Exercise 5: Regression
Using marketing_mix.csv:
- Plot sales against each advertising variable.
- Estimate a model with the three advertising channels.
- Add discount and competitor price index.
- Compare adjusted R-squared across models.
- Interpret the search-advertising coefficient in its original units.
- Inspect VIF values and diagnostic plots.
- Identify the observation with the largest Cook’s distance.
- Re-estimate the model without that case only as a sensitivity check.
- Explain whether the substantive conclusion changes and why deletion should not be automatic.