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www.TransformingTransportation.org
A Big Data Platform for Things 
That Move
Balaji Prabhakar
Professor, Stanford University and Co-founder,
Urban Engines
Presented at Transforming Transportation 2015
Co-Founder and Chief Scientist: Urban Engines
Professor: CS and EE, Stanford
A Big Data Platform for
Things That Move
Real world systems are constrained
China India USA
Japan
Korea
Urban Overload
Basic Problem
Demand >> Supply
Our Work
Demand >> Supply
Reduce demand using
incentives, not penalties
Increase supply using
big data and mobile apps
Incentives: Singapore MRT
• The INSINC, now called Travel Smart Rewards, project
− Primary goal: Incentivize offpeak travel
• Launch and current status
− Stanford + NUS, Jan—Jun 2012
− Urban Engines, July 2012
− Currently: 250,000+ registered participants + 30
corporate members
− Shift in peak load: ~ 10%
Commuting History
Commuter
Electronic Ticket
Credit History
kms to credits
3x for off-peak
Outram ParkJurong East
The Insinc portal
Rewards
Date Time Credits
15th June 2010 09:00:19 20
16th June 2010 08:10:45 10
16th June 2010 16:20:17 22
18th June 2010 06:15:20 20
Demo
Supply of Transport Capacity
Congestion: When, where, and why does it occur?
“If you cannot measure it, you can not improve it.”
- Lord Kelvin
All the things that move in a city
GPS Smartcard Cellular
WiFi
GPS
Barcode
RFID
Piecemeal: tap-in/tap-out, train loads, …
Error-prone and noisy: needs healing and curing
Siloed: different orgs, database technologies and
formats
What’s needed: A system and algorithms for
solving a massive jigsaw puzzle
Lots of data, but it is…

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A Big Data Platform for Things That Move - Balaji Prabhakar - Stanford University - Urban Engines - Transforming Transportation 2015

  • 1. www.TransformingTransportation.org A Big Data Platform for Things That Move Balaji Prabhakar Professor, Stanford University and Co-founder, Urban Engines Presented at Transforming Transportation 2015
  • 2. Co-Founder and Chief Scientist: Urban Engines Professor: CS and EE, Stanford A Big Data Platform for Things That Move
  • 3. Real world systems are constrained China India USA Japan Korea Urban Overload
  • 5. Our Work Demand >> Supply Reduce demand using incentives, not penalties Increase supply using big data and mobile apps
  • 6. Incentives: Singapore MRT • The INSINC, now called Travel Smart Rewards, project − Primary goal: Incentivize offpeak travel • Launch and current status − Stanford + NUS, Jan—Jun 2012 − Urban Engines, July 2012 − Currently: 250,000+ registered participants + 30 corporate members − Shift in peak load: ~ 10%
  • 7. Commuting History Commuter Electronic Ticket Credit History kms to credits 3x for off-peak Outram ParkJurong East The Insinc portal Rewards Date Time Credits 15th June 2010 09:00:19 20 16th June 2010 08:10:45 10 16th June 2010 16:20:17 22 18th June 2010 06:15:20 20 Demo
  • 8. Supply of Transport Capacity Congestion: When, where, and why does it occur? “If you cannot measure it, you can not improve it.” - Lord Kelvin
  • 9. All the things that move in a city GPS Smartcard Cellular WiFi GPS Barcode RFID
  • 10. Piecemeal: tap-in/tap-out, train loads, … Error-prone and noisy: needs healing and curing Siloed: different orgs, database technologies and formats What’s needed: A system and algorithms for solving a massive jigsaw puzzle Lots of data, but it is…