Introduction to the Special Collection on the Fragile Families Challenge

Author:

Salganik Matthew J.1,Lundberg Ian1,Kindel Alexander T.1,McLanahan Sara1

Affiliation:

1. Princeton University, Princeton, NJ, USA

Abstract

The Fragile Families Challenge is a scientific mass collaboration designed to measure and understand the predictability of life trajectories. Participants in the Challenge created predictive models of six life outcomes using data from the Fragile Families and Child Wellbeing Study, a high-quality birth cohort study. This Special Collection includes 12 articles describing participants’ approaches to predicting these six outcomes as well as 3 articles describing methodological and procedural insights from running the Challenge. This introduction will help readers interpret the individual articles and help researchers interested in running future projects similar to the Fragile Families Challenge.

Publisher

SAGE Publications

Subject

General Social Sciences

Cited by 21 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. What's a parent to do? Measuring cultural logics of parenting with computational text analysis;Social Science Research;2024-11

2. The origins of unpredictability in life outcome prediction tasks;Proceedings of the National Academy of Sciences;2024-06-04

3. Predicting and explaining with machine learning models: Social science as a touchstone;Studies in History and Philosophy of Science;2023-12

4. Trees and forest. Recursive partitioning as an alternative to parametric regression models in social sciences;Bulletin of Sociological Methodology/Bulletin de Méthodologie Sociologique;2022-10

5. The Extended Computational Case Method: A Framework for Research Design;Sociological Methods & Research;2022-09-09

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