SlideShare a Scribd company logo
1 of 18
Download to read offline
EMAC 2015
How Cannibalistic Are Brick-and-Mortar
Stores: A Study of the Internet Company
mymuesli
Florian Breiner, Christian W. Scheiner, Milena Goranova & Kai-Ingo Voigt
EMAC 2015 - Leuven
17.07.15
EMAC 2015
The beginnings
mymuesli was
founded in
2007 by three friends,
Hubertus, Max, and
Philipp
17.07.15 2
EMAC 2015
Mission statement
mymuesli wants to become the world‘s
Lieblingsmuesli through functional and
healthy WOW! products with unrivaled taste –
always natural, made with love, committed to
awesomeness
17.07.15 3
EMAC 2015
Idea
Customers can dream up their
own muesli on mymuesli‘s
website, choosing from 80 all
organic ingredients. mymuesli
mixes it and ships it to their
home within 48 hours
17.07.15 4
EMAC 2015
Some of mymuesli‘s products
17.07.15 5
EMAC 2015
Product
•  is made from 100% organic ingredients
•  ingredients are sourced from more than 20
countries
•  mymuesli tries to source locally whenever
possible
•  mymuesli is a certified member of Biokreis e.V.
•  No added sugar: Only our ingredients contain
(mostly natural) sugar, we don’t add extra for
taste
17.07.15 6
EMAC 2015
Production
Till 2011 mymuesli was mixed by hand. But
in 2011 the company opened up a new
factory (or workshop as they like to call it)
in the heart of Passau in southeastern
Germany.
The modern facility provides optimal
production conditions and contains a new,
custom-built machinery.
17.07.15 7
EMAC 2015
Key facts
•  Three founders, more than 400
employees
•  Offices in Passau (HQ) and Berlin
•  Available in 5 countries
•  Workshops in Passau and Tägerwilen,
CH
•  More than 566 quadrillion choices
available at mymuesli.com
•  100% organic
•  Products can be bought in over 1000
branches of food retailers
17.07.15 8
EMAC 2015
Brick-and-mortar stores
•  mymuesli operates at the
moment 20 of own stores
from Vienna to Hamburg
•  Stores are situated at prime
locations in Germany & Austria
•  Every store offers a large
selection of favorite mueslis
•  Every store is unique
•  Mueslis can be tested and
experienced
17.07.15 9
EMAC 2015
Derivation of Hypotheses (I)
•  Previous research indicates that multichanneling behavior
improves customer retention and profitability (Kumar et al., 2007)
•  Multichanneling behavior results in more sales revenues,
greater share of wallet, higher past customer value, and an
increased likelihood to a repeated purchases in the future
(Kumar & Venkatesan, 2005; Myers, Pickersgill, & Metre, 2004; Neslin & Shaker, 2009)
•  Avery et al. (2012) see possible short-term cannibalization
effects toward the brick-and-mortar-stores and long-term sales growth due to
–  superior product testing possibilities,
–  personal service,
–  the multi-sensory shopping experience,
–  the lower purchase risk,
–  the nonexistent delivery charges, and
–  the strong brand perception (Montoya-Weiss et al., 2003)
Hypothesis 1:
The introduction of new physical stores does not exert a cannibalization effect on the number of
new customer orders in the internet shop
17.07.15 10
EMAC 2015
Derivation of Hypotheses (II)
•  Due to the complementarity of the channels, part of the existing
customers is expected to switch channels entirely or at least partly to
minimize or eliminate delivery costs or waiting time (Gehrt & Yan, 2004)
•  The findings of Deleersnyder et al. (2002) and Biyalogorsky und Naik
(2003) indicate that the implementation of an internet sales channel
does not lead to negative consequences for existing stores
à  Hypothesis 2:
The introduction of new physical stores does not exert a cannibalization
effect on the number of existing customer orders in the internet shop
17.07.15 11
EMAC 2015
Derivation of Hypotheses (III)
•  Complementary characteristics of the physical channel (Montoya-Weiss et al., 2003) could be
considered more important than the availability effect (Neslin et al., 2006), and subsequently lead to
channel substitution and a cannibalization effect.
17.07.15 12
•  A cannibalization of one channel by
another therefore appears less of a
concern due to customer group
differences (Deleersnyder et al., 2002)
à  Hypthesis 3:
The introduction of new physical stores
does not exert a short-term cannibalization
effect on the sales revenues realized in the
internet shop
EMAC 2015
Data set and research design (I)
•  Included transaction data:
–  (1) sales revenue (SALES) generated by the customers of the
respective city,
–  (2) the number of new customer orders (NEW) per city, and
–  (3) the number of existing customer orders (EXIST) per city.
•  The period of observation encompasses four years - from
2009 to 2012
•  The daily data (SALES, NEW, EXIST) collected over the period
of four years has been aggregated on a monthly basis so that
48 evident periods is available for further analysis
•  Control variables:
–  Socio-economic parameters from the standard literature
–  Absolute population number per city (POP)
–  Retail sales per city (RETSALES) have been used as a sales figure.
–  The number of food retail branches (FOOD) to run mymuesli
products in the respective city
17.07.15 13
EMAC 2015
Data set and research design (II)
•  The approach of stochastic twin has been chosen
•  Due to the small size and the high heterogeneity of
the data set from the 77 cities, the synthetic matching
method proposed by Abadie et al. (2010) is adopted
•  The demand of a contrafactual (synthetically created)
city is estimated by a convex combination of several
cities from the control group
•  The influence of the variables population level and
retail sales on the endogenous demand variables
(NEW, EXIST, SALES) is always significant and positive
•  To estimate the non-observable outcome Yi,t0C(see
formular) the participants in the control group have
been weighted ( wj*) with the help of an iterative
algorithm
min: |Yi,t0T-j=i+1J+1(wj*Yj,t0c)|
min: |Xi,t0T-j=i+1J+1(wj*Xj,t0c)|
17.07.15 14
EMAC 2015
Synthetic matching New- and Existing Customer Orders for
Munich and Regensburg
17.07.15 15
Neukundenbestellungen
0 10 20 30 40 50
Monate
München Synth-München
Bestandskundenbestellungen
0 10 20 30 40 50
Monate
München Synth-München
ExistingCustomerOrders(EXIST)
NewCustomerOrders(NEW)
Munich Synth-Munich Munich Synth-Munich
Bestandskundenbestellungen
0 10 20 30 40 50
Monate
Regensburg Synth-Regensburg
Neukundenbestellung
0 10 20 30 40 50
Monate
Regensburg Synth-Regensburg
Neukundenbestellungen
BestandskundenbestellungenExistingCustomerOrders(EXIST)
NewCustomerOrders(NEW)
Regensburg
EMAC 2015
Findings
•  In a pooled treatment no significant changes can be detected
•  In a single treatment
–  significant changes can be found for Munich in NEW, EXIST, SALES
–  no significant changes can be found for Regensburg in NEW, EXIST, SALES
(1) (2) (3) (4) (5) (6) (7) (9) (10)
Variables NEW EXIST SALES NEW EXIST SALES NEW EXIST SALES
TREAT 0,082096107 -0,175518026 -0,1730409 -0,121** -0,230*** -0,236*** 0,073 -0,077 -0,048
(0.205) (0.299) (0.272) (0.0498) (0.0616) (0.0620) (0.105) (0.151) (0.139)
Constant 0,982553975 1,099768827 1,07497779 1,005 0,974*** 1,138*** 1,000 1,004 1,009
(0.0400) (0.0585) (0.0532) (0.0216) (19.23) (1,431) (0.0576) (5.290) (230.8)
Observations 96 96 96 48 48 48 48 48 48
R-squared 0.003 0.009 0.010 0.127 0.332 0.353 0.006 0.000 0.088
MUNICH REGENSBURG
Standard errors in parentheses
*** p<0.01, ** p<0.05, * p<0.1
POOLED (Regensburg and Munich)
17.07.15 16
EMAC 2015
Discussion and conclusion
•  In theory and corporate practice frequently assumed cannibalization effects (from internet to
brick and mortar store) could not (pooled OLS Modell) or could to a lesser extent (for Munich)
be proved
•  Internet companies see no or only marginal short-term disadvantage. In the long run however,
positive effects are expected with respect to the share of wallet (Kumar & Venkatesan, 2005) and
customer value (Myers, Pickersgill, & Metre, 2004)
17.07.15 17
•  Further positive long term effects are expected due to
the facilitated acquisition of new customers through
the opening of a new physical store(Avery et al., 2012),
–  offering multi-sensorial shopping experience to new
and existing customers (Montoya-Weiss et al., 2003) and
–  satisfying different (situational) purchasing motives
through the additional channel offering (Sharma & Mehrotra,
2007)
–  Positive effects are also expected in terms of perceived
customer value, customer satisfaction and loyalty (Zhang
et al., 2010)
EMAC 2015
Comments
christian.scheiner@uni-luebeck.de
18

More Related Content

Similar to How Cannibalistic Are Brick-and-Mortar Stores: A Study of the Internet Company mymuesli - Breiner, Scheiner, Goranova, Voigt - EMAC 2015

Stake sm es in pp ippc 2014 dublin
Stake   sm es in pp ippc 2014 dublinStake   sm es in pp ippc 2014 dublin
Stake sm es in pp ippc 2014 dublin
Dr. Paul Davis
 
Final Project - Strategic Managements.pptx
Final Project - Strategic Managements.pptxFinal Project - Strategic Managements.pptx
Final Project - Strategic Managements.pptx
Hira Naz
 
What is ISO (for Design dept) a
What is ISO (for Design dept) aWhat is ISO (for Design dept) a
What is ISO (for Design dept) a
Ding KS
 
Metrology_Brochure_2015
Metrology_Brochure_2015Metrology_Brochure_2015
Metrology_Brochure_2015
Ross Doherty
 
Metrology_Brochure_2015
Metrology_Brochure_2015Metrology_Brochure_2015
Metrology_Brochure_2015
Colin Price
 

Similar to How Cannibalistic Are Brick-and-Mortar Stores: A Study of the Internet Company mymuesli - Breiner, Scheiner, Goranova, Voigt - EMAC 2015 (20)

Stake sm es in pp ippc 2014 dublin
Stake   sm es in pp ippc 2014 dublinStake   sm es in pp ippc 2014 dublin
Stake sm es in pp ippc 2014 dublin
 
Final Project - Strategic Managements.pptx
Final Project - Strategic Managements.pptxFinal Project - Strategic Managements.pptx
Final Project - Strategic Managements.pptx
 
Simulation technique in OR
Simulation technique in ORSimulation technique in OR
Simulation technique in OR
 
Supply Chain Metrics That Matter in a Market-Driven World
Supply Chain Metrics That Matter in a Market-Driven WorldSupply Chain Metrics That Matter in a Market-Driven World
Supply Chain Metrics That Matter in a Market-Driven World
 
Productividad en las cooperativas de Mondragon: estudio de un caso econométrico
Productividad en las cooperativas de Mondragon: estudio de un caso econométricoProductividad en las cooperativas de Mondragon: estudio de un caso econométrico
Productividad en las cooperativas de Mondragon: estudio de un caso econométrico
 
Selection of retail store in kingdom of saudi arabia using analytic hierarchy...
Selection of retail store in kingdom of saudi arabia using analytic hierarchy...Selection of retail store in kingdom of saudi arabia using analytic hierarchy...
Selection of retail store in kingdom of saudi arabia using analytic hierarchy...
 
Apics Exam Questions Essay
Apics Exam Questions EssayApics Exam Questions Essay
Apics Exam Questions Essay
 
What is ISO (for Design dept) a
What is ISO (for Design dept) aWhat is ISO (for Design dept) a
What is ISO (for Design dept) a
 
close up demand estimation and forcasting
close up demand estimation and forcastingclose up demand estimation and forcasting
close up demand estimation and forcasting
 
Modeling Choice with Limited Data - Celect at Strata + Hadoop World 2015
Modeling Choice with Limited Data - Celect at Strata + Hadoop World 2015Modeling Choice with Limited Data - Celect at Strata + Hadoop World 2015
Modeling Choice with Limited Data - Celect at Strata + Hadoop World 2015
 
Improving profitability of campaigns through data science
Improving profitability of campaigns through data scienceImproving profitability of campaigns through data science
Improving profitability of campaigns through data science
 
Business Growth Strategy " ACE Klub program" in Britannia New Delhi
Business Growth Strategy " ACE Klub program" in Britannia New DelhiBusiness Growth Strategy " ACE Klub program" in Britannia New Delhi
Business Growth Strategy " ACE Klub program" in Britannia New Delhi
 
Company Profile
Company ProfileCompany Profile
Company Profile
 
Consultancy Week Presentation
Consultancy Week PresentationConsultancy Week Presentation
Consultancy Week Presentation
 
Data Insight Leaders Summit Barcelona 2017
Data Insight Leaders Summit Barcelona 2017Data Insight Leaders Summit Barcelona 2017
Data Insight Leaders Summit Barcelona 2017
 
Lean Management explained to CEOs & Others
Lean Management explained to CEOs & OthersLean Management explained to CEOs & Others
Lean Management explained to CEOs & Others
 
Iso-9001: keeping plant reliability in mind Part 1
Iso-9001: keeping plant reliability in mind Part 1Iso-9001: keeping plant reliability in mind Part 1
Iso-9001: keeping plant reliability in mind Part 1
 
MYNews 2015 01
MYNews 2015 01MYNews 2015 01
MYNews 2015 01
 
Metrology_Brochure_2015
Metrology_Brochure_2015Metrology_Brochure_2015
Metrology_Brochure_2015
 
Metrology_Brochure_2015
Metrology_Brochure_2015Metrology_Brochure_2015
Metrology_Brochure_2015
 

Recently uploaded

FULL ENJOY Call Girls In Majnu.Ka.Tilla Delhi Contact Us 8377877756
FULL ENJOY Call Girls In Majnu.Ka.Tilla Delhi Contact Us 8377877756FULL ENJOY Call Girls In Majnu.Ka.Tilla Delhi Contact Us 8377877756
FULL ENJOY Call Girls In Majnu.Ka.Tilla Delhi Contact Us 8377877756
dollysharma2066
 
Brand experience Peoria City Soccer Presentation.pdf
Brand experience Peoria City Soccer Presentation.pdfBrand experience Peoria City Soccer Presentation.pdf
Brand experience Peoria City Soccer Presentation.pdf
tbatkhuu1
 

Recently uploaded (20)

Generative AI Content Creation - Andrew Jenkins
Generative AI Content Creation - Andrew JenkinsGenerative AI Content Creation - Andrew Jenkins
Generative AI Content Creation - Andrew Jenkins
 
FULL ENJOY Call Girls In Majnu.Ka.Tilla Delhi Contact Us 8377877756
FULL ENJOY Call Girls In Majnu.Ka.Tilla Delhi Contact Us 8377877756FULL ENJOY Call Girls In Majnu.Ka.Tilla Delhi Contact Us 8377877756
FULL ENJOY Call Girls In Majnu.Ka.Tilla Delhi Contact Us 8377877756
 
Unraveling the Mystery of the Hinterkaifeck Murders.pptx
Unraveling the Mystery of the Hinterkaifeck Murders.pptxUnraveling the Mystery of the Hinterkaifeck Murders.pptx
Unraveling the Mystery of the Hinterkaifeck Murders.pptx
 
BDSM⚡Call Girls in Sector 150 Noida Escorts >༒8448380779 Escort Service
BDSM⚡Call Girls in Sector 150 Noida Escorts >༒8448380779 Escort ServiceBDSM⚡Call Girls in Sector 150 Noida Escorts >༒8448380779 Escort Service
BDSM⚡Call Girls in Sector 150 Noida Escorts >༒8448380779 Escort Service
 
Brand Strategy Master Class - Juntae DeLane
Brand Strategy Master Class - Juntae DeLaneBrand Strategy Master Class - Juntae DeLane
Brand Strategy Master Class - Juntae DeLane
 
Unraveling the Mystery of The Circleville Letters.pptx
Unraveling the Mystery of The Circleville Letters.pptxUnraveling the Mystery of The Circleville Letters.pptx
Unraveling the Mystery of The Circleville Letters.pptx
 
No Cookies No Problem - Steve Krull, Be Found Online
No Cookies No Problem - Steve Krull, Be Found OnlineNo Cookies No Problem - Steve Krull, Be Found Online
No Cookies No Problem - Steve Krull, Be Found Online
 
Situation Analysis | Management Company.
Situation Analysis | Management Company.Situation Analysis | Management Company.
Situation Analysis | Management Company.
 
personal branding kit for music business
personal branding kit for music businesspersonal branding kit for music business
personal branding kit for music business
 
A.I. and The Social Media Shift - Mohit Rajhans
A.I. and The Social Media Shift - Mohit RajhansA.I. and The Social Media Shift - Mohit Rajhans
A.I. and The Social Media Shift - Mohit Rajhans
 
Digital-Marketing-Into-by-Zoraiz-Ahmad.pptx
Digital-Marketing-Into-by-Zoraiz-Ahmad.pptxDigital-Marketing-Into-by-Zoraiz-Ahmad.pptx
Digital-Marketing-Into-by-Zoraiz-Ahmad.pptx
 
The+State+of+Careers+In+Retention+Marketing-2.pdf
The+State+of+Careers+In+Retention+Marketing-2.pdfThe+State+of+Careers+In+Retention+Marketing-2.pdf
The+State+of+Careers+In+Retention+Marketing-2.pdf
 
Campfire Stories - Matching Content to Audience Context - Ryan Brock
Campfire Stories - Matching Content to Audience Context - Ryan BrockCampfire Stories - Matching Content to Audience Context - Ryan Brock
Campfire Stories - Matching Content to Audience Context - Ryan Brock
 
Brand experience Peoria City Soccer Presentation.pdf
Brand experience Peoria City Soccer Presentation.pdfBrand experience Peoria City Soccer Presentation.pdf
Brand experience Peoria City Soccer Presentation.pdf
 
How to Create a Social Media Plan Like a Pro - Jordan Scheltgen
How to Create a Social Media Plan Like a Pro - Jordan ScheltgenHow to Create a Social Media Plan Like a Pro - Jordan Scheltgen
How to Create a Social Media Plan Like a Pro - Jordan Scheltgen
 
Top 5 Breakthrough AI Innovations Elevating Content Creation and Personalizat...
Top 5 Breakthrough AI Innovations Elevating Content Creation and Personalizat...Top 5 Breakthrough AI Innovations Elevating Content Creation and Personalizat...
Top 5 Breakthrough AI Innovations Elevating Content Creation and Personalizat...
 
Alpha Media March 2024 Buyers Guide.pptx
Alpha Media March 2024 Buyers Guide.pptxAlpha Media March 2024 Buyers Guide.pptx
Alpha Media March 2024 Buyers Guide.pptx
 
Unlocking the Mystery of the Voynich Manuscript
Unlocking the Mystery of the Voynich ManuscriptUnlocking the Mystery of the Voynich Manuscript
Unlocking the Mystery of the Voynich Manuscript
 
The Science of Landing Page Messaging.pdf
The Science of Landing Page Messaging.pdfThe Science of Landing Page Messaging.pdf
The Science of Landing Page Messaging.pdf
 
SEO for Revenue, Grow Your Business, Not Just Your Rankings - Dale Bertrand
SEO for Revenue, Grow Your Business, Not Just Your Rankings - Dale BertrandSEO for Revenue, Grow Your Business, Not Just Your Rankings - Dale Bertrand
SEO for Revenue, Grow Your Business, Not Just Your Rankings - Dale Bertrand
 

How Cannibalistic Are Brick-and-Mortar Stores: A Study of the Internet Company mymuesli - Breiner, Scheiner, Goranova, Voigt - EMAC 2015

  • 1. EMAC 2015 How Cannibalistic Are Brick-and-Mortar Stores: A Study of the Internet Company mymuesli Florian Breiner, Christian W. Scheiner, Milena Goranova & Kai-Ingo Voigt EMAC 2015 - Leuven 17.07.15
  • 2. EMAC 2015 The beginnings mymuesli was founded in 2007 by three friends, Hubertus, Max, and Philipp 17.07.15 2
  • 3. EMAC 2015 Mission statement mymuesli wants to become the world‘s Lieblingsmuesli through functional and healthy WOW! products with unrivaled taste – always natural, made with love, committed to awesomeness 17.07.15 3
  • 4. EMAC 2015 Idea Customers can dream up their own muesli on mymuesli‘s website, choosing from 80 all organic ingredients. mymuesli mixes it and ships it to their home within 48 hours 17.07.15 4
  • 5. EMAC 2015 Some of mymuesli‘s products 17.07.15 5
  • 6. EMAC 2015 Product •  is made from 100% organic ingredients •  ingredients are sourced from more than 20 countries •  mymuesli tries to source locally whenever possible •  mymuesli is a certified member of Biokreis e.V. •  No added sugar: Only our ingredients contain (mostly natural) sugar, we don’t add extra for taste 17.07.15 6
  • 7. EMAC 2015 Production Till 2011 mymuesli was mixed by hand. But in 2011 the company opened up a new factory (or workshop as they like to call it) in the heart of Passau in southeastern Germany. The modern facility provides optimal production conditions and contains a new, custom-built machinery. 17.07.15 7
  • 8. EMAC 2015 Key facts •  Three founders, more than 400 employees •  Offices in Passau (HQ) and Berlin •  Available in 5 countries •  Workshops in Passau and Tägerwilen, CH •  More than 566 quadrillion choices available at mymuesli.com •  100% organic •  Products can be bought in over 1000 branches of food retailers 17.07.15 8
  • 9. EMAC 2015 Brick-and-mortar stores •  mymuesli operates at the moment 20 of own stores from Vienna to Hamburg •  Stores are situated at prime locations in Germany & Austria •  Every store offers a large selection of favorite mueslis •  Every store is unique •  Mueslis can be tested and experienced 17.07.15 9
  • 10. EMAC 2015 Derivation of Hypotheses (I) •  Previous research indicates that multichanneling behavior improves customer retention and profitability (Kumar et al., 2007) •  Multichanneling behavior results in more sales revenues, greater share of wallet, higher past customer value, and an increased likelihood to a repeated purchases in the future (Kumar & Venkatesan, 2005; Myers, Pickersgill, & Metre, 2004; Neslin & Shaker, 2009) •  Avery et al. (2012) see possible short-term cannibalization effects toward the brick-and-mortar-stores and long-term sales growth due to –  superior product testing possibilities, –  personal service, –  the multi-sensory shopping experience, –  the lower purchase risk, –  the nonexistent delivery charges, and –  the strong brand perception (Montoya-Weiss et al., 2003) Hypothesis 1: The introduction of new physical stores does not exert a cannibalization effect on the number of new customer orders in the internet shop 17.07.15 10
  • 11. EMAC 2015 Derivation of Hypotheses (II) •  Due to the complementarity of the channels, part of the existing customers is expected to switch channels entirely or at least partly to minimize or eliminate delivery costs or waiting time (Gehrt & Yan, 2004) •  The findings of Deleersnyder et al. (2002) and Biyalogorsky und Naik (2003) indicate that the implementation of an internet sales channel does not lead to negative consequences for existing stores à  Hypothesis 2: The introduction of new physical stores does not exert a cannibalization effect on the number of existing customer orders in the internet shop 17.07.15 11
  • 12. EMAC 2015 Derivation of Hypotheses (III) •  Complementary characteristics of the physical channel (Montoya-Weiss et al., 2003) could be considered more important than the availability effect (Neslin et al., 2006), and subsequently lead to channel substitution and a cannibalization effect. 17.07.15 12 •  A cannibalization of one channel by another therefore appears less of a concern due to customer group differences (Deleersnyder et al., 2002) à  Hypthesis 3: The introduction of new physical stores does not exert a short-term cannibalization effect on the sales revenues realized in the internet shop
  • 13. EMAC 2015 Data set and research design (I) •  Included transaction data: –  (1) sales revenue (SALES) generated by the customers of the respective city, –  (2) the number of new customer orders (NEW) per city, and –  (3) the number of existing customer orders (EXIST) per city. •  The period of observation encompasses four years - from 2009 to 2012 •  The daily data (SALES, NEW, EXIST) collected over the period of four years has been aggregated on a monthly basis so that 48 evident periods is available for further analysis •  Control variables: –  Socio-economic parameters from the standard literature –  Absolute population number per city (POP) –  Retail sales per city (RETSALES) have been used as a sales figure. –  The number of food retail branches (FOOD) to run mymuesli products in the respective city 17.07.15 13
  • 14. EMAC 2015 Data set and research design (II) •  The approach of stochastic twin has been chosen •  Due to the small size and the high heterogeneity of the data set from the 77 cities, the synthetic matching method proposed by Abadie et al. (2010) is adopted •  The demand of a contrafactual (synthetically created) city is estimated by a convex combination of several cities from the control group •  The influence of the variables population level and retail sales on the endogenous demand variables (NEW, EXIST, SALES) is always significant and positive •  To estimate the non-observable outcome Yi,t0C(see formular) the participants in the control group have been weighted ( wj*) with the help of an iterative algorithm min: |Yi,t0T-j=i+1J+1(wj*Yj,t0c)| min: |Xi,t0T-j=i+1J+1(wj*Xj,t0c)| 17.07.15 14
  • 15. EMAC 2015 Synthetic matching New- and Existing Customer Orders for Munich and Regensburg 17.07.15 15 Neukundenbestellungen 0 10 20 30 40 50 Monate München Synth-München Bestandskundenbestellungen 0 10 20 30 40 50 Monate München Synth-München ExistingCustomerOrders(EXIST) NewCustomerOrders(NEW) Munich Synth-Munich Munich Synth-Munich Bestandskundenbestellungen 0 10 20 30 40 50 Monate Regensburg Synth-Regensburg Neukundenbestellung 0 10 20 30 40 50 Monate Regensburg Synth-Regensburg Neukundenbestellungen BestandskundenbestellungenExistingCustomerOrders(EXIST) NewCustomerOrders(NEW) Regensburg
  • 16. EMAC 2015 Findings •  In a pooled treatment no significant changes can be detected •  In a single treatment –  significant changes can be found for Munich in NEW, EXIST, SALES –  no significant changes can be found for Regensburg in NEW, EXIST, SALES (1) (2) (3) (4) (5) (6) (7) (9) (10) Variables NEW EXIST SALES NEW EXIST SALES NEW EXIST SALES TREAT 0,082096107 -0,175518026 -0,1730409 -0,121** -0,230*** -0,236*** 0,073 -0,077 -0,048 (0.205) (0.299) (0.272) (0.0498) (0.0616) (0.0620) (0.105) (0.151) (0.139) Constant 0,982553975 1,099768827 1,07497779 1,005 0,974*** 1,138*** 1,000 1,004 1,009 (0.0400) (0.0585) (0.0532) (0.0216) (19.23) (1,431) (0.0576) (5.290) (230.8) Observations 96 96 96 48 48 48 48 48 48 R-squared 0.003 0.009 0.010 0.127 0.332 0.353 0.006 0.000 0.088 MUNICH REGENSBURG Standard errors in parentheses *** p<0.01, ** p<0.05, * p<0.1 POOLED (Regensburg and Munich) 17.07.15 16
  • 17. EMAC 2015 Discussion and conclusion •  In theory and corporate practice frequently assumed cannibalization effects (from internet to brick and mortar store) could not (pooled OLS Modell) or could to a lesser extent (for Munich) be proved •  Internet companies see no or only marginal short-term disadvantage. In the long run however, positive effects are expected with respect to the share of wallet (Kumar & Venkatesan, 2005) and customer value (Myers, Pickersgill, & Metre, 2004) 17.07.15 17 •  Further positive long term effects are expected due to the facilitated acquisition of new customers through the opening of a new physical store(Avery et al., 2012), –  offering multi-sensorial shopping experience to new and existing customers (Montoya-Weiss et al., 2003) and –  satisfying different (situational) purchasing motives through the additional channel offering (Sharma & Mehrotra, 2007) –  Positive effects are also expected in terms of perceived customer value, customer satisfaction and loyalty (Zhang et al., 2010)