# Module 7 Capstone
# Module 7 - Module 7 Capstone
# Dataset: MODULE7_STUDENT_COMPLETION_SYNTHETIC

# Module 7 Capstone
#
# Module 7 notebook lab. This notebook uses an original Ceteris Lab synthetic teaching dataset and does not report real empirical findings.

# Learning goal
# Complete a full qualitative-variable modeling checklist.
#
# Dataset: MODULE7_STUDENT_COMPLETION_SYNTHETIC. Variables: completed_module, study_hours, quiz_average, notebooks_run.

# %% Cell 3
import pandas as pd

checklist = pd.DataFrame({
    "step": ["define qualitative variable", "choose base group", "estimate baseline model", "add interactions", "test group differences", "report LPM limits"],
    "complete": [False, False, False, False, False, False]
})
print(checklist)

# Reflection
# Write two sentences: one coefficient, group difference, or predicted-probability interpretation, and one limitation or coding choice that matters.