AERA Open | |
How an Artificially Intelligent Virtual Assistant Helps Students Navigate the Road to College: | |
Lindsay C. Page1  | |
关键词: college access; summer melt; artificial intelligence; nudge; r; omized controlled trial; | |
DOI : 10.1177/2332858417749220 | |
学科分类:发展心理学和教育心理学 | |
来源: Sage Journals | |
【 摘 要 】
Deep reinforcement learning using convolutional neural networks is the technology behind autonomous vehicles. Could this same technology facilitate the road to college? During the summer between high school and college, college-related tasks that students must navigate can hinder successful matriculation. We employ conversational artificial intelligence (AI) to efficiently support thousands of would-be college freshmen by providing personalized, text messageâbased outreach and guidance for each task where they needed support. We implemented and tested this system through a field experiment with Georgia State University (GSU). GSU-committed students assigned to treatment exhibited greater success with pre-enrollment requirements and were 3.3 percentage points more likely to enroll on time. Enrollment impacts are comparable to those in prior interventions but with substantially reduced burden on university staff. Given the capacity for AI to learn over time, this intervention has promise for scaling personalized college transition guidance.
【 授权许可】
CC BY-NC
【 预 览 】
Files | Size | Format | View |
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RO201902023000733ZK.pdf | 92KB | download |