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Data and R code for the project "Online Education Platforms Scale College STEM Instruction with Equivalent Learning Outcomes at Lower Cost". Publicly available dataset (deident_data.csv) excludes student information from administrative records that was used in the analysis in order to avoid re-identification. Full dataset is available for replication upon request. The complete analysis script (full_script.R) that was used to produce the results in the paper is provided but it cannot be executed with the de-identified dataset, because it relies on multiple imputation with student variables. We provide a reduced script (deident_data.R) that runs with the de-identified dataset to produce substantively similar results.