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using mobile technologies for real estate research
prepared by farsite
10.01.2012



data in focus.
topics

++ why mobile and social data matters: the multichannel customer journey


++ using data to compete in a multichannel environment: a case study


++ how to build research tools for the multichannel customer




data in focus.
the multichannel customer journey: consumer behavior

++ customers INTERACT with brands online   ++ consumers are using stores for showrooming
 and use devices to OPTIMIZE their          - trying out a product but not buying it. The
 shopping experience in stores              factors driving showrooming include PRICE
                                            and SELECTION




   credit: Empathica                          credit: Adexchanger




data in focus.
the multichannel customer journey: the end of retail? (NO!)

++ traffic to brick and mortar retail locations is   ++ smartphone shopping drives in-store
  still strong                                          conversion and increases basket size1
                                                     ++ smartphones influence 5.1% of retail
                                                        purchases, which translates to $159 billion in
                                                        forecasted sales for 20122




   credit: Empathica




                                                          credit: Deloitte Mobile Influence Survey


                                                     1 Deloitte Digital
                                                     2 ibid.


data in focus.
the multichannel customer journey: the challenge

the challenge is how to make brick
and mortar locations a competitive
advantage in a multichannel customer
journey

Current approaches include:
-- exclusive merchandise

-- expanded e-commerce presence

-- mobile apps

-- online ordering and in-store pick up

-- special tags in leiu of bar codes

-- matching competitors’ online pricing

                                          credit: The Open Brand by Kelly Mooney




data in focus.
the multichannel customer journey: a new approach

retailers are often trying to compete with
e-commerce on price and availability

could brick and mortar retailers also use their
stores as a competitive advantage to offer a
better experience driven by

++ personalization

++ customer service

++ loyalty

++ curation/discovery    ?
this approach starts by connecting with
technology engaged customers and collecting
and analyzing the right data




data in focus.
a multichannel case study: background

Case study                                            Statistical methodology
++ national retailer                                  ++ built statistical models to understand how
                                                         different social interactions correlate with
                                                         in-store and online sales
Data
++ sample set of 40 stores

++ 2011 annual sales: in-store and online (by
  MSA)
++ total foursquare check-ins by store

++ total facebook fans for each store’s page

++ total facebook fans for retailer’s national page
  (within 25 miles of each store)




data in focus.
a multichannel case study: why foursquare?

foursquare is one medium in a multichannel
approach because it bridges the online and
in-store shopping experience

Consumers can use foursquare to...
++ “check-in” at a location and tell friends where
   you are
++ recommend the location with “tips”

++ search for restaurants or other places of
  interest
++ receive content and promotions from the
  location
++ curate and share favorites with friends via lists




data in focus.
a multichannel case study: foursquare check-ins

Foursquare check-ins have a direct
correlation with in-store sales

++ foursquare check-ins are a direct proxy for
  traffic
++ this relationship exists without the retailer
  encouraging people to use foursquare




                                                   Sales
++ in non-mall based locations competitor
  check-ins are a strong indicator of the impact
  of competitor on in-store sales
++ in mall-based locations competitor check-ins
  impact sales positively
++ there is no strong correlation with the                              Foursquare Check Ins

  retailer’s online sales
                                                       Foursquare Check-Ins vs. Sales




data in focus.
a multichannel case study: facebook fans

Fans of the local store’s page interact
differently with the brand than fans of
the retailer’s national facebook page




                                                    Sales
Local page
++ fans of the local page are correlated with in-
   store sales
++ this relationship is not as strong as the
  foursquare correlation                                                    Local Facebook fans


                                                            Local Facebook Fans vs. Sales


National page
++ fans of the national page are correlated with
   online sales
++ this tells us something about how people are
                                                    Sales



  engaging with the brand outside the store



                                                                      Fans of National Facebook Page


                                                            National Facebook Fans vs. Sales



data in focus.
a multichannel case study: no significant regional differences
 National Facebook Fans within 25 miles




                                                                                                                                        Foursquare Check Ins
                                                                                                                                                                 Region 1   Region 2   Region 3   Region 4   Region 5   Region 6   Region 7   Region 8
                                            Region 1    Region 2    Region 3    Region 4   Region 5   Region 6   Region 7   Region 8
                                                                                                                                                                                                        Region
                                                                                      Region




                                          25 Mile Facebook Likes by Region                                                                                     Foursquare Check-Ins by Region



                                                                                                                                       ++ Adoption of these technologies don’t
                                                                                                                                                       show any strong regional tendencies
 Local Page Facebook Fans




                                                                                                                                       ++ This is not a surprise for facebook but
                                                                                                                                                       may be telling for foursquare



                                             Region 1    Region 2    Region 3   Region 4   Region 5   Region 6   Region 7   Region 8

                                                                                       Region



                                          Local Facebook Fans by Region



data in focus.
a multichannel case study: what else could you do w/ the data?

++ Identify the demographic                       ++ Gather valuable data on competitor
  characteristics of a customer likely to           strength
  use foursquare/facebook                         -- inputs for statistical models
-- value of these demographics in a statistical
                                                  -- regional and sub-market differences in
  model when screening markets, target zones,
                                                    competitor strength
  and sites (for retailer)
                                                  -- how technology engaged customer base is
-- reverse engineering retailer customer base
                                                    interacting with competition
  for highest and best analysis and co-tenancy
  optimization (for developer/mall owner)         -- how competitors’ pricing and marketing
                                                    initiatives impact their traffic


++ Control for non-real estate variables          ++ Discover how these social interactions
  to isolate key geospatial and                     impact online sales.
  locational drivers that do impact store         -- determining cannibalization between online
  performance                                       and in-store sales
-- more nuanced understanding of ideal real       -- uncover any synergies between online and
  estate characteristics                            in-store sales




data in focus.
a multichannel case study: what else could you do w/ the data?

++ Uncover shopping behaviors of                  ++ This can be even more powerful
  technology engaged customer base                  when social and mobile data is tied to
                                                    customer loyalty programs
-- what products do they buy?
                                                  -- offering presonalization in the store based on
-- do they buy in-store, online, or both?
                                                    past behaviors and analysis of similar people’s
-- do they respond to marketing incentives?         purchases
-- are they more likely than other customers      -- delivering curation moments driven by social
  to make a purchase when in your store (and        media and big data analysis
  what you can do to make conversion more
                                                  -- providing individualized pricing and specials
  likely)
-- are they more loyal?

-- what is the value of a check in (in terms of
  sales)




data in focus.
building research tools for a multichannel customer




        expertise in data
                                            innovative
            science
                            data and         analysis
            business
            acumen          analytics
        cross-functional
       work environment
                            platform         pro-active
                                          business strategy




data in focus.
topics

++ why mobile and social data matters: the multichannel customer journey


++ using data to compete in a multichannel environment: a case study


++ how to build research tools for the multichannel customer




data in focus.
END




data in focus.

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Using Mobile Technologies for Real Estate Research

  • 1. using mobile technologies for real estate research prepared by farsite 10.01.2012 data in focus.
  • 2. topics ++ why mobile and social data matters: the multichannel customer journey ++ using data to compete in a multichannel environment: a case study ++ how to build research tools for the multichannel customer data in focus.
  • 3. the multichannel customer journey: consumer behavior ++ customers INTERACT with brands online ++ consumers are using stores for showrooming and use devices to OPTIMIZE their - trying out a product but not buying it. The shopping experience in stores factors driving showrooming include PRICE and SELECTION credit: Empathica credit: Adexchanger data in focus.
  • 4. the multichannel customer journey: the end of retail? (NO!) ++ traffic to brick and mortar retail locations is ++ smartphone shopping drives in-store still strong conversion and increases basket size1 ++ smartphones influence 5.1% of retail purchases, which translates to $159 billion in forecasted sales for 20122 credit: Empathica credit: Deloitte Mobile Influence Survey 1 Deloitte Digital 2 ibid. data in focus.
  • 5. the multichannel customer journey: the challenge the challenge is how to make brick and mortar locations a competitive advantage in a multichannel customer journey Current approaches include: -- exclusive merchandise -- expanded e-commerce presence -- mobile apps -- online ordering and in-store pick up -- special tags in leiu of bar codes -- matching competitors’ online pricing credit: The Open Brand by Kelly Mooney data in focus.
  • 6. the multichannel customer journey: a new approach retailers are often trying to compete with e-commerce on price and availability could brick and mortar retailers also use their stores as a competitive advantage to offer a better experience driven by ++ personalization ++ customer service ++ loyalty ++ curation/discovery ? this approach starts by connecting with technology engaged customers and collecting and analyzing the right data data in focus.
  • 7. a multichannel case study: background Case study Statistical methodology ++ national retailer ++ built statistical models to understand how different social interactions correlate with in-store and online sales Data ++ sample set of 40 stores ++ 2011 annual sales: in-store and online (by MSA) ++ total foursquare check-ins by store ++ total facebook fans for each store’s page ++ total facebook fans for retailer’s national page (within 25 miles of each store) data in focus.
  • 8. a multichannel case study: why foursquare? foursquare is one medium in a multichannel approach because it bridges the online and in-store shopping experience Consumers can use foursquare to... ++ “check-in” at a location and tell friends where you are ++ recommend the location with “tips” ++ search for restaurants or other places of interest ++ receive content and promotions from the location ++ curate and share favorites with friends via lists data in focus.
  • 9. a multichannel case study: foursquare check-ins Foursquare check-ins have a direct correlation with in-store sales ++ foursquare check-ins are a direct proxy for traffic ++ this relationship exists without the retailer encouraging people to use foursquare Sales ++ in non-mall based locations competitor check-ins are a strong indicator of the impact of competitor on in-store sales ++ in mall-based locations competitor check-ins impact sales positively ++ there is no strong correlation with the Foursquare Check Ins retailer’s online sales Foursquare Check-Ins vs. Sales data in focus.
  • 10. a multichannel case study: facebook fans Fans of the local store’s page interact differently with the brand than fans of the retailer’s national facebook page Sales Local page ++ fans of the local page are correlated with in- store sales ++ this relationship is not as strong as the foursquare correlation Local Facebook fans Local Facebook Fans vs. Sales National page ++ fans of the national page are correlated with online sales ++ this tells us something about how people are Sales engaging with the brand outside the store Fans of National Facebook Page National Facebook Fans vs. Sales data in focus.
  • 11. a multichannel case study: no significant regional differences National Facebook Fans within 25 miles Foursquare Check Ins Region 1 Region 2 Region 3 Region 4 Region 5 Region 6 Region 7 Region 8 Region 1 Region 2 Region 3 Region 4 Region 5 Region 6 Region 7 Region 8 Region Region 25 Mile Facebook Likes by Region Foursquare Check-Ins by Region ++ Adoption of these technologies don’t show any strong regional tendencies Local Page Facebook Fans ++ This is not a surprise for facebook but may be telling for foursquare Region 1 Region 2 Region 3 Region 4 Region 5 Region 6 Region 7 Region 8 Region Local Facebook Fans by Region data in focus.
  • 12. a multichannel case study: what else could you do w/ the data? ++ Identify the demographic ++ Gather valuable data on competitor characteristics of a customer likely to strength use foursquare/facebook -- inputs for statistical models -- value of these demographics in a statistical -- regional and sub-market differences in model when screening markets, target zones, competitor strength and sites (for retailer) -- how technology engaged customer base is -- reverse engineering retailer customer base interacting with competition for highest and best analysis and co-tenancy optimization (for developer/mall owner) -- how competitors’ pricing and marketing initiatives impact their traffic ++ Control for non-real estate variables ++ Discover how these social interactions to isolate key geospatial and impact online sales. locational drivers that do impact store -- determining cannibalization between online performance and in-store sales -- more nuanced understanding of ideal real -- uncover any synergies between online and estate characteristics in-store sales data in focus.
  • 13. a multichannel case study: what else could you do w/ the data? ++ Uncover shopping behaviors of ++ This can be even more powerful technology engaged customer base when social and mobile data is tied to customer loyalty programs -- what products do they buy? -- offering presonalization in the store based on -- do they buy in-store, online, or both? past behaviors and analysis of similar people’s -- do they respond to marketing incentives? purchases -- are they more likely than other customers -- delivering curation moments driven by social to make a purchase when in your store (and media and big data analysis what you can do to make conversion more -- providing individualized pricing and specials likely) -- are they more loyal? -- what is the value of a check in (in terms of sales) data in focus.
  • 14. building research tools for a multichannel customer expertise in data innovative science data and analysis business acumen analytics cross-functional work environment platform pro-active business strategy data in focus.
  • 15. topics ++ why mobile and social data matters: the multichannel customer journey ++ using data to compete in a multichannel environment: a case study ++ how to build research tools for the multichannel customer data in focus.