{"title":"Analyzing The Strength Between Mission And Vision Statements And Industry Via Machine Learning","authors":"Faleh Alshameri, Nathan David Green","doi":"10.19030/jabr.v36i3.10348","DOIUrl":null,"url":null,"abstract":"Mission and vision statements are critical to a company’s success both from a company’s long-term goals and appearance to potential customers. We analyze a collection of 772 mission and vision statements from companies via natural language processing. This data is hand annotated into 15 industry types. We show the distinctiveness and connectiveness of each industry via text processing and machine learning techniques. The extracted features of each industry are a telling and guiding indicator of what that industry embraces. We show high predictive power via machine learning to determine an industry by looking only at the mission and vision statements.","PeriodicalId":40064,"journal":{"name":"Journal of Applied Business Research","volume":"36 1","pages":"121-128"},"PeriodicalIF":0.0000,"publicationDate":"2020-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"5","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Applied Business Research","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.19030/jabr.v36i3.10348","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q4","JCRName":"Business, Management and Accounting","Score":null,"Total":0}
引用次数: 5
Abstract
Mission and vision statements are critical to a company’s success both from a company’s long-term goals and appearance to potential customers. We analyze a collection of 772 mission and vision statements from companies via natural language processing. This data is hand annotated into 15 industry types. We show the distinctiveness and connectiveness of each industry via text processing and machine learning techniques. The extracted features of each industry are a telling and guiding indicator of what that industry embraces. We show high predictive power via machine learning to determine an industry by looking only at the mission and vision statements.
期刊介绍:
The Journal of Applied Business Research (JABR) welcomes articles in all areas of applied business and economics research. Both theoretical and applied manuscripts will be considered for publication; however, theoretical manuscripts must provide a clear link to important and interesting business and economics applications. Using a wide range of research methods including statistical analysis, analytical work, case studies, field research, and historical analysis, articles examine significant applied business and economics research questions from a broad range of perspectives. The intention of JABR is to publish papers that significantly contribute to these fields.