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Bird, Kelli A.; Castleman, Benjamin L.; Song, Yifeng; Mabel, Zachary – Education Next, 2021
An estimated 1,400 colleges and universities nationwide have invested in predictive analytics technology to identify which students are at risk of failing courses or dropping out, with spending estimated in the hundreds of millions of dollars. How accurate and stable are those predictions? The authors put six predictive models to the test to gain…
Descriptors: Prediction, Models, Data Analysis, Community Colleges
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Coleman, Chad; Baker, Ryan S.; Stephenson, Shonte – International Educational Data Mining Society, 2019
Determining which students are at risk of poorer outcomes -- such as dropping out, failing classes, or decreasing standardized examination scores -- has become an important area of research and practice in both K-12 and higher education. The detectors produced from this type of predictive modeling research are increasingly used in early warning…
Descriptors: Prediction, At Risk Students, Predictor Variables, Elementary Secondary Education
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Sorensen, Lucy C. – Educational Administration Quarterly, 2019
Purpose: In an era of unprecedented student measurement and emphasis on data-driven educational decision making, the full potential for using data to target resources to students has yet to be realized. This study explores the utility of machine-learning techniques with large-scale administrative data to identify student dropout risk. Research…
Descriptors: At Risk Students, Dropouts, Data Collection, Data Analysis
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Joo, Myungkook; Kim, Jeounghee – Education and Urban Society, 2016
Debates about the national high school graduation rate have heated up as various national high school graduation estimates based on the Common Core of Data (CCD) and the Current Population Survey (CPS) do not coincide with one another partially due to different assumptions about graduation age. This study found that (a) while graduation rate by…
Descriptors: High School Students, Graduation Rate, Cohort Analysis, Age Groups
DePaoli, Jennifer L.; Balfanz, Robert; Bridgeland, John – Civic Enterprises, 2016
The nation has achieved an 82.3 percent high school graduation rate--a record high. Graduation rates rose for all student subgroups, and the number of low-graduation-rate high schools and students enrolled in them dropped again, indicating that progress has had far-reaching benefits for all students. This report is the first to analyze 2014…
Descriptors: High School Graduates, Graduation Rate, Data Analysis, Statistical Data
Jobs for the Future, 2014
Nationally, more than one million youth drop out of high school each year. One in four young people do not graduate with their age mates. Thus, in recent years, national leaders have directed sustained attention to what they term the "dropout crisis," particularly in high schools that are graduating less than two-thirds of their…
Descriptors: Dropouts, Dropout Prevention, High School Students, Graduation Rate
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Gonzalez, Kenneth P.; Ballysingh, Tracy Arambula – Journal of Hispanic Higher Education, 2012
In this essay, the authors accomplish three tasks: (a) identify common limitations of programs designed to increase the success rates of Latina/o college students; (b) describe the common characteristics of programs that exhibit effective practice; and (c) provide a framework to guide colleges and universities in designing effective program…
Descriptors: College Students, Academic Achievement, Academic Persistence, Hispanic American Students
College Board, 2014
From the moment students step into an Advanced Placement Program® (AP®) classroom, they notice the difference in the teacher's approach to the subject, in the attitude of their classmates, in the new way of thinking the curriculum requires. More than just a class, AP is a community of students and educators who are passionate, curious, and…
Descriptors: Advanced Placement, African American Students, American Indian Students, Asian American Students
College Board, 2014
This report provides educators and policymakers with information they can use to celebrate their successes, understand their unique challenges, and set meaningful goals to increase opportunity for all students. It is important to note that while AP® Exams are valid measures of students' content mastery of college-level studies in specific academic…
Descriptors: Advanced Placement, African American Students, American Indian Students, Asian American Students
College Board, 2014
This report provides educators and policymakers with information they can use to celebrate their successes, understand their unique challenges, and set meaningful goals to increase opportunity for all students. It is important to note that while AP® Exams are valid measures of students' content mastery of college-level studies in specific academic…
Descriptors: Advanced Placement, African American Students, American Indian Students, Asian American Students
College Board, 2014
This report provides educators and policymakers with information they can use to celebrate their successes, understand their unique challenges, and set meaningful goals to increase opportunity for all students. It is important to note that while AP® Exams are valid measures of students' content mastery of college-level studies in specific academic…
Descriptors: Advanced Placement, African American Students, American Indian Students, Asian American Students
College Board, 2014
This report provides educators and policymakers with information they can use to celebrate their successes, understand their unique challenges, and set meaningful goals to increase opportunity for all students. It is important to note that while AP® Exams are valid measures of students' content mastery of college-level studies in specific academic…
Descriptors: Advanced Placement, African American Students, American Indian Students, Asian American Students
College Board, 2014
This report provides educators and policymakers with information they can use to celebrate their successes, understand their unique challenges, and set meaningful goals to increase opportunity for all students. It is important to note that while AP® Exams are valid measures of students' content mastery of college-level studies in specific academic…
Descriptors: Advanced Placement, African American Students, American Indian Students, Asian American Students
College Board, 2014
This report provides educators and policymakers with information they can use to celebrate their successes, understand their unique challenges, and set meaningful goals to increase opportunity for all students. It is important to note that while AP® Exams are valid measures of students' content mastery of college-level studies in specific academic…
Descriptors: Advanced Placement, African American Students, American Indian Students, Asian American Students
College Board, 2014
This report provides educators and policymakers with information they can use to celebrate their successes, understand their unique challenges, and set meaningful goals to increase opportunity for all students. It is important to note that while AP® Exams are valid measures of students' content mastery of college-level studies in specific academic…
Descriptors: Advanced Placement, African American Students, American Indian Students, Asian American Students
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