David Bell –The Wharton School Santiago Gallino –Tuck ... · David Bell –The Wharton School...

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DavidBell– TheWhartonSchoolSantiagoGallino– TuckSchoolofBusiness

ToniMoreno– KelloggSchoolofManagement

July2013– LBS– London,UK

POMSAppliedResearchChallenge– POMS25th AnnualConference

May2014

20May2014 2InventoryShowroomsandCustomerMigration

20May2014 3InventoryShowroomsandCustomerMigration

www.netgrocer.com 

www.diapers.com

www.warbyparker.com 

www.yihaodian.com 

www.bonobos.com 

20May2014 4InventoryShowroomsandCustomerMigration

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20May2014 5InventoryShowroomsandCustomerMigration

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20May2014 6InventoryShowroomsandCustomerMigration

20May2014 7InventoryShowroomsandCustomerMigration

20May2014 8InventoryShowroomsandCustomerMigration

20May2014 9InventoryShowroomsandCustomerMigration

20May2014 10InventoryShowroomsandCustomerMigration

20May2014 11InventoryShowroomsandCustomerMigration

20May2014 12InventoryShowroomsandCustomerMigration

20May2014 13InventoryShowroomsandCustomerMigration

20May2014 14InventoryShowroomsandCustomerMigration

TraditionalOnlineRetailing

HomeTry– OnProgram

Select any five pairs of glasses

They’ll ship them to you for free

You’ll have five days to try out the 

frames

VisitaShowroom

Locate one of the 20 Showrooms Visit the 

Showroom

Decide on your glassesSurf the web

20May2014 15InventoryShowroomsandCustomerMigration

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20May2014 16InventoryShowroomsandCustomerMigration

20May2014 17InventoryShowroomsandCustomerMigration

Time

Sales

Control

Treatment

ACTION

20May2014 18InventoryShowroomsandCustomerMigration

•– WedefinedtheareasundertheinfluenceofashowroombymeasuringthedistancefromeachZIPcodetoeachWPshowroom.WeassumethatZIPcodeswithin30milesoftheshowroomareundertheshowroominfluence.

•– WPprovidedtheidentificationfor

thoseHTOthatconvertedintoasalesWP identification

20May2014 19InventoryShowroomsandCustomerMigration

2256ZIPcodeswereincludedintheanalysis;921ZIPcodeshaveashowroomwithin30miles.

20May2014 20InventoryShowroomsandCustomerMigration

IsthelogarithmofthetotalsalesZIPcodei onweekt.

Indicatesifatlocationi onweekt therewasashowroomopen.

FixedeffectsforeachZIPcodei andforeachweekt

20May2014 21InventoryShowroomsandCustomerMigration

HTO Sales5.0%

Web Sales3.5%

Total Sales8.8%

20May2014 22InventoryShowroomsandCustomerMigration

TraditionalOnlineRetailing

HomeTry– OnProgram

VisitaShowroom

20May2014 23InventoryShowroomsandCustomerMigration

HTO Orders7.8%

HTO Repeat1.5%

WEBReturns1.2%

20May2014 24InventoryShowroomsandCustomerMigration

– newcustomersareaddedandothersmigrate.

•– thediscrepancybetweenwhattheyknowaboutaproductbeforebuyingitandwhattheylearnwhenitisdelivered.

20May2014 25InventoryShowroomsandCustomerMigration

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20May2014 26InventoryShowroomsandCustomerMigration