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Philadelphia, May 2– 4, 2005 www.locationintellige Is There Evidence that VOD Cannibalizes DVD Rentals? A Spatial Regression Analysis Dr. Amy Liu, Marketing Systems Group Kevin Babyak, Marketing Systems Group Dr. Paul Rappoport, Temple University Philadelphia, May 2– 4, 2005 www.locationintellige

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Page 1: Philadelphia, May 2–4, 2005  Is There Evidence that VOD Cannibalizes DVD Rentals? A Spatial Regression Analysis Dr. Amy Liu,

Philadelphia, May 2–4, 2005

www.locationintelligence.net

Is There Evidence that VOD Cannibalizes DVD Rentals?

A Spatial Regression Analysis

Dr. Amy Liu, Marketing Systems Group

Kevin Babyak, Marketing Systems Group

Dr. Paul Rappoport, Temple University

Philadelphia, May 2–4, 2005

www.locationintelligence.net

Page 2: Philadelphia, May 2–4, 2005  Is There Evidence that VOD Cannibalizes DVD Rentals? A Spatial Regression Analysis Dr. Amy Liu,

Philadelphia, May 2–4, 2005

www.locationintelligence.net

Outline

The HypothesesThe DataThe ModelResultsConclusions

Page 3: Philadelphia, May 2–4, 2005  Is There Evidence that VOD Cannibalizes DVD Rentals? A Spatial Regression Analysis Dr. Amy Liu,

Philadelphia, May 2–4, 2005

www.locationintelligence.net

Hypotheses

The availability of video-on-demand (VOD) leads to a reduction of DVD rentals.

The use of VOD leads to an increased reduction of DVD rentals.

Households demand for DVD rentals depends on the distance a household is from a DVD rental store

Page 4: Philadelphia, May 2–4, 2005  Is There Evidence that VOD Cannibalizes DVD Rentals? A Spatial Regression Analysis Dr. Amy Liu,

Philadelphia, May 2–4, 2005

www.locationintelligence.net

DatabasesCENTRIS Omnibus Survey

Household RDD survey50,000+ observationsTrack DVD rentals, VOD availability and useProjected activity down to Census Block

Group

Location of Video/DVD rental stores

Page 5: Philadelphia, May 2–4, 2005  Is There Evidence that VOD Cannibalizes DVD Rentals? A Spatial Regression Analysis Dr. Amy Liu,

Philadelphia, May 2–4, 2005

www.locationintelligence.net

CENTRIS

http://www.centris.com

Page 6: Philadelphia, May 2–4, 2005  Is There Evidence that VOD Cannibalizes DVD Rentals? A Spatial Regression Analysis Dr. Amy Liu,

Philadelphia, May 2–4, 2005

www.locationintelligence.net

Predicted VOD Penetration

Q4 2004

2.5%

Page 7: Philadelphia, May 2–4, 2005  Is There Evidence that VOD Cannibalizes DVD Rentals? A Spatial Regression Analysis Dr. Amy Liu,

Philadelphia, May 2–4, 2005

www.locationintelligence.net

DVD Rentals by Age

0

20

40

60

80

100

120

140

160

Ind

ex o

f U

sag

e (1

00 =

Ave

rag

e)

18-34 35-44 45-65 65+

Page 8: Philadelphia, May 2–4, 2005  Is There Evidence that VOD Cannibalizes DVD Rentals? A Spatial Regression Analysis Dr. Amy Liu,

Philadelphia, May 2–4, 2005

www.locationintelligence.net

DVD Rentals by Income

0

20

40

60

80

100

120

140

160

Ind

ex o

f U

sag

e (1

00 =

Ave

rag

e)

<25k 25k - 50k 50k - 100k >100k

Page 9: Philadelphia, May 2–4, 2005  Is There Evidence that VOD Cannibalizes DVD Rentals? A Spatial Regression Analysis Dr. Amy Liu,

Philadelphia, May 2–4, 2005

www.locationintelligence.net

Spatial Regression Model

Variables

Household Usage

VOD availability

Store locations

Distance to store

Demographics

Poisson Regression

DVD usage = f(Income, Age, Distance, VOD usage, VOD availability, Children) (+) (-) (-) (-) (-) (+)

Model of DVD Rentals (counts)

Page 10: Philadelphia, May 2–4, 2005  Is There Evidence that VOD Cannibalizes DVD Rentals? A Spatial Regression Analysis Dr. Amy Liu,

Philadelphia, May 2–4, 2005

www.locationintelligence.net

VOD availability by itself is marginally importantVOD usage triggers substitutionVOD usage expected to grow – will lead to an

increasing impact on DVD rentalsDVD rental cannibalization less pronounced

when store is close Substitution is most pronounced for younger

households, households with higher incomes and households with children

Results

Page 11: Philadelphia, May 2–4, 2005  Is There Evidence that VOD Cannibalizes DVD Rentals? A Spatial Regression Analysis Dr. Amy Liu,

Philadelphia, May 2–4, 2005

www.locationintelligence.net

Page 12: Philadelphia, May 2–4, 2005  Is There Evidence that VOD Cannibalizes DVD Rentals? A Spatial Regression Analysis Dr. Amy Liu,

Philadelphia, May 2–4, 2005

www.locationintelligence.net

Page 13: Philadelphia, May 2–4, 2005  Is There Evidence that VOD Cannibalizes DVD Rentals? A Spatial Regression Analysis Dr. Amy Liu,

Philadelphia, May 2–4, 2005

www.locationintelligence.net

Page 14: Philadelphia, May 2–4, 2005  Is There Evidence that VOD Cannibalizes DVD Rentals? A Spatial Regression Analysis Dr. Amy Liu,

Philadelphia, May 2–4, 2005

www.locationintelligence.net

Page 15: Philadelphia, May 2–4, 2005  Is There Evidence that VOD Cannibalizes DVD Rentals? A Spatial Regression Analysis Dr. Amy Liu,

Philadelphia, May 2–4, 2005

www.locationintelligence.net

Page 16: Philadelphia, May 2–4, 2005  Is There Evidence that VOD Cannibalizes DVD Rentals? A Spatial Regression Analysis Dr. Amy Liu,

Philadelphia, May 2–4, 2005

www.locationintelligence.net

1 Cable VOD roll-out strategies will have a large impact on the traditional DVD

rental market. 2 The push towards digital cable will

accelerate this cannibalization 3 VOD availability is limited – real impact of

cannibalization is still a few years off 4 The VOD – DVD battleground will be in

areas of high income, younger households

Conclusions

Page 17: Philadelphia, May 2–4, 2005  Is There Evidence that VOD Cannibalizes DVD Rentals? A Spatial Regression Analysis Dr. Amy Liu,

Philadelphia, May 2–4, 2005

www.locationintelligence.net

Contact Information

1. Amy Liu – Marketing Systems Group, [email protected], 215-653-7100 x143

2. Kevin Babyak – Marketing Systems Group, [email protected], 215-653-7100, x118

3. Paul Rappoport – Department of Economics, Temple University, [email protected], 215-913-1775