Click as Fast as You Can:
A Duration Model on the Timing of
Online Video Ad Skipping
E V I G ORT ER
M S C M A R K E TING M A N AGEM ENT + I N T ELL IGENCE
T HES IS DE F E NSE
1. Research Question
•
YouTube
•
Pre-roll ads
•
Intrusive
3. Theoretical Framework
•
Ad attitude
•
+ fun, entertainment, humor, relevance, meaningfulness
4. Research Design
•
DVJ Insights
•
United Kingdom, Germany and The Netherlands
•
Cox Proportional Hazard Model:
4. Research Design
ℎ
𝑖
𝑡ห𝑉𝑇
𝑖
, 𝑆
𝑖
= ℎ
0
𝑡 exp(𝛽
1
𝐴𝐴
𝑖
+ 𝛽
2
𝑃𝐼
𝑖
+ 𝛽
3
𝐷𝑢𝑟
𝑖
+ 𝛽
4
𝐷𝑒𝑣
𝑖
+ 𝛽
5
𝐺𝑒𝑛𝑑
𝑖
+ 𝛽
6
𝐴𝑔𝑒
𝑖
+
𝛽
7
𝑈𝐾
𝑖
+ 𝛽
8
𝐺𝐸
𝑖
𝑉𝑇
𝑖
=
viewing time of the advertisement by respondent i in seconds,
𝑆
𝑖
=
event of skipping of respondent i,
𝐴𝐴
𝑖
=
ad attitude of the advertisement by respondent i,
𝑃𝐼
𝑖
=
product involvement of the advertisement watched by respondent i,
𝐷𝑒𝑣
𝑖
=
type of device on which respondent i watched the advertisement
5. Results
•
58% skipped
5. Results
Variable Coefficient Exp(Coef) St. Error Z-value P-value Ad Attitude -0.264 0.768 0.015 -17.529 0.000 Product Involvement 0.014 1.014 0.027 0.531 0.596 Type of Device 0.179 1.196 0.031 5.763 0.000 Ad Duration 0.001 1.001 0.004 0.279 0.780 Gender -0.086 0.917 0.027 -3.199 0.001 Age -0.025 0.975 0.001 -26.779 0.000 UK 0.045 1.046 0.035 1.296 0.195 Germany -0.064 0.938 0.036 -1.768 0.078 Log-likelihood -48,270.37
Likelihood ratio test 1,237***
AIC statistic 96,556.74
BIC statistic 96,609,77
Concordance 0.657
5. Results
•
Interaction effects
•
Type of device
•
Nationality
•
Proportional Hazards Assumption
6. Discussion
Hypothesis Supported?
H1 Advertisement attitude negatively affects the customer’s probability to skip
pre-roll advertisements
Yes
H2 Product involvement negatively affects the customer’s probability to skip
pre-roll advertisements
No
H3 Watching an online video ad on a touch-based device (vs. non-touch-based devices) positively affects the customer’s probability to skip pre-roll
advertisements
Yes
H4 The advertising duration positively affects the customer’s probability to skip
pre-roll advertisements
No
H5 Men (vs. women) have a higher probability to skip pre-roll advertisements Yes
H6 Age negatively affects the customer’s probability to skip pre-roll
advertisements
Yes