ERIC Number: EJ1391005
Record Type: Journal
Publication Date: 2023-Sep
Pages: 15
Abstractor: As Provided
ISBN: N/A
ISSN: ISSN-1744-6295
EISSN: EISSN-1744-6309
Available Date: N/A
Post-High School Outcomes of Students with Autism Spectrum Disorder and Students with Intellectual Disability: Utilizing Predictive Analytics and State Data for Decision Making
Yamamoto, Scott H.; Alverson, Charlotte Y.
Journal of Intellectual Disabilities, v27 n3 p633-647 Sep 2023
This study analyzed the post-high school outcomes of exited high-school students with intellectual disability and autism spectrum disorder from a southwestern U.S. state. A predictive analytics approach was used to analyze these students' post-high school outcomes data, which every state is required to collect each year under U.S. special-education law. Data modeling was conducted with machine learning and logistic regression, which produced two main findings. One, the strongest significant predictors were (a) students spending at least 80% of their instructional days in general education settings and (b) graduating from high school. Two, machine learning models were consistently more accurate in predicting post-high school education or employment than were multilevel logistic regression models. This study concluded with the limitations of the data and predictive-analytic models, and the implications for researchers and state and local education professionals to utilize predictive analytics and state-level post-high school outcomes data for decision making.
Descriptors: Students with Disabilities, Autism Spectrum Disorders, Intellectual Disability, Predictor Variables, Outcomes of Education, High School Students, Inclusion, High School Graduates, Graduation, Artificial Intelligence, Student Characteristics, Postsecondary Education, Employment Level
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Publication Type: Journal Articles; Reports - Research
Education Level: High Schools; Secondary Education; Postsecondary Education
Audience: N/A
Language: English
Sponsor: N/A
Authoring Institution: N/A
Grant or Contract Numbers: N/A
Author Affiliations: N/A