Kayleigh Hyde, A. Griffiths, Cristina Giannantonio, Amy E. HURLEY-HANSON, Erik J. Linstead
{"title":"Predicting Employer Recruitment of Individuals with Autism Spectrum Disorders with Decision Trees","authors":"Kayleigh Hyde, A. Griffiths, Cristina Giannantonio, Amy E. HURLEY-HANSON, Erik J. Linstead","doi":"10.1109/ICMLA.2018.00222","DOIUrl":null,"url":null,"abstract":"Autism Spectrum Disorders (ASD) are a category of developmental disabilities and are categorized by difficulties with social interactions, verbal and nonverbal forms of communication, repetitive behaviors, and restricted interests [1]. Research suggests that young adults with \"high functioning\" ASD experience significant difficulty in transitioning to work, but little research has examined attitudes, experiences, and needs from the viewpoint of the employer. This study utilized a decision tree to predict likelihood of employment of individuals with \"high functioning\" ASD based on a survey of 263 representatives from various organizations. The study also analyzes the attributes that are most significant in determining whether an employer will recruit an individual with ASD.","PeriodicalId":6533,"journal":{"name":"2018 17th IEEE International Conference on Machine Learning and Applications (ICMLA)","volume":"126 1","pages":"1366-1370"},"PeriodicalIF":0.0000,"publicationDate":"2018-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"9","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2018 17th IEEE International Conference on Machine Learning and Applications (ICMLA)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICMLA.2018.00222","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 9
Abstract
Autism Spectrum Disorders (ASD) are a category of developmental disabilities and are categorized by difficulties with social interactions, verbal and nonverbal forms of communication, repetitive behaviors, and restricted interests [1]. Research suggests that young adults with "high functioning" ASD experience significant difficulty in transitioning to work, but little research has examined attitudes, experiences, and needs from the viewpoint of the employer. This study utilized a decision tree to predict likelihood of employment of individuals with "high functioning" ASD based on a survey of 263 representatives from various organizations. The study also analyzes the attributes that are most significant in determining whether an employer will recruit an individual with ASD.