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The solution integrates NLP models and external APIs to provide personalized recommendations, a resume–job fit score, aligned job role suggestions, and AI-generated draft resumes. It also recommends real-time job postings through the Adzuna API. Semantic matching uses all-MiniLM-L6-v2 sentence transformer embeddings with cosine similarity, while Google Gemini enhances JD-specific content.",{"@graph":63,"@context":118},[64,80,101],{"@type":65,"itemListElement":66},"BreadcrumbList",[67,71,74,77],{"item":68,"name":69,"@type":70,"position":9},"https://docshare.wps.com","Home","ListItem",{"item":72,"name":10,"@type":70,"position":73},"https://docshare.wps.com/template/",2,{"item":75,"name":16,"@type":70,"position":76},"https://docshare.wps.com/template/resumes/",3,{"item":78,"name":59,"@type":70,"position":79},"https://docshare.wps.com/template/resumematch-intelligent-resume-enhancement-job-fit-analysis/258337/",4,{"url":78,"name":59,"@type":81,"image":82,"author":87,"headline":59,"publisher":90,"fileFormat":93,"inLanguage":57,"description":61,"dateModified":94,"datePublished":95,"encodingFormat":93,"isAccessibleForFree":96,"interactionStatistic":97},"DigitalDocument",{"url":83,"@type":84,"width":85,"height":86},"https://docshare.wps.com/thumbnails/resumematch-intelligent-resume-enhancement-job-fit-analysis/258337.png","ImageObject",442,249,{"name":88,"@type":89},"Mack Lee","Person",{"url":68,"name":91,"@type":92},"DocShare","Organization","application/pdf","2026-10-23","2026-09-13",true,{"@type":98,"interactionType":99,"userInteractionCount":20},"InteractionCounter",{"@type":100},"ViewAction",{"@type":102,"mainEntity":103},"FAQPage",[104,110,114],{"name":105,"@type":106,"acceptedAnswer":107},"How does ResumeMatch improve resumes for fresh graduates?","Question",{"text":108,"@type":109},"ResumeMatch dynamically optimizes a resume based on a job description, identifies missing skills, and improves formatting for ATS compatibility using NLP and Gemini-based enhancements.","Answer",{"name":111,"@type":106,"acceptedAnswer":112},"How is resume–job fit scored in the system?",{"text":113,"@type":109},"Resume–job fit is assessed by computing cosine similarity between embeddings generated from the all-MiniLM-L6-v2 sentence transformer, producing a targeted match score.",{"name":115,"@type":106,"acceptedAnswer":116},"What role do external services and APIs play?",{"text":117,"@type":109},"The system uses Google Gemini for JD-specific resume enhancement, Hugging Face models for job role recommendations, and the Adzuna API to deliver real-time job postings aligned with user profiles.","https://schema.org",{"og:url":78,"og:type":120,"og:title":59,"og:site_name":91,"og:description":61},"article",{"robots":122,"canonical":78},"index,follow",{"doc_id":124,"site_id":56},258337,1790055349,{"code":4,"msg":5,"data":127},{"doc_id":124,"user_id":128,"nickname":88,"user_avatar":129,"doc_module":9,"category_id":15,"category_name":16,"doc_title":59,"doc_description":61,"doc_content":130,"file_id":131,"file_url":132,"file_type":133,"file_size":134,"view_count":20,"is_deleted":4,"is_public":9,"is_downloadable":9,"audit_status":9,"page_count":135,"language":136,"language_code":57,"site_id":56,"html_lang":57,"table_of_contents":137,"faqs":138,"seo_title":139,"seo_description":61,"update_tm":140,"read_time":76},1236954509970,"https://us-avatar.wpscdn.com/davatar_6f874abed73319feea01a86fa6f0fab8","ResumeMatch: Intelligent Resume Enhancement & Job Fit Analysis  \nKarmesh Meritia; Vishal Ghosh; Dr. P. S. Thanigaivelu  \nDepartment of Computing Technologies  \nSRM Institute of Science and Technology  \nKattankulathur, Chennai, India  \nPublication Date: 2025/05/14  \nAbstract: This research presents an AI-powered web system designed to streamline the job application process, particularly for fresh graduates struggling to tailor resumes to specific job descriptions. By integrating NLP models and external APIs, the system offers personalized recommendations, evaluates resume-job fit, suggests roles, generates tailored drafts, and recommends real-time job postings via the Adzuna API. Leveraging the all-MiniLM-L6-v2 sentence transformer for role recommendations and Google's Gemini for JD-specific resume enhancements, it dynamically aligns candidate profiles with job expectations, moving beyond traditional heuristic-based tools. Utilizing datasets from Kaggle and LinkedIn, this system aims to provide practical, real-time improvements, demonstrating AI’s potential to optimize job searches and enhance employment prospects.  \nKeywords: Resume Enhancement, Job Description Matching, AI-Powered Resume Builder, NLP in Job Search, Sentence Transformers, Cosine Similarity, Resume Optimization, AI in Recruitment, Job Role Recommendation, Live Job Posting.  \nHow to Cite: Karmesh Meritia; Vishal Ghosh; Dr. P. S. Thanigaivelu (2025) ResumeMatch: Intelligent Resume Enhancement & Job Fit Analysis. International Journal of Innovative Science and Research Technology , 10(5), 115-121.  \n[https://doi.org/10.38124/IJISRT/25may452](https://doi.org/10.38124/IJISRT/25may452)  \nI. INTRODUCTION  \nThe transition to professional life poses significant resume structuring challenges for fresh graduates, impacting their job application success. A mismatch between resumesand job descriptions (JDs), often due to a lack of industry awareness, results in lower selection rates. Automated applicant tracking systems (ATS) further complicate this, filtering out resumes lacking relevant keywords and proper formatting. Manual resume customization is timeconsuming and error-prone, leaving graduates uncertain about suitable career paths. To address these issues, we propose an AI-powered web platform that dynamically optimizes resumes based on JDs, provides a resume-job fit score, recommends aligned job roles, generates AI-driven resume drafts, and delivers real-time job postings. Unlike existing platforms that offer fragmented solutions, our system integrates these functionalities for a comprehensive job application support. Utilizing Google's Gemini for resume enhancement, our system identifies missing skills and optimizes formatting for ATS compatibility. Resumejob fit is assessed using cosine similarity with the allMiniLM-L6-v2 model, providing targeted improvement insights. Job role recommendations leverage a pretrained transformer from Hugging Face, while the Adzuna API delivers real- time job postings. AI-driven resume draft generation automates the creation of professional, ATSfriendly resumes. We employ datasets from Kaggle and  \nLinkedIn to train and fine-tune our models, ensuring realworld applicability. This approach, leveraging pretrained NLP models, offers scalable, personalized recommendations that adapt to evolving job market demands, significantly enhancing interview opportunities and streamlining the application process.  \nII. LITERATURE REVIEW  \nThe evolution of job searching and resume optimization, driven by technology, presents persistent challenges, particularly for fresh graduates. Traditional resume writing, often reliant on generic templates, contrasts sharply with recruiter-driven applicant tracking systems (ATS) that prioritize keyword matching, frequently overlooking qualified candidates. Existing online platforms, primarily focused on structural improvements, fail to address the critical need for content alignment with specific job descriptions (","cbCaiaRMkSQoKRqc","https://ap.wps.com/l/cbCaiaRMkSQoKRqc","pdf",528132,7,"English","# I. INTRODUCTION\n# II. LITERATURE REVIEW","[{\"question\":\"How does ResumeMatch improve resumes for fresh graduates?\",\"answer\":\"ResumeMatch dynamically optimizes a resume based on a job description, identifies missing skills, and improves formatting for ATS compatibility using NLP and Gemini-based enhancements.\"},{\"question\":\"How is resume–job fit scored in the system?\",\"answer\":\"Resume–job fit is assessed by computing cosine similarity between embeddings generated from the all-MiniLM-L6-v2 sentence transformer, producing a targeted match score.\"},{\"question\":\"What role do external services and APIs play?\",\"answer\":\"The system uses Google Gemini for JD-specific resume enhancement, Hugging Face models for job role recommendations, and the Adzuna API to deliver real-time job postings aligned with user profiles.\"}]","ResumeMatch - Intelligent Resume Enhancement & Job Fit Analysis | PDF",1789321306]