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Paolo Neirotti, Politecnico di Torino
Business models and new value chains
for big data
Big data as a source of GDP and wealth!
But for which nations?
Big data and business models: crucial
issues
● Go beyond hypes and fads
● Which opportunities for SMEs and large enterprises?
● Are open data economically exploitable?
● In many industries, business models around big data are
not clear yet.
– What services and what compelling value proposition?
– For what market segments?
 A FOCUS ON THE INFOMOBILITY SERVICE
INDUSTRY
Four reasons for a focus on the
Infomobility industry
1. Mature industry (e.g. maps) before the discontinuity produced by
Internet and mobile business
– New entrants (e.g. Google, Nokia, and many startups)
– Mergers and acquisitions (e.g. Nokia and Navtech, TomTom and
Atlas,
– Convergence with other industries
● directories/advertising (Google and the attempt to acquire Groupon)
● Car manufacturing (e.g. GM and OnStar)
2. In location-based services big data, customer co-creation, and
crowdsourcing are a reality more than in any other industry.
3. Cities are a generator of big data. Can they become “data
retailers” or wholesalers?
Four reasons for a focus on the
Infomobility market
● 4. the number of broadband mobile
devices is increasing  Just at the
beginning of the S-curve
Discontinuities in the infomobility sector [1]
● Factory-installed GPS equipment: around 1,500 €
● After-market GPS navigation into the car dashboard: 1,000 €
● Portable GPS device (Garmin, Magellan, TomTom): from 35 €
(“plain vanilla” service) to 200 € (live traffic data)
● Google Maps Navigation: FREE
● Many other “low-cost” apps for mobile linking information about
point of interests, alerts for speed-limits and camera.  business
for start-ups (e.g. Waze)
Discontinuities in the infomobility sector [2]
TOMTOM
Garmin
2010
Share Price
Repositioning towards  B2B: licensing maps and live traffic data 
delivery to car makers (e.g. PSA, Renault)
Not producing the HW anymore!
In search for new markets in the B2C: e.g. fitness smart watch 
Digital maps: not a business for many
● Time compression economies exist!
Big Barriers to entry exist! 
(time is needed to 
accumulate data)…
Value chain in big data for infomobility
Data 
generation
Data 
aggregation
Data 
elaboration
Data visualization
Data Retail
Crowdsourcing (e.g. Waze, Open 
Street Map), open governmental 
data, telcos, municipalities, 
insurance firms, navigation 
companies , Google.
Inrix, BusChecker
Mapbox
Google, Web portals, Radio and 
TV networks, navigation firms 
providing real‐time traffic 
information 
Data transportation
Microsoft MapPoint, Quantum GIS, 
Wikitude (AR)
Infrastructure for data elaboration
(e.g. data storage)
High value added activities in the
infomobility service industry
● Data generation for real-time traffic (e.g. Google
through the service “My location” on mobile phones
with Android)
● Data elaboration and cleaning.
● Data distribution, e.g. getting data from local
transportation municipalities (Google Live Transit)
● The importance of data standards for an efficient value
chain (e.g. Google towards local transit authorities)
● Standards for overcoming local information silos and for
fast replication of initiatives across cities.
Where is the market for infomobility
services.
● Multi-sided market. Sides
are:
– Motorists/commuters
– Merchants (location-based
advertising)
– Local transit companies
● Companies (e.g.
Foursquare) needing to
“repackage” digital maps
contents.
● Completely free for
consumers
● “Freemium”
– Trade-off among the sides
 high prices reduce the
customer base for
advertisers
● Pay for the app (TomTom,
BusChecker, etc. )
Revenue modelsCustomer segments
Infomobility services. Segmenting the
market
Compelling value proposition? For Whom?
● Motorists? …Are they really interested when they do every
day the same route to go to work (and they barely have
two alternative ways)?
● Commuters? …Are they really interested in a coupon
when they have to rush to work or to catch a train?
● A market segment: tourists/travellers, in big cities
especially  large cities are “always on the move” and
they offer more scalable markets
●  NOT A MASS MARKET. BUT ONLY CERTAIN
MARKET SEGMENTS
Location-based Services
complementary to infomobility
● Collaborative consumption (e.g. ride sharing services
such as Zimride, Blablacar, Carpooling.com)
● Location-based social networks (e.g. Foursquare,
Nextdoor to strenght local physical communities)
● “Quantified-self” tracking services for sports (e.g.
Runtastic), places you have been, etc.
● …
● Still Opportunities for small businesses? Probably,
yes. But competition is time-based and a large scale of
investments is needed…
Big data markets – Some predictions
● Source of differentiation lies in customer interface and data
– Source of differentiation will eventually shift from the algorithms
for data fusion and cleaning to the data themselves
– Economic value will lie in the complementarities of data from
different sources
● Winner-takes-it all markets  Only few players will remain!
● Re-intermediation of merchants and many other local
businesses (e.g. travel agencies are slowly disappearing, the
yellow page industry is reconfiguring)  Big Infomediaries
squeeze big profits!
Consequences of the re-intermediation process: the
case of the Italian hospitality industry
Source: elaboration on AIDA data 
Market shares 
shifting from large 
to small players, 
BUT…
Consequences of the re-intermediation process:
the case of the Italian hospitality industry
15%
20%
25%
30%
35%
40%
45%
50%
Grandi
Medie
Piccole
Micro
Hotel size
Services costs/Revenues
Source: elaboration on AIDA data 
…BUT, Increasing 
unit service costs
Open data. Light and shade
● Better transparency for
customers
● Better analytics for
governments to reduce
inefficiencies (Health public
expense in the UK)
● Precondition for citizens’
empowerment.
● They may allow the citizen to
dis-intermediate the
government and media.
• Open data as a public good.
 Leave them it and then
someone will figure out how
to use them.
• Not yet many cases of
commercial exploitation
for open data.
– Few start-ups born on
open data (e.g. only four
in the UK) and with
business models yet to
be constructed!
LIGHT SHADE
Open data. Beyond the hype
● Data fusion and analytics as the value added
activities.
● From a survey on the Italian www.dati.gov.it
– 151 apps providing data that are in large part static
– Apps as “a static Window” for municipalities for
informing on events, parking, touristic attractions,
etc.
– No business models around the majority of the
apps (open data as a terrain for hobbyists? )
Recap and Final considerations
● Big data as a disruptive innovation (re-intermediation
processes, new entrants)
● Big investments are needed. Not always a business for small
firms…
● Many examples of small businesses providing services
“linked” to the ones of “platform leaders” á la Facebook.
● Can open data really be a “key ingredient” for start-ups?
Strategic resources are rarely for free, “by definition”! Still
Searching for a scalable business model.
● Big data management capabilities and Italian companies.
They are not only an opportunity…

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Paolo Neirotti - Modelli di business e nuove filiere per i big data nelle smart cities - Digital for Business

  • 2. Big data as a source of GDP and wealth! But for which nations?
  • 3. Big data and business models: crucial issues ● Go beyond hypes and fads ● Which opportunities for SMEs and large enterprises? ● Are open data economically exploitable? ● In many industries, business models around big data are not clear yet. – What services and what compelling value proposition? – For what market segments?  A FOCUS ON THE INFOMOBILITY SERVICE INDUSTRY
  • 4. Four reasons for a focus on the Infomobility industry 1. Mature industry (e.g. maps) before the discontinuity produced by Internet and mobile business – New entrants (e.g. Google, Nokia, and many startups) – Mergers and acquisitions (e.g. Nokia and Navtech, TomTom and Atlas, – Convergence with other industries ● directories/advertising (Google and the attempt to acquire Groupon) ● Car manufacturing (e.g. GM and OnStar) 2. In location-based services big data, customer co-creation, and crowdsourcing are a reality more than in any other industry. 3. Cities are a generator of big data. Can they become “data retailers” or wholesalers?
  • 5. Four reasons for a focus on the Infomobility market ● 4. the number of broadband mobile devices is increasing  Just at the beginning of the S-curve
  • 6. Discontinuities in the infomobility sector [1] ● Factory-installed GPS equipment: around 1,500 € ● After-market GPS navigation into the car dashboard: 1,000 € ● Portable GPS device (Garmin, Magellan, TomTom): from 35 € (“plain vanilla” service) to 200 € (live traffic data) ● Google Maps Navigation: FREE ● Many other “low-cost” apps for mobile linking information about point of interests, alerts for speed-limits and camera.  business for start-ups (e.g. Waze)
  • 7. Discontinuities in the infomobility sector [2] TOMTOM Garmin 2010 Share Price Repositioning towards  B2B: licensing maps and live traffic data  delivery to car makers (e.g. PSA, Renault) Not producing the HW anymore! In search for new markets in the B2C: e.g. fitness smart watch 
  • 8. Digital maps: not a business for many ● Time compression economies exist! Big Barriers to entry exist!  (time is needed to  accumulate data)…
  • 9. Value chain in big data for infomobility Data  generation Data  aggregation Data  elaboration Data visualization Data Retail Crowdsourcing (e.g. Waze, Open  Street Map), open governmental  data, telcos, municipalities,  insurance firms, navigation  companies , Google. Inrix, BusChecker Mapbox Google, Web portals, Radio and  TV networks, navigation firms  providing real‐time traffic  information  Data transportation Microsoft MapPoint, Quantum GIS,  Wikitude (AR) Infrastructure for data elaboration (e.g. data storage)
  • 10. High value added activities in the infomobility service industry ● Data generation for real-time traffic (e.g. Google through the service “My location” on mobile phones with Android) ● Data elaboration and cleaning. ● Data distribution, e.g. getting data from local transportation municipalities (Google Live Transit) ● The importance of data standards for an efficient value chain (e.g. Google towards local transit authorities) ● Standards for overcoming local information silos and for fast replication of initiatives across cities.
  • 11. Where is the market for infomobility services. ● Multi-sided market. Sides are: – Motorists/commuters – Merchants (location-based advertising) – Local transit companies ● Companies (e.g. Foursquare) needing to “repackage” digital maps contents. ● Completely free for consumers ● “Freemium” – Trade-off among the sides  high prices reduce the customer base for advertisers ● Pay for the app (TomTom, BusChecker, etc. ) Revenue modelsCustomer segments
  • 12. Infomobility services. Segmenting the market Compelling value proposition? For Whom? ● Motorists? …Are they really interested when they do every day the same route to go to work (and they barely have two alternative ways)? ● Commuters? …Are they really interested in a coupon when they have to rush to work or to catch a train? ● A market segment: tourists/travellers, in big cities especially  large cities are “always on the move” and they offer more scalable markets ●  NOT A MASS MARKET. BUT ONLY CERTAIN MARKET SEGMENTS
  • 13. Location-based Services complementary to infomobility ● Collaborative consumption (e.g. ride sharing services such as Zimride, Blablacar, Carpooling.com) ● Location-based social networks (e.g. Foursquare, Nextdoor to strenght local physical communities) ● “Quantified-self” tracking services for sports (e.g. Runtastic), places you have been, etc. ● … ● Still Opportunities for small businesses? Probably, yes. But competition is time-based and a large scale of investments is needed…
  • 14. Big data markets – Some predictions ● Source of differentiation lies in customer interface and data – Source of differentiation will eventually shift from the algorithms for data fusion and cleaning to the data themselves – Economic value will lie in the complementarities of data from different sources ● Winner-takes-it all markets  Only few players will remain! ● Re-intermediation of merchants and many other local businesses (e.g. travel agencies are slowly disappearing, the yellow page industry is reconfiguring)  Big Infomediaries squeeze big profits!
  • 15. Consequences of the re-intermediation process: the case of the Italian hospitality industry Source: elaboration on AIDA data  Market shares  shifting from large  to small players,  BUT…
  • 16. Consequences of the re-intermediation process: the case of the Italian hospitality industry 15% 20% 25% 30% 35% 40% 45% 50% Grandi Medie Piccole Micro Hotel size Services costs/Revenues Source: elaboration on AIDA data  …BUT, Increasing  unit service costs
  • 17. Open data. Light and shade ● Better transparency for customers ● Better analytics for governments to reduce inefficiencies (Health public expense in the UK) ● Precondition for citizens’ empowerment. ● They may allow the citizen to dis-intermediate the government and media. • Open data as a public good.  Leave them it and then someone will figure out how to use them. • Not yet many cases of commercial exploitation for open data. – Few start-ups born on open data (e.g. only four in the UK) and with business models yet to be constructed! LIGHT SHADE
  • 18. Open data. Beyond the hype ● Data fusion and analytics as the value added activities. ● From a survey on the Italian www.dati.gov.it – 151 apps providing data that are in large part static – Apps as “a static Window” for municipalities for informing on events, parking, touristic attractions, etc. – No business models around the majority of the apps (open data as a terrain for hobbyists? )
  • 19. Recap and Final considerations ● Big data as a disruptive innovation (re-intermediation processes, new entrants) ● Big investments are needed. Not always a business for small firms… ● Many examples of small businesses providing services “linked” to the ones of “platform leaders” á la Facebook. ● Can open data really be a “key ingredient” for start-ups? Strategic resources are rarely for free, “by definition”! Still Searching for a scalable business model. ● Big data management capabilities and Italian companies. They are not only an opportunity…