Stakeholder Involvement and Planning Based on Large Language Models

Stakeholder Involvement and Planning Based on Large Language Models | 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Article Stakeholder Involvement and Planning Based on Large Language Models Lachlan, Haoran This is a preprint; it has not been peer reviewed by a journal. https://doi.org/ 10.21203/rs.3.rs-8547648/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 Large language models (LLMs) have emerged as one of the most popular topics in the field of artificial intelligence in recent years. With their precise and natural language generation capabilities and strong overall integration ability, they have found applications in various domains, including text editing, program development, and entertainment chat. As engineering management is a critical focus within the production and manufacturing sector, there is a growing demand for the use of LLMs in this area. This paper explores how to leverage large language model tools to efficiently identify stakeholders and formulate participation plans in engineering projects. The aim is to shorten project management time, improve information transparency, and enhance work efficiency. The use of LLMs can facilitate more reasonable stakeholder planning and also offer foundational support for further research in engineering management. Artificial Intelligence Large Language Models Engineering Management Stakeholder Management Management Tools Full Text Additional Declarations The authors declare no competing interests. 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-8547648","acceptedTermsAndConditions":true,"allowDirectSubmit":true,"archivedVersions":[],"articleType":"Research Article","associatedPublications":[],"authors":[{"id":571254817,"identity":"26d9bf4e-dd01-4a93-833a-d3e4b15a7b02","order_by":0,"name":"Lachlan","email":"","orcid":"","institution":"Whitcombe","correspondingAuthor":false,"prefix":"","firstName":"","middleName":"","lastName":"Lachlan","suffix":""},{"id":571254819,"identity":"f3883962-af51-4310-a34c-8f78bb81d50a","order_by":1,"name":"Haoran","email":"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAZAAAAAyAQMAAABI0h/eAAAABlBMVEX///8AAABVwtN+AAAACXBIWXMAAA7EAAAOxAGVKw4bAAAA+UlEQVRIiWNgGAWjYBACAwhlwcPA337gwIcKIJudgYGxgbAWCR4GiTOJB2ecYWDgYSZSCxAnGB/mbCNCizn74WMffu6QkDE4cCDhMOM8m8T9zMwHH85gsJPTxaHPsicteWbvGQkeg8ONBw4XbktL7GFmSzbcwJBsbHYAh8MO5Bgz8LYBtYBsmbntMFALj5nkA4YDidtwaTn/xpjxL1hLgsFh3jnEaLmRY8zMC9fSANWyAa+WZ8nMskAtkjfOJByccSzNuOcw0C8zDPD45XzyYca3bTb2fOfbD3/4UGMj297efPBhT4WdHC4tuIABacpHwSgYBaNgFKACAPBwYac/xBQ3AAAAAElFTkSuQmCC","orcid":"","institution":"Liu","correspondingAuthor":true,"prefix":"","firstName":"","middleName":"","lastName":"Haoran","suffix":""}],"badges":[],"createdAt":"2026-01-08 06:37:11","currentVersionCode":1,"declarations":{"humanSubjects":false,"vertebrateSubjects":false,"conflictsOfInterestStatement":false,"humanSubjectEthicalGuidelines":false,"humanSubjectConsent":false,"humanSubjectClinicalTrial":false,"humanSubjectCaseReport":false,"vertebrateSubjectEthicalGuidelines":false},"doi":"10.21203/rs.3.rs-8547648/v1","doiUrl":"https://doi.org/10.21203/rs.3.rs-8547648/v1","draftVersion":[],"editorialEvents":[],"editorialNote":"","failedWorkflow":false,"files":[{"id":100358104,"identity":"2ced2429-3109-42d2-b9e2-059be147a9ac","added_by":"auto","created_at":"2026-01-16 07:20:38","extension":"pdf","order_by":1,"title":"","display":"","copyAsset":false,"role":"manuscript-pdf","size":346827,"visible":true,"origin":"","legend":"","description":"","filename":"StakeholderInvolvementandPlanningBasedonLargeLanguageModels.pdf","url":"https://assets-eu.researchsquare.com/files/rs-8547648/v1_covered_1d991afe-13bb-46c6-88b0-8cfb29fa8cf9.pdf"}],"financialInterests":"The authors declare no competing interests.","formattedTitle":"\u003cp\u003eStakeholder Involvement and Planning Based on Large Language Models\u003c/p\u003e","fulltext":[],"fulltextSource":"","fullText":"","funders":[],"hasAdminPriorityOnWorkflow":false,"hasManuscriptDocX":false,"hasOptedInToPreprint":true,"hasPassedJournalQc":"","hasAnyPriority":true,"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":"Artificial Intelligence, Large Language Models, Engineering Management, Stakeholder Management, Management Tools","lastPublishedDoi":"10.21203/rs.3.rs-8547648/v1","lastPublishedDoiUrl":"https://doi.org/10.21203/rs.3.rs-8547648/v1","license":{"name":"CC BY 4.0","url":"https://creativecommons.org/licenses/by/4.0/"},"manuscriptAbstract":"\u003cp\u003eLarge language models (LLMs) have emerged as one of the most popular topics in the field of artificial intelligence in recent years. 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