Insight Demo Slides

1. RenewOrCancel.tv
GOAL:
Predict the probability of a show
being renewed after its first season!
[tv-cafe.com]

2. Data
Feature Vector (X):
● Network: (ABC, CBS, FOX, HBO, NBC, CW/WB, Showtime, Other)
● Episode Length
● Time Slot: (8, 8.5, 9, 9.5, 10, 10.5)
● Day of Week
● Content Rating (TV-G, TV-PG, TV-14, TV-MA, Other)
● Time of Year (Jan-Apr, May-Jul, Aug-Dec)
● Year

3. Data Histograms

4. Validation
5-fold Cross-validation
AUCs
Logistic Regression: 0.704
Random Forest: 0.657
Decision Tree: 0.612

5. Daniel Johnson
PhD, Applied Mathematics,
Brown University (2009-2015)
Mathematical Self-Assembly
Statistical Consultant,
Pleio Inc. (2012-2015)