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From Course to Skill: Evaluating Large Language Model Performance in Curricular Analytics
July 2025

From Course to Skill: Evaluating Large Language Model Performance in Curricular Analytics

Zhen XuXinjin LiYingqi HuanVeronica MinayaRenzhe Yu
In this AIED conference paper, the authors evaluate four text alignment strategies based on large language learning models (LLMs) or traditional natural language processing (NLP) for skill extraction, a core task in curricular analytics.
The Impact of Dual Enrollment on College Application Choice and Admission Success
July 2025

The Impact of Dual Enrollment on College Application Choice and Admission Success

Vivian Yuen Ting LiuVeronica MinayaDi Xu
Using a regression discontinuity approach and data from two cohorts of students in one state, this paper examines the effect of taking dual enrollment credits on the number of in-state public colleges students apply and are admitted to and the selectivity of those colleges.
“Waiving” Goodbye to Placement Testing: Broadening the Benefits of Dual Enrollment Through Statewide Policy
July 2025

“Waiving” Goodbye to Placement Testing: Broadening the Benefits of Dual Enrollment Through Statewide Policy

Daniel SparksSarah GriffinJohn Fink
Using interview data from program leaders and statewide student data, this paper examines the implementation and estimates the effects of Ohio’s Innovative Programs, a policy aimed at expanding access to dual enrollment for underserved high school students.
The Link Between Dual Enrollment Partnership Characteristics and Outcomes: Findings From Texas
June 2025

The Link Between Dual Enrollment Partnership Characteristics and Outcomes: Findings From Texas

Kim Pack-CosmeWonsun RyuLauren Schudde
This working paper describes dual enrollment (DE) high school–college partnerships and estimates which DE structures and contexts predict aggregate DE course completion, college enrollment, and degree attainment.
The Postsecondary Outcomes of High School Dual Enrollment Students: A National and State-by-State Analysis
October 2024

The Postsecondary Outcomes of High School Dual Enrollment Students: A National and State-by-State Analysis

Tatiana VelascoJohn FinkMariel Bedoya-GuevaraDavis Jenkins
Using NSC data, this report presents national and state-by-state findings on the postsecondary enrollment and completion outcomes of high school students who began taking dual enrollment college courses in fall 2015, tracked for four years after high school.
What Do Dual Enrollment Students Want? Elevating the Voices of Historically Underserved Students to Guide Reforms
September 2024

What Do Dual Enrollment Students Want? Elevating the Voices of Historically Underserved Students to Guide Reforms

Aurely Garcia Tulloch
Based on focus group interviews with predominantly Black, Hispanic, and low-income students, this brief examines the experiences of students historically underserved in dual enrollment to understand what these students want from their programs and the educators who lead them.
Dual Enrollment Equity Pathways: A Research-Based Framework for Expanding College and Career Opportunity for Underserved Students
July 2024

Dual Enrollment Equity Pathways: A Research-Based Framework for Expanding College and Career Opportunity for Underserved Students

Sarah GriffinJessica SteigerAurely Garcia TullochJohn FinkDavis Jenkins
This article introduces “dual enrollment equity pathways” (DEEP)—a research-based framework for rethinking à la carte dual enrollment as a more equitable on-ramp to college programs of study that lead to high-opportunity career paths for students historically underserved in dual enrollment.
Understanding Dual Enrollment
April 2024

Understanding Dual Enrollment

This fact sheet describes the growth of dual enrollment, the various models and funding mechanisms, and steps colleges and high schools can take to make dual enrollment more equitable.
How States and Systems Can Support Practitioner Efforts to Strengthen Dual Enrollment
January 2024

How States and Systems Can Support Practitioner Efforts to Strengthen Dual Enrollment

Jessica SteigerJohn FinkAlex Perry
Informed by findings from The Dual Enrollment Playbook and site visits to Title I high schools and their community college partners in Texas and Florida, this report offers guidance for state leaders on how to support practitioner efforts to broaden the benefits of dual enrollment.
Greater Equity in College Access Through High School/College Dual Enrollment Programs
October 2023

Greater Equity in College Access Through High School/College Dual Enrollment Programs

John Fink
The brief, published by The Campaign for College Opportunity, summarizes the research on dual enrollment programs and offers policymakers a strategy to increase college enrollment and attainment via such efforts.
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