{"title":"基于职业的数据科学预测创业技能","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":"{\"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}","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}
Data-science to predict Entrepreneurial Skills based on Profession
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.