publications
From pipelines to pathways in the study of academic progress
Enabling the study education and learning as sequential phenomena.
Science, 2023Supporting interviews with technology: How software integration can benefit participants and interviewers
How can interview researcher take advantage of web-based platforms?
Contemporary Social Science, 2022Forecasting undergraduate majors: A natural language approach
Predicting college pathways based on early coursework
AERA Open, 2022Signaled or suppressed? How gender informs women’s undergraduate applications in biology and engineering
How is gender reflected in college application materials?
Socius, 2022Application essays and the ritual production of merit in US selective admissions
What are college application essays for?
Poetics, 2022From bat mitzvah to the bar: Religious habitus, self-concept, and women’s educational outcomes
How religious commitment shapes educational progress across the early life course
American Sociological Review, 2022Should I start at MATH 101? Content repetition as an academic strategy in elective curriculums
How do undergraduates make their first course decisions, and are these decisions fateful?
Sociology of Education, 2022NSF report: An applied science to support working learners
Concise recommendations from a national peer review
2022Reimagining education for a new map of life
How should we change education to better serve longer lives?
Stanford Center on Longevity, 2021Essay content is strongly related to household Income and SAT Scores: Evidence from 60,000 undergraduate applications
College application essays in an era of machine reading
Science Advances, 2021Ambiguous credentials: How learners use and make sense of massively open online courses
What good is a MOOC?
Journal of Higher Education, 2021Studying undergraduate course consideration at scale
What role does course consideration play in college students' pathways?
AERA Open, 2021The confidence gap predicts the gender pay gap among STEM graduates
How is self-confidence related to the gender wage gap in STEM?
PNAS, 2020Building tomorrow’s workforce today: Twin proposals for the future of learning, opportunity and work
A federal policy proposal to assist adult learners in the wake of the pandemic
Hamilton Project / Brookings, 2020Teaching online in 2020: Experiments, empathy, discovery
What happened in college classrooms in the wake of COVID?
Course reviews reveal gender differences and other scientific insight about the students who submit them
What's in a course review?
Reinforcement learning for the adaptive scheduling of educational activities
Can reinforcement models improve learning?
Proceedings of the 2020 CHI Conference on Human Factors in Computing Systems, 2020AI and holistic review: Informing human reading in college admissions
Can AI improve holistic review?
Proceedings of the AAAI/ACM Conference on AI, Ethics, and Society (AIES), 2020Is faster better? A study of video playback speed
Fast forward?
Learning Analytics and Knowledge, 2020Universities as peculiar organizations
What is a university?
Sociology Compass, 2020What is a college education in the time of coronavirus?
The New York Times 2020Whose truth is the “ground truth”? College admissions essays and bias in word vector evaluation methods
Are word vector evaluation methods biased?
Proceedings of The 13th International Conference on Educational Data Mining (EDM), 2020Using latent variable models to observe academic pathways
How are student enrollment decisions best modeled with large-scale datasets?
Proceedings of the 12th Annual Conference of Educational Data Mining (EDM), 2019Via: Illuminating undergraduate academic pathways at scale
Which courses, and why?
Proceedings of the Sixth ACM Conference on Learning at Scale (L@S), 2019Choices, identities, paths: Understanding college students’ academic decisions
How do students choose their courses?
Annual Meeting of the American Sociological Association (ASA), 2018How a data-driven course planning tool affects college students’ GPA: Evidence from two field experiments
How does a course planning tool affect college students’ grades?
Proceedings of the Fifth ACM Conference on Learning at Scale (L@S), 2018OARS: Exploring instructor analytics for online learning
How can learning analytics systems improve online education?
Proceedings of the Fifth Annual ACM Conference on Learning at Scale, 2018Research universities and the future of work
What do universities owe the future?
Issues in Science and Technology, 2018Setting the table: Responsible use of student data in higher education
What does it mean to use student data responsibly?
EDUCAUSE Review, 2018Making the grade: How learner engagement changes after passing a course
How does online learners' course engagement evolve?
Educational Data Mining, 2017What we’ve learned from MOOCs
InsideHigherEd, 2015An ethically ambitious higher education data science
How do we pivot from rule compliance to ethical proaction?
Research and Practice in Assessment, 2014