AI Powered Platform for Interview Simulation Candidate Evaluation andRecruitment Workflow Optimization

preprint OA: closed
Full text JSON View at publisher

Abstract

Abstract Competition in the job market is becoming increas- ingly intense, and both candidates and recruiters face significant challenges during the hiring process. Traditional mock interview services often suffer from limitations such as a restricted number of evaluators and highly subjective, inconsistent feedback. To address these issues, this proposal introduces a platform that is both candidate-friendly and recruiter-efficient. Candidates can easily browse job postings, upload their CVs and resumes, and participate in AI-powered mock interviews designed to improve their confidence and preparedness. On the other hand, recruiters can create and manage job listings, review candidate responses, track applications, and even conduct AI-assisted mock interviews when needed. The system integrates features such as automated resume parsing, adaptive question generation, real- time performance analytics, and clear visualizations. These tools help identify the most suitable candidates by providing data- driven, evidence-based insights. Overall, the platform enhances candidate readiness while streamlining the entire shortlisting and recruitment workflow.
Full text 33,665 characters · extracted from preprint-html · click to expand
AI Powered Platform for Interview Simulation Candidate Evaluation andRecruitment Workflow Optimization | Research Square window.SnipcartSettings = { analytics: { enabled: false } }; (function() { var accessVector = localStorage.getItem('access_vector') || ''; window.dataLayer = window.dataLayer || []; if (accessVector) { window.dataLayer.push({ user: { profile: { profileInfo: { snid: accessVector } } } }); } })(); (function(w,d,s,l,i){w[l]=w[l]||[];w[l].push({'gtm.start':new Date().getTime(),event:'gtm.js'});var f=d.getElementsByTagName(s)[0],j=d.createElement(s),dl=l!='dataLayer'?'&l='+l:'';j.async=true;j.src='https://www.googletagmanager.com/gtm.js?id='+i+dl;f.parentNode.insertBefore(j,f);})(window,document,'script','dataLayer','GTM-K279D39R'); Browse Preprints In Review Journals COVID-19 Preprints AJE Video Bytes Research Tools Research Promotion AJE Professional Editing AJE Rubriq About Preprint Platform In Review Editorial Policies Our Team Advisory Board Help Center Sign In Submit a Preprint Cite Share Download PDF Research Article AI Powered Platform for Interview Simulation Candidate Evaluation andRecruitment Workflow Optimization Siddhi Uttekar, Sneha Gonjari, Ishwari Abuj This is a preprint; it has not been peer reviewed by a journal. https://doi.org/ 10.21203/rs.3.rs-7951657/v1 This work is licensed under a CC BY 4.0 License Status: Posted Version 1 posted You are reading this latest preprint version Abstract Competition in the job market is becoming increas- ingly intense, and both candidates and recruiters face significant challenges during the hiring process. Traditional mock interview services often suffer from limitations such as a restricted number of evaluators and highly subjective, inconsistent feedback. To address these issues, this proposal introduces a platform that is both candidate-friendly and recruiter-efficient. Candidates can easily browse job postings, upload their CVs and resumes, and participate in AI-powered mock interviews designed to improve their confidence and preparedness. On the other hand, recruiters can create and manage job listings, review candidate responses, track applications, and even conduct AI-assisted mock interviews when needed. The system integrates features such as automated resume parsing, adaptive question generation, real- time performance analytics, and clear visualizations. These tools help identify the most suitable candidates by providing data- driven, evidence-based insights. Overall, the platform enhances candidate readiness while streamlining the entire shortlisting and recruitment workflow. AI-powered Recruitment Adaptive Mock Inter- views Candidate Assessment Analytics Evidence-based Hiring Full Text Additional Declarations No competing interests reported. Cite Share Download PDF Status: Posted Version 1 posted You are reading this latest preprint version Research Square lets you share your work early, gain feedback from the community, and start making changes to your manuscript prior to peer review in a journal. As a division of Research Square Company, we’re committed to making research communication faster, fairer, and more useful. We do this by developing innovative software and high quality services for the global research community. Our growing team is made up of researchers and industry professionals working together to solve the most critical problems facing scientific publishing. Also discoverable on Platform About Our Team In Review Editorial Policies Advisory Board Help Center Resources Author Services Accessibility API Access RSS feed Manage Cookie Preferences © Research Square 2026 | ISSN 2693-5015 (online) Privacy Policy Terms of Service Do Not Sell My Personal Information {"props":{"pageProps":{"initialData":{"identity":"rs-7951657","acceptedTermsAndConditions":true,"allowDirectSubmit":true,"archivedVersions":[],"articleType":"Research Article","associatedPublications":[],"authors":[{"id":557573021,"identity":"8f931237-9ba4-40e8-b321-8a98f8579ded","order_by":0,"name":"Siddhi Uttekar","email":"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAZAAAAAyAQMAAABI0h/eAAAABlBMVEX///8AAABVwtN+AAAACXBIWXMAAA7EAAAOxAGVKw4bAAABBUlEQVRIiWNgGAWjYDACZgYDaQYDEIsNiA1s5EDMAw+I0CLBA9ZSkWYM1pKA3x6gFgaYljOHExtAYvi0yLczb7xdUHC4zp69LfFzZRtz+vywww+BttjJ6TbgsOIwW7H1DIPDEjw8xw5Lnm1jy914O80AqCXZ2OwADi3MPGbSPCAtEukNko1tPLkbZyeAtBxI3IZDi3wzTIv88+afjW0S6Yaz0z/g1cJwGG4L2zHJhjMGCfLSOfhtAfuFxyBdsudMWpplQ0WC4QbpnIIDCQa4/SLff3jjbZ4/1vzs7ceMbzYY/JeXn52++cOHCjs5XFqw2AtWaUCscrC9DaSoHgWjYBSMgpEAACzeWxdtOyW+AAAAAElFTkSuQmCC","orcid":"","institution":"AISSMS Institute of Information Technology","correspondingAuthor":true,"prefix":"","firstName":"Siddhi","middleName":"","lastName":"Uttekar","suffix":""},{"id":557573029,"identity":"3621c523-e56d-481d-874c-3b143f5fa675","order_by":1,"name":"Sneha Gonjari","email":"","orcid":"","institution":"AISSMS Institute of Information Technology","correspondingAuthor":false,"prefix":"","firstName":"Sneha","middleName":"","lastName":"Gonjari","suffix":""},{"id":557573036,"identity":"4ea4b3dd-5149-4771-af48-f9d9d51c622a","order_by":2,"name":"Ishwari Abuj","email":"","orcid":"","institution":"AISSMS Institute of Information Technology","correspondingAuthor":false,"prefix":"","firstName":"Ishwari","middleName":"","lastName":"Abuj","suffix":""}],"badges":[],"createdAt":"2025-10-27 11:21:53","currentVersionCode":1,"declarations":"","doi":"10.21203/rs.3.rs-7951657/v1","doiUrl":"https://doi.org/10.21203/rs.3.rs-7951657/v1","draftVersion":[],"editorialEvents":[],"editorialNote":"","failedWorkflow":false,"files":[{"id":98102279,"identity":"b6dd930a-885c-4647-8aba-9a86fcb95eef","added_by":"auto","created_at":"2025-12-12 21:00:48","extension":"docx","order_by":0,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":198819,"visible":true,"origin":"","legend":"","description":"","filename":"paper1611.docx","url":"https://assets-eu.researchsquare.com/files/rs-7951657/v1/8d7bc043c53e8a914ad1eac0.docx"},{"id":98102277,"identity":"330d2a79-1310-422f-846b-6108cefad253","added_by":"auto","created_at":"2025-12-12 21:00:48","extension":"json","order_by":1,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":5243,"visible":true,"origin":"","legend":"","description":"","filename":"b364d7e0b16d4f029577a77a7fa6d8e9.json","url":"https://assets-eu.researchsquare.com/files/rs-7951657/v1/a5bd88f1e4ed825fa1e2c1b5.json"},{"id":98430920,"identity":"bef04e7c-95e2-46d8-bf80-17c52b3fc07a","added_by":"auto","created_at":"2025-12-17 16:46:27","extension":"xml","order_by":2,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":94605,"visible":true,"origin":"","legend":"","description":"","filename":"b364d7e0b16d4f029577a77a7fa6d8e91enriched.xml","url":"https://assets-eu.researchsquare.com/files/rs-7951657/v1/d3340d8fa79250c8d18cbdab.xml"},{"id":98429991,"identity":"62b81d4c-4687-4dac-a088-39656c660701","added_by":"auto","created_at":"2025-12-17 16:44:33","extension":"eps","order_by":3,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":177484,"visible":true,"origin":"","legend":"","description":"","filename":"drawingimage1.eps","url":"https://assets-eu.researchsquare.com/files/rs-7951657/v1/20494018008d4fd1f10855f1.eps"},{"id":98430699,"identity":"b8ed1feb-e38d-435e-ac66-cefc019d0b50","added_by":"auto","created_at":"2025-12-17 16:46:05","extension":"eps","order_by":4,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":227743,"visible":true,"origin":"","legend":"","description":"","filename":"drawingimage2.eps","url":"https://assets-eu.researchsquare.com/files/rs-7951657/v1/0be9e5344239f64e513ddfdc.eps"},{"id":98430711,"identity":"8bf81854-d557-4193-8b74-de9cf67dc925","added_by":"auto","created_at":"2025-12-17 16:46:06","extension":"jpeg","order_by":5,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":470742,"visible":true,"origin":"","legend":"","description":"","filename":"floatimage1.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-7951657/v1/0ce49e63115db6afd2e05e50.jpeg"},{"id":98430152,"identity":"c46b2684-c9d8-42af-b54d-3887ba9b1a7b","added_by":"auto","created_at":"2025-12-17 16:44:54","extension":"png","order_by":6,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":119,"visible":true,"origin":"","legend":"","description":"","filename":"floatimage10.png","url":"https://assets-eu.researchsquare.com/files/rs-7951657/v1/679d5b2522aac8dc318c04b6.png"},{"id":98430565,"identity":"ff6b6fe5-7b40-4dfa-8876-8132435c1e2d","added_by":"auto","created_at":"2025-12-17 16:45:45","extension":"png","order_by":7,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":119,"visible":true,"origin":"","legend":"","description":"","filename":"floatimage10.png","url":"https://assets-eu.researchsquare.com/files/rs-7951657/v1/411dd40b2152403b35f465ef.png"},{"id":98431179,"identity":"029436fc-4e90-4b37-85f5-1d819c4ce3a2","added_by":"auto","created_at":"2025-12-17 16:47:13","extension":"png","order_by":8,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":112,"visible":true,"origin":"","legend":"","description":"","filename":"floatimage12.png","url":"https://assets-eu.researchsquare.com/files/rs-7951657/v1/5659b178aa9dc6a5a4b7b7cc.png"},{"id":98429967,"identity":"ab5e1a6d-5878-4642-939c-3d07247b1c06","added_by":"auto","created_at":"2025-12-17 16:44:30","extension":"jpeg","order_by":9,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":1379,"visible":true,"origin":"","legend":"","description":"","filename":"floatimage13.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-7951657/v1/ca7fe6c3c5267da06111a22f.jpeg"},{"id":98430262,"identity":"9fb39e8e-f15c-4fe3-baf9-8872dfb83071","added_by":"auto","created_at":"2025-12-17 16:45:04","extension":"png","order_by":10,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":112,"visible":true,"origin":"","legend":"","description":"","filename":"floatimage12.png","url":"https://assets-eu.researchsquare.com/files/rs-7951657/v1/d9108df7b1dd262f7ada5403.png"},{"id":98102283,"identity":"80dd875f-f762-4f6f-8645-960e6a0e995a","added_by":"auto","created_at":"2025-12-12 21:00:48","extension":"png","order_by":11,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":112,"visible":true,"origin":"","legend":"","description":"","filename":"floatimage12.png","url":"https://assets-eu.researchsquare.com/files/rs-7951657/v1/de889e0a591c7fdfceb7f346.png"},{"id":98429875,"identity":"b4cd4efd-ae53-4723-a57d-fa72965c6002","added_by":"auto","created_at":"2025-12-17 16:44:16","extension":"png","order_by":12,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":112,"visible":true,"origin":"","legend":"","description":"","filename":"floatimage16.png","url":"https://assets-eu.researchsquare.com/files/rs-7951657/v1/37eedd3e7e62243f9ae7d078.png"},{"id":98102291,"identity":"f4a70256-428d-43f9-b649-c84635908854","added_by":"auto","created_at":"2025-12-12 21:00:49","extension":"png","order_by":13,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":112,"visible":true,"origin":"","legend":"","description":"","filename":"floatimage12.png","url":"https://assets-eu.researchsquare.com/files/rs-7951657/v1/da5c9327fef30887c24415c1.png"},{"id":98429764,"identity":"4e18e04b-58d0-4ce9-81e3-14f9b614eea1","added_by":"auto","created_at":"2025-12-17 16:44:07","extension":"png","order_by":14,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":112,"visible":true,"origin":"","legend":"","description":"","filename":"floatimage16.png","url":"https://assets-eu.researchsquare.com/files/rs-7951657/v1/2ea4cb5ec127a4a90c269993.png"},{"id":98429694,"identity":"590b7ed9-bbdd-44b1-b0c0-70837d104f36","added_by":"auto","created_at":"2025-12-17 16:44:00","extension":"png","order_by":15,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":112,"visible":true,"origin":"","legend":"","description":"","filename":"floatimage16.png","url":"https://assets-eu.researchsquare.com/files/rs-7951657/v1/4fbf954561c88090b1da767e.png"},{"id":98102290,"identity":"2aceef72-4e35-4b39-9904-2d7c01ba66ef","added_by":"auto","created_at":"2025-12-12 21:00:49","extension":"jpeg","order_by":16,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":1379,"visible":true,"origin":"","legend":"","description":"","filename":"floatimage13.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-7951657/v1/567555738eb26eb3bde794f1.jpeg"},{"id":98429605,"identity":"d21e32fa-ee84-4f79-8bc6-f8c14b590989","added_by":"auto","created_at":"2025-12-17 16:43:50","extension":"png","order_by":17,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":112,"visible":true,"origin":"","legend":"","description":"","filename":"floatimage16.png","url":"https://assets-eu.researchsquare.com/files/rs-7951657/v1/fa5d1960b33cdd8d396a196a.png"},{"id":98102292,"identity":"d3d08314-66eb-4390-a47e-65365d0aea7a","added_by":"auto","created_at":"2025-12-12 21:00:49","extension":"jpeg","order_by":18,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":1379,"visible":true,"origin":"","legend":"","description":"","filename":"floatimage21.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-7951657/v1/93014359df9d4222f60d05e0.jpeg"},{"id":98102311,"identity":"7414cc07-2511-448b-9b88-c3565c059454","added_by":"auto","created_at":"2025-12-12 21:00:49","extension":"jpeg","order_by":19,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":127561,"visible":true,"origin":"","legend":"","description":"","filename":"floatimage22.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-7951657/v1/9cf3f160df8ced57b0d1c800.jpeg"},{"id":98429544,"identity":"cc6dcd4e-7329-4357-8570-22cdb9e74a62","added_by":"auto","created_at":"2025-12-17 16:43:40","extension":"jpeg","order_by":20,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":1074,"visible":true,"origin":"","legend":"","description":"","filename":"floatimage23.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-7951657/v1/ebe6afaf3deca7a7587d7e00.jpeg"},{"id":98102293,"identity":"fcd413e0-a4e0-4d74-9a58-84d9375311f4","added_by":"auto","created_at":"2025-12-12 21:00:49","extension":"jpeg","order_by":21,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":82901,"visible":true,"origin":"","legend":"","description":"","filename":"floatimage24.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-7951657/v1/83352f2d62d87bd1ed48657d.jpeg"},{"id":98430689,"identity":"e07785a1-060e-4f79-8403-4ffb40136f78","added_by":"auto","created_at":"2025-12-17 16:46:03","extension":"jpeg","order_by":22,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":1074,"visible":true,"origin":"","legend":"","description":"","filename":"floatimage23.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-7951657/v1/3ab57aac1e322c86331e7f2a.jpeg"},{"id":98102315,"identity":"fc3dbaa0-b752-430a-af32-891efbf8a0b2","added_by":"auto","created_at":"2025-12-12 21:00:49","extension":"png","order_by":23,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":112,"visible":true,"origin":"","legend":"","description":"","filename":"floatimage12.png","url":"https://assets-eu.researchsquare.com/files/rs-7951657/v1/6dc491cc078c3f6c2538cc28.png"},{"id":98102288,"identity":"467f6e9f-37be-4fbc-b2d7-a4bf89cb1d9c","added_by":"auto","created_at":"2025-12-12 21:00:49","extension":"png","order_by":24,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":112,"visible":true,"origin":"","legend":"","description":"","filename":"floatimage16.png","url":"https://assets-eu.researchsquare.com/files/rs-7951657/v1/fd7191b642cabbc96c5ad86d.png"},{"id":98102329,"identity":"568c79f7-2598-488b-b51a-699480ba7d0d","added_by":"auto","created_at":"2025-12-12 21:00:50","extension":"jpeg","order_by":25,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":1379,"visible":true,"origin":"","legend":"","description":"","filename":"floatimage21.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-7951657/v1/85f9b4433d4769263f0b217f.jpeg"},{"id":98430166,"identity":"e7aa1f79-65ba-4620-ae57-66a5fa68af20","added_by":"auto","created_at":"2025-12-17 16:44:54","extension":"jpeg","order_by":26,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":1379,"visible":true,"origin":"","legend":"","description":"","filename":"floatimage13.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-7951657/v1/0330b4f117ee063901994e6e.jpeg"},{"id":98102305,"identity":"511fc886-2ce4-4092-8efe-70aa6dc26aaf","added_by":"auto","created_at":"2025-12-12 21:00:49","extension":"png","order_by":27,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":119,"visible":true,"origin":"","legend":"","description":"","filename":"floatimage10.png","url":"https://assets-eu.researchsquare.com/files/rs-7951657/v1/9a7a7f1966d4c40f497c6272.png"},{"id":98102332,"identity":"2bfe830b-e8d0-4ee4-84db-638149848d46","added_by":"auto","created_at":"2025-12-12 21:00:50","extension":"jpeg","order_by":28,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":1379,"visible":true,"origin":"","legend":"","description":"","filename":"floatimage21.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-7951657/v1/0a05a218aa2379c2853fd2d6.jpeg"},{"id":98102312,"identity":"942711f7-9dda-4154-b427-2b0ee35ac522","added_by":"auto","created_at":"2025-12-12 21:00:49","extension":"jpeg","order_by":29,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":1379,"visible":true,"origin":"","legend":"","description":"","filename":"floatimage13.jpeg","url":"https://assets-eu.researchsquare.com/files/rs-7951657/v1/8e8d10493e8efacf4f6cf19c.jpeg"},{"id":98102318,"identity":"b41ea7d7-412b-4b62-83e8-e816174d0027","added_by":"auto","created_at":"2025-12-12 21:00:50","extension":"png","order_by":30,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":94949,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinefloatimage1.png","url":"https://assets-eu.researchsquare.com/files/rs-7951657/v1/bd487210f01ebf5f8f187b1b.png"},{"id":98102296,"identity":"2a4ded01-4bae-4e3d-a1dc-ced57cd1baad","added_by":"auto","created_at":"2025-12-12 21:00:49","extension":"png","order_by":31,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":317,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinefloatimage10.png","url":"https://assets-eu.researchsquare.com/files/rs-7951657/v1/e44d8f0f06399b60a20551fa.png"},{"id":98102307,"identity":"4926a5df-22e1-4212-9a89-070a4e8b3c14","added_by":"auto","created_at":"2025-12-12 21:00:49","extension":"png","order_by":32,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":317,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinefloatimage10.png","url":"https://assets-eu.researchsquare.com/files/rs-7951657/v1/128c84e4bf20e7daba5f3d60.png"},{"id":98102325,"identity":"5faaef09-2b44-4ae8-bce8-6eb7ed7caeb9","added_by":"auto","created_at":"2025-12-12 21:00:50","extension":"png","order_by":33,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":317,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinefloatimage12.png","url":"https://assets-eu.researchsquare.com/files/rs-7951657/v1/94ad12909a5ba3562e9e79cb.png"},{"id":98102330,"identity":"199d847d-bd68-4e0c-96c7-8d24cd3a3334","added_by":"auto","created_at":"2025-12-12 21:00:50","extension":"png","order_by":34,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":951,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinefloatimage13.png","url":"https://assets-eu.researchsquare.com/files/rs-7951657/v1/9507c6bedb465722bf6898c0.png"},{"id":98430310,"identity":"5d93566a-b89d-4733-9694-5ec032121583","added_by":"auto","created_at":"2025-12-17 16:45:08","extension":"png","order_by":35,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":317,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinefloatimage12.png","url":"https://assets-eu.researchsquare.com/files/rs-7951657/v1/5c49c7a1dfc63b44248e61c5.png"},{"id":98430691,"identity":"69f66691-ff2e-4a35-a6d4-f8b24c0dd3a5","added_by":"auto","created_at":"2025-12-17 16:46:03","extension":"png","order_by":36,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":317,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinefloatimage12.png","url":"https://assets-eu.researchsquare.com/files/rs-7951657/v1/d9f343bd492ac3b81164a3a3.png"},{"id":98430253,"identity":"bd7a25c6-3848-4ee6-b35e-bc24b63a2f10","added_by":"auto","created_at":"2025-12-17 16:45:04","extension":"png","order_by":37,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":317,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinefloatimage16.png","url":"https://assets-eu.researchsquare.com/files/rs-7951657/v1/46d536f0cd73d0037a3e4308.png"},{"id":98102294,"identity":"a4c69de9-1938-4730-ba67-7b0930c4fe39","added_by":"auto","created_at":"2025-12-12 21:00:49","extension":"png","order_by":38,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":317,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinefloatimage12.png","url":"https://assets-eu.researchsquare.com/files/rs-7951657/v1/acf92f02b5c5b4c99b01f7f8.png"},{"id":98102321,"identity":"4a90460d-0183-46b0-9473-43fcc0d4e0d3","added_by":"auto","created_at":"2025-12-12 21:00:50","extension":"png","order_by":39,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":317,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinefloatimage16.png","url":"https://assets-eu.researchsquare.com/files/rs-7951657/v1/5a034df27f1d9d62b482d029.png"},{"id":98430126,"identity":"67514121-6fc4-4268-bbbb-f8ba601ec1a8","added_by":"auto","created_at":"2025-12-17 16:44:51","extension":"png","order_by":40,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":317,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinefloatimage16.png","url":"https://assets-eu.researchsquare.com/files/rs-7951657/v1/578e6b34e14911dcdf1cd016.png"},{"id":98102295,"identity":"91e3581d-bc82-435f-b51a-d35ad726cf50","added_by":"auto","created_at":"2025-12-12 21:00:49","extension":"png","order_by":41,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":951,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinefloatimage13.png","url":"https://assets-eu.researchsquare.com/files/rs-7951657/v1/bd757a2698d91de3183566ac.png"},{"id":98429438,"identity":"a0d04653-fe27-4686-8e76-f533e74b7c27","added_by":"auto","created_at":"2025-12-17 16:43:28","extension":"png","order_by":42,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":317,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinefloatimage16.png","url":"https://assets-eu.researchsquare.com/files/rs-7951657/v1/50489d043a133b61bff544db.png"},{"id":98102303,"identity":"d56a3973-8d3a-4af9-9ed0-8e16056cdfcc","added_by":"auto","created_at":"2025-12-12 21:00:49","extension":"png","order_by":43,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":951,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinefloatimage21.png","url":"https://assets-eu.researchsquare.com/files/rs-7951657/v1/936a04ed4b9cad774bdccb8d.png"},{"id":98102328,"identity":"04182ebf-8627-4229-8017-1ae944dd2cb8","added_by":"auto","created_at":"2025-12-12 21:00:50","extension":"png","order_by":44,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":25617,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinefloatimage22.png","url":"https://assets-eu.researchsquare.com/files/rs-7951657/v1/51b9151bc6a7f2152944e055.png"},{"id":98102306,"identity":"6c8c2da2-c644-4eb3-a365-3bb27c06542b","added_by":"auto","created_at":"2025-12-12 21:00:49","extension":"png","order_by":45,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":935,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinefloatimage23.png","url":"https://assets-eu.researchsquare.com/files/rs-7951657/v1/27bcfdfb6a0db70c769bc94a.png"},{"id":98102302,"identity":"abe285ae-2e71-4415-9836-b5acb913bfd4","added_by":"auto","created_at":"2025-12-12 21:00:49","extension":"png","order_by":46,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":17813,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinefloatimage24.png","url":"https://assets-eu.researchsquare.com/files/rs-7951657/v1/e50d4b72bd5bdd6351fd36a6.png"},{"id":98428787,"identity":"a5903017-568f-43f9-b718-401deb4be83c","added_by":"auto","created_at":"2025-12-17 16:42:24","extension":"png","order_by":47,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":935,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinefloatimage23.png","url":"https://assets-eu.researchsquare.com/files/rs-7951657/v1/d2659a0cce9fdb494d452712.png"},{"id":98102298,"identity":"3df740fd-ea57-45a0-9877-9f81d7973100","added_by":"auto","created_at":"2025-12-12 21:00:49","extension":"png","order_by":48,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":317,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinefloatimage12.png","url":"https://assets-eu.researchsquare.com/files/rs-7951657/v1/6db4d61ad15f1c3d0ca69f85.png"},{"id":98431181,"identity":"d9ae01d4-2d15-459f-a19f-606381c69f0d","added_by":"auto","created_at":"2025-12-17 16:47:13","extension":"png","order_by":49,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":317,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinefloatimage16.png","url":"https://assets-eu.researchsquare.com/files/rs-7951657/v1/369f7865f479e9c74fe35c6f.png"},{"id":98428697,"identity":"c6eeeadf-addc-42fe-9b81-2d53676256ce","added_by":"auto","created_at":"2025-12-17 16:42:16","extension":"png","order_by":50,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":951,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinefloatimage21.png","url":"https://assets-eu.researchsquare.com/files/rs-7951657/v1/105723e061a6bfc5ed0870c2.png"},{"id":98102322,"identity":"6e82640c-a630-4899-8c58-492a8c3e4823","added_by":"auto","created_at":"2025-12-12 21:00:50","extension":"png","order_by":51,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":951,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinefloatimage13.png","url":"https://assets-eu.researchsquare.com/files/rs-7951657/v1/efc6da92342a4493fb15ef08.png"},{"id":98428802,"identity":"f4c35aac-f4db-48c2-b138-6f7a9ffb54b0","added_by":"auto","created_at":"2025-12-17 16:42:24","extension":"png","order_by":52,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":317,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinefloatimage10.png","url":"https://assets-eu.researchsquare.com/files/rs-7951657/v1/8ec289d2711d6d333fe75f3f.png"},{"id":98429813,"identity":"94ff9f10-cf70-4486-8a1a-33d114f89754","added_by":"auto","created_at":"2025-12-17 16:44:11","extension":"png","order_by":53,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":951,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinefloatimage21.png","url":"https://assets-eu.researchsquare.com/files/rs-7951657/v1/34eef1784bcd48eb22abbf95.png"},{"id":98102323,"identity":"89083622-6719-4760-a0ea-b393463a60cf","added_by":"auto","created_at":"2025-12-12 21:00:50","extension":"png","order_by":54,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":951,"visible":true,"origin":"","legend":"","description":"","filename":"Onlinefloatimage13.png","url":"https://assets-eu.researchsquare.com/files/rs-7951657/v1/8e582f0a2769dcd5ba6df4bd.png"},{"id":98102319,"identity":"b245d5bb-7a18-4478-96ba-3535e2bb8a65","added_by":"auto","created_at":"2025-12-12 21:00:50","extension":"xml","order_by":55,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":91863,"visible":true,"origin":"","legend":"","description":"","filename":"b364d7e0b16d4f029577a77a7fa6d8e91structuring.xml","url":"https://assets-eu.researchsquare.com/files/rs-7951657/v1/bdcef791d2a834d66e773fa2.xml"},{"id":98430763,"identity":"7fe26de5-5ec9-465f-9348-97b0d8bbbc83","added_by":"auto","created_at":"2025-12-17 16:46:09","extension":"html","order_by":56,"title":"","display":"","copyAsset":false,"role":"acdc-reference","size":113178,"visible":true,"origin":"","legend":"","description":"","filename":"earlyproof.html","url":"https://assets-eu.researchsquare.com/files/rs-7951657/v1/a27754935fb230be8e17158b.html"},{"id":104004471,"identity":"18740751-7d16-4a92-91c3-9733843642fe","added_by":"auto","created_at":"2026-03-05 14:42:18","extension":"pdf","order_by":1,"title":"","display":"","copyAsset":false,"role":"manuscript-pdf","size":528511,"visible":true,"origin":"","legend":"","description":"","filename":"paper1611.pdf","url":"https://assets-eu.researchsquare.com/files/rs-7951657/v1_covered_81d79c95-273c-4415-98d7-746402983f3d.pdf"}],"financialInterests":"No competing interests reported.","formattedTitle":"AI Powered Platform for Interview Simulation Candidate Evaluation andRecruitment Workflow Optimization","fulltext":[],"fulltextSource":"","fullText":"","funders":[],"hasAdminPriorityOnWorkflow":false,"hasManuscriptDocX":false,"hasOptedInToPreprint":true,"hasPassedJournalQc":"","hasAnyPriority":false,"hideJournal":true,"highlight":"","institution":"","isAcceptedByJournal":false,"isAuthorSuppliedPdf":true,"isDeskRejected":"","isHiddenFromSearch":false,"isInQc":false,"isInWorkflow":false,"isPdf":true,"isPdfUpToDate":true,"isWithdrawnOrRetracted":false,"journal":{"display":true,"email":"[email protected]","identity":"researchsquare","isNatureJournal":false,"hasQc":true,"allowDirectSubmit":true,"externalIdentity":"","sideBox":"","snPcode":"","submissionUrl":"/submission","title":"Research Square","twitterHandle":"researchsquare","acdcEnabled":true,"dfaEnabled":false,"editorialSystem":"","reportingPortfolio":"","inReviewEnabled":false,"inReviewRevisionsEnabled":true},"keywords":"AI-powered Recruitment, Adaptive Mock Inter- views, Candidate Assessment Analytics, Evidence-based Hiring","lastPublishedDoi":"10.21203/rs.3.rs-7951657/v1","lastPublishedDoiUrl":"https://doi.org/10.21203/rs.3.rs-7951657/v1","license":{"name":"CC BY 4.0","url":"https://creativecommons.org/licenses/by/4.0/"},"manuscriptAbstract":"\u003cp\u003eCompetition in the job market is becoming increas- ingly intense, and both candidates and recruiters face significant challenges during the hiring process. Traditional mock interview services often suffer from limitations such as a restricted number of evaluators and highly subjective, inconsistent feedback. To address these issues, this proposal introduces a platform that is both candidate-friendly and recruiter-efficient. Candidates can easily browse job postings, upload their CVs and resumes, and participate in AI-powered mock interviews designed to improve their confidence and preparedness. On the other hand, recruiters can create and manage job listings, review candidate responses, track applications, and even conduct AI-assisted mock interviews when needed. The system integrates features such as automated resume parsing, adaptive question generation, real- time performance analytics, and clear visualizations. These tools help identify the most suitable candidates by providing data- driven, evidence-based insights. Overall, the platform enhances candidate readiness while streamlining the entire shortlisting and recruitment workflow.\u003c/p\u003e","manuscriptTitle":"AI Powered Platform for Interview Simulation Candidate Evaluation andRecruitment Workflow Optimization","msid":"","msnumber":"","nonDraftVersions":[{"code":1,"date":"2025-12-12 21:00:43","doi":"10.21203/rs.3.rs-7951657/v1","editorialEvents":[{"type":"communityComments","content":0}],"status":"published","journal":{"display":true,"email":"[email protected]","identity":"researchsquare","isNatureJournal":false,"hasQc":true,"allowDirectSubmit":true,"externalIdentity":"","sideBox":"","snPcode":"","submissionUrl":"/submission","title":"Research Square","twitterHandle":"researchsquare","acdcEnabled":true,"dfaEnabled":false,"editorialSystem":"","reportingPortfolio":"","inReviewEnabled":false,"inReviewRevisionsEnabled":true}}],"origin":"","ownerIdentity":"6abb1173-4d01-4092-a25b-4d35866982bf","owner":[],"postedDate":"December 12th, 2025","published":true,"recentEditorialEvents":[],"rejectedJournal":[],"revision":"","amendment":"","status":"posted","subjectAreas":[],"tags":[],"updatedAt":"2026-03-05T14:41:15+00:00","versionOfRecord":[],"versionCreatedAt":"2025-12-12 21:00:43","video":"","vorDoi":"","vorDoiUrl":"","workflowStages":[]},"version":"v1","identity":"rs-7951657","journalConfig":"researchsquare"},"__N_SSP":true},"page":"/article/[identity]/[[...version]]","query":{"redirect":"/article/rs-7951657","identity":"rs-7951657","version":["v1"]},"buildId":"8U1c8b4HqxoKbykW_rLl7","isFallback":false,"isExperimentalCompile":false,"dynamicIds":[84888],"gssp":true,"scriptLoader":[]}

Text is read by the "Ask this paper" AI Q&A widget below. Extraction quality varies by source — PMC NXML preserves structure cleanly, OA-HTML may include some navigation residue, and OA-PDF can have broken hyphenation. The publisher copy (via DOI) is the canonical version.

My notes (saved in your browser only)

Ask this paper AI returns verbatim quotes from the full text · source: preprint-html

Answers must be backed by verbatim quotes from this paper's full text. Hallucinated quotes are dropped automatically; if no verbatim passage answers the question, we say so. How this works

Citation neighborhood (no data yet)

We don't have any in-corpus citations linked to this paper yet. This is a recent paper (2025) — citers typically take a year or two to land, and the OpenAlex reference graph may still be filling in.

Source provenance

europepmc
last seen: 2026-05-20T01:45:00.602351+00:00