DAACS

CUNY SPS MSDS capstone project: Diagnostic Assessment and Achievement of College Skills (DAACS)

Final paper

final paper.docx
final paper.pdf

Tidying data

generate_tidy_files_210921.R
(Depends on:
merge.mids.R
prediction_functions_DMnotes.R
roc.R)

Construct models

ec_wgu_base_bin_SuperLearners.Rmd
ec_wgu_daacs_bin_SuperLearners.Rmd

Generate CV.SuperLearner objects

ec_wgu_base_bin_CVpSuperLearners.Rmd
ec_wgu_daacs_bin_CVpSuperLearners.Rmd

Collect model predictions and actual values

preds_and_actuals_211026_1324.Rmd

Generate metrics for each model

AUC, accuracy, etc.
binary_metrics_211027_1352.Rmd

Are actual counts of pos acad outcomes independent of predicted counts?

chi square test of independence positive academic outcomes.Rmd
chi square test of independence positive academic outcomes.xlsx

Do s's with higher/lower predicted pos outcomes actually attain more/fewer pos outcomes?

t test difference of means across top bottom split.Rmd