) to automatically generate professional resumes; (2) Resume Analyzer, which applies NLP and ML algorithms to evaluate and enhance resume quality through ATS scoring and improvement suggestions; and (3) Job Recommender, which retrieves and ranks suitable job listings using semantic similarity and API-based data integration. This intelligent system reduces the manual effort involved in resume preparation and job searching, ensures ATS optimization, and provides personalized job recommendations. It thus bridges the gap between job seekers and recruiters by enhancing visibility, efficiency, and hiring potential through AI-driven automation.

Suggested Citation

  • Shaikh Tarannum Jakirhusen & Kalane Aditi Vinod & Chougule Anjali Namdev & Bhoyate Tejasvi Santosh & Dhumal Sonali S, 2026. "Resume Builder, Analyzer and Job Recommender using Generative AI and ML," International Journal of Scientific Research in Artificial Intelligence and Machine Learning, International Journal of Scientific Research in Artificial Intelligence and Machine Learning, vol. 2(3), pages 167-178, May.
  • Handle: RePEc:jbo:ijsrml:v2:y2026:i3:id:70
    Note: Article URL: https://ijsraiml.com/home/article/view/IJSRAIML26249
    as

    Download full text from publisher

    File URL: https://ijsraiml.com/home/article/view/IJSRAIML26249
    File Function: Article URL
    Download Restriction: no

    File URL: https://ijsraiml.com/home/article/download/IJSRAIML26249/IJSRAIML26249
    File Function: Full text
    Download Restriction: no
    ---><---

    More about this item

    Keywords

    ;
    ;
    ;
    ;
    ;

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:jbo:ijsrml:v2:y2026:i3:id:70. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    We have no bibliographic references for this item. You can help adding them by using this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Pankaj Sharma (email available below). General contact details of provider: https://ijsraiml.com/home .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.