Data-science to predict Entrepreneurial Skills based on Profession

Dhvani M Vaidya, Akshit J. Dhruv
{"title":"Data-science to predict Entrepreneurial Skills based on Profession","authors":"Dhvani M Vaidya, Akshit J. Dhruv","doi":"10.1109/aimv53313.2021.9670947","DOIUrl":null,"url":null,"abstract":"The main aim is to enable people to discover the entrepreneurial skill needed for a specific job/profession or business. As often people are found having issues getting jobs even when there is a vacancy, or new startups and businesses tend to be unsuccessful in the short run. We analyzed this problem and found that the problem is, people/students are lacking certain entrepreneurial skills, or they aren’t aware of those skills. So we found the resolution to this problem by creating a model, with the help of AI and data science, and ML which will help to predict skills based on job/profession or business. This will help to reduce unemployment and uphold business stability as people will get to know what skills they require to execute a particular job or run a business. We have used the multi-output model, and SVM(Support Vector Machine) machine learning model for prediction. Using the model we got the accuracy of 98.7% in predicting the skills based on profession.","PeriodicalId":135318,"journal":{"name":"2021 International Conference on Artificial Intelligence and Machine Vision (AIMV)","volume":"34 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2021-09-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2021 International Conference on Artificial Intelligence and Machine Vision (AIMV)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/aimv53313.2021.9670947","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 1

Abstract

The main aim is to enable people to discover the entrepreneurial skill needed for a specific job/profession or business. As often people are found having issues getting jobs even when there is a vacancy, or new startups and businesses tend to be unsuccessful in the short run. We analyzed this problem and found that the problem is, people/students are lacking certain entrepreneurial skills, or they aren’t aware of those skills. So we found the resolution to this problem by creating a model, with the help of AI and data science, and ML which will help to predict skills based on job/profession or business. This will help to reduce unemployment and uphold business stability as people will get to know what skills they require to execute a particular job or run a business. We have used the multi-output model, and SVM(Support Vector Machine) machine learning model for prediction. Using the model we got the accuracy of 98.7% in predicting the skills based on profession.
基于职业的数据科学预测创业技能
其主要目的是使人们能够发现特定工作/专业或企业所需的创业技能。人们经常发现,即使有职位空缺,也很难找到工作,或者新的创业公司和企业往往在短期内不成功。我们分析了这个问题,发现问题在于人们/学生缺乏一定的创业技能,或者他们没有意识到这些技能。所以我们通过创建一个模型来解决这个问题,在人工智能和数据科学的帮助下,机器学习将有助于预测基于工作/专业或业务的技能。这将有助于减少失业和维护商业稳定,因为人们将了解执行特定工作或经营企业所需的技能。我们使用了多输出模型,以及SVM(支持向量机)机器学习模型进行预测。运用该模型对职业技能进行预测的准确率达到98.7%。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信