International Journal of Scientific Research and Engineering Development

International Journal of Scientific Research and Engineering Development


( International Peer Reviewed Open Access Journal ) ISSN [ Online ] : 2581 - 7175

IJSRED » Archives » Volume 8 -Issue 5


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๐Ÿ“‘ Paper Information
๐Ÿ“‘ Paper Title Resume Screening and Recommendation System Using Machine Learning Approaches
๐Ÿ‘ค Authors Paras H. Patadiya, Mrs. Krina Masharu
๐Ÿ“˜ Published Issue Volume 8 Issue 5
๐Ÿ“… Year of Publication 2025
๐Ÿ†” Unique Identification Number IJSRED-V8I5P171
๐Ÿ“ Abstract
Candidates apply in large numbers for jobs on web portals by uploading their resumes, due to the rapid growth of online-based recruitment systems. On the other hand, the resume has its formatting style, data blocks, and segments, as well as a variety of data formatting options such as text alignment, color, font type, and font size, making it an excellent example of unstructured data. As a result, filtering applicants for the appropriate position in an organization becomes a difficult task for recruiters. We can use Natural Language Processing (NLP) techniques to extract the relevant information from the resume to save time and effort. Also, a Machine Learning (ML) model is trained to check whether a candidateโ€™s skills, experiences, and other aspects are suitable for that particular role. In addition to that, our system will also recommend the other available job roles based on the candidateโ€™s skillset.