Emily M. Cantrell

PhD Candidate in Sociology & Social Policy, Princeton University

My Work


Publications

Kapoor, S., Cantrell, E. M., Peng, K., Pham, T. H., Bail, C. A., Gundersen, O. E., Hofman, J. M., Hullman, J., Lones, M. A., Malik, M. M., Nanayakkara, P., Poldrack, R. A., Raji, I. D., Roberts, M., Salganik, M. J., Serra-Garcia, M., Stewart, B. M., Vandewiele, G., & Narayanan, A. (2024). "REFORMS: Consensus-Based Recommendations for Machine Learning Based Science." Science Advances.

Works in Progress

Cantrell, E. M., Anchuri, P., Ren, H., & Salganik, M. "How Accurately Can Machine Learning Algorithms Predict a Person’s Future? A Computational Exploration of Hundreds of Life Outcomes with In-Depth Longitudinal Survey Data."

Cantrell, E. M., Verhagen, M., Kapoor, S., Narayanan, A., & Salganik, M. "Impacts of Sample Size and Number of Features on the Performance of Algorithms that Predict Life Outcomes: An Exploration with Nationwide Dutch Administrative Data."

Published Reports

Thomson, D., Cantrell, E., Guerra, G., Gooze, R., & Tout, K. (2020). "Conceptualizing and Measuring Access to Early Care and Education.'' Bethesda, MD: Child Trends.

Briggs, S., Cantrell, E., & Karberg, E. (2019). "Family Instability and Children's Social Development.'' Bethesda, MD: Child Trends.

Cantrell, E., Karberg, E., Ciaravino, S., Scott, M., Wilson, A., Ramos-Olazagasti, M., Huz, A., Moron, L., Finocharo, J., Logan, D., & Bhatia, A. (2019). "Coparenting Literature Review Synthesis: Understanding the Nature of Fathers’ Coparenting Relationships.'' Memo to the Office of Planning, Research, and Evaluation, Administration for Children and Families, U.S. Department of Health and Human Services. Bethesda, MD: Child Trends.

Rosinsky, K., Madill, R., Bashara, S., Supplee, L., Shaw, S., Stearns, R., Li, W., Gutowski, T., & Cantrell, E. (2019). "Assessment and Mapping of Community Connections in Home Visiting: Final Report.'' OPRE Report Number 2019-68. Washington, DC: Office of Planning, Research, and Evaluation, Administration for Children and Families, U.S. Department of Health and Human Services.